chore(master): release 0.6.2

fix: re-add overflow hidden for page transitions, but with negative margin padding to avoid clipping
Prevents scrollbars while also avoiding clipping on certain pages.
2026-01-31 06:23:37 -06:00 · 2026-01-31 01:44:06 -06:00 · 2026-01-31 01:40:22 -06:00 · 2026-01-31 01:05:19 -06:00 · 2026-01-31 01:03:20 -06:00 · 2026-01-31 00:42:52 -06:00
141 changed files with 10262 additions and 1526 deletions
@@ -0,0 +1,11 @@
+# cargo-audit configuration
+# https://github.com/rustsec/rustsec/tree/main/cargo-audit
+
+[advisories]
+# Transitive dependencies we can't control
+ignore = [
+    # rsa: Marvin Attack timing sidechannel (via sqlx-mysql, no fix available)
+    "RUSTSEC-2023-0071",
+    # derivative: unmaintained (via poise)
+    "RUSTSEC-2024-0388",
+]
@@ -0,0 +1,34 @@
+{
+	"$schema": "https://raw.githubusercontent.com/googleapis/release-please/main/schemas/config.json",
+	"changelog-sections": [
+		{ "type": "feat", "section": "Features" },
+		{ "type": "fix", "section": "Bug Fixes" },
+		{ "type": "perf", "section": "Performance Improvements" },
+		{ "type": "refactor", "section": "Code Refactoring" },
+		{ "type": "docs", "section": "Documentation" },
+		{ "type": "ci", "section": "Continuous Integration" },
+		{ "type": "build", "section": "Build System" },
+		{ "type": "chore", "section": "Miscellaneous" },
+		{ "type": "style", "section": "Styles", "hidden": true },
+		{ "type": "test", "section": "Tests", "hidden": true }
+	],
+	"bump-minor-pre-major": true,
+	"always-update": true,
+	"bump-patch-for-minor-pre-major": true,
+	"include-v-in-tag": true,
+	"include-component-in-tag": false,
+	"plugins": ["sentence-case"],
+	"packages": {
+		".": {
+			"release-type": "rust",
+			"exclude-paths": [".vscode", "docs"],
+			"extra-files": [
+				{
+					"type": "toml",
+					"path": "Cargo.lock",
+					"jsonpath": "$.package[?(@.name=='banner')].version"
+				}
+			]
+		}
+	}
+}
@@ -0,0 +1,3 @@
+{
+	".": "0.6.2"
+}
@@ -11,9 +11,9 @@ env:
  RUST_BACKTRACE: 1

 jobs:
-  check:
+  rust-quality:
+    name: Rust Quality
    runs-on: ubuntu-latest
-
    steps:
      - uses: actions/checkout@v4

@@ -22,44 +22,160 @@ jobs:
        with:
          components: rustfmt, clippy

+      - name: Cache Rust dependencies
+        uses: Swatinem/rust-cache@v2
+        with:
+          cache-on-failure: true
+
+      - name: Check formatting
+        run: |
+          if [ "${{ github.event_name }}" = "pull_request" ]; then
+            cargo fmt --all -- --check
+          else
+            cargo fmt --all -- --check || echo "::warning::Rust formatting issues found (not failing on push)"
+          fi
+
+      - name: Clippy
+        run: cargo clippy --no-default-features -- -D warnings
+
+  frontend-quality:
+    name: Frontend Quality
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
      - name: Setup Bun
-        uses: oven-sh/setup-bun@v1
+        uses: oven-sh/setup-bun@v2
        with:
          bun-version: latest

+      - name: Install dependencies
+        working-directory: web
+        run: bun install --frozen-lockfile
+
+      - name: Check formatting
+        working-directory: web
+        run: |
+          if [ "${{ github.event_name }}" = "pull_request" ]; then
+            bun run format:check
+          else
+            bun run format:check || echo "::warning::Frontend formatting issues found (not failing on push)"
+          fi
+
+      - name: Type check
+        working-directory: web
+        run: bun run typecheck
+
+  rust-tests:
+    name: Rust Tests
+    runs-on: ubuntu-latest
+    services:
+      postgres:
+        image: postgres:17-alpine
+        env:
+          POSTGRES_USER: banner
+          POSTGRES_PASSWORD: banner
+          POSTGRES_DB: banner
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd pg_isready
+          --health-interval 10s
+          --health-timeout 5s
+          --health-retries 5
+    env:
+      DATABASE_URL: postgresql://banner:banner@localhost:5432/banner
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install Rust toolchain
+        uses: dtolnay/rust-toolchain@stable
+
      - name: Cache Rust dependencies
        uses: Swatinem/rust-cache@v2
        with:
          cache-on-failure: true

+      - name: Run tests
+        run: cargo test --no-default-features
+
+  frontend-tests:
+    name: Frontend Tests
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: latest
+
+      - name: Install dependencies
+        working-directory: web
+        run: bun install --frozen-lockfile
+
+      - name: Run tests
+        working-directory: web
+        run: bun run test
+
+  docker-build:
+    name: Docker Build
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Build image
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          push: false
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
+
+  security:
+    name: Security Scan
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      security-events: write
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install cargo-audit
+        uses: taiki-e/install-action@cargo-audit
+
+      - name: Rust security audit
+        run: cargo audit
+
+      - name: Setup Bun
+        uses: oven-sh/setup-bun@v2
+        with:
+          bun-version: latest
+
      - name: Install frontend dependencies
        working-directory: web
        run: bun install --frozen-lockfile

-      - name: Check Rust formatting
-        run: cargo fmt --all -- --check
-
-      - name: Check TypeScript formatting
+      - name: Frontend security audit
        working-directory: web
-        run: bun run format:check
+        run: bun audit --audit-level=moderate
+        continue-on-error: true

-      - name: TypeScript type check
-        working-directory: web
-        run: bun run typecheck
+      - name: Trivy filesystem scan
+        uses: aquasecurity/trivy-action@master
+        with:
+          scan-type: fs
+          scan-ref: .
+          format: sarif
+          output: trivy-results.sarif
+          severity: CRITICAL,HIGH
+          exit-code: 0

-      - name: ESLint
-        working-directory: web
-        run: bun run lint
-
-      - name: Clippy
-        run: cargo clippy --all-features -- --deny warnings
-
-      - name: Run tests
-        run: cargo test --all-features
-
-      - name: Build frontend
-        working-directory: web
-        run: bun run build
-
-      - name: Build backend
-        run: cargo build --release --bin banner
+      - name: Upload Trivy results
+        uses: github/codeql-action/upload-sarif@v4
+        if: always() && hashFiles('trivy-results.sarif') != ''
+        with:
+          sarif_file: trivy-results.sarif
@@ -0,0 +1,27 @@
+name: Release Please
+
+on:
+  workflow_dispatch:
+
+  workflow_run:
+    workflows: ["CI"]
+    types:
+      - completed
+    branches:
+      - master
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  release-please:
+    name: Create Release PR
+    runs-on: ubuntu-latest
+    if: ${{ github.event_name == 'workflow_dispatch' || github.event.workflow_run.conclusion == 'success' }}
+    steps:
+      - uses: googleapis/release-please-action@v4
+        with:
+          token: ${{ secrets.RELEASE_PLEASE_TOKEN }}
+          config-file: .github/release-please-config.json
+          manifest-file: .github/release-please-manifest.json
@@ -1,6 +1,5 @@
 .env
 /target
+/scripts/node_modules
+

-# ts-rs bindings
-web/src/lib/bindings/*.ts
-!web/src/lib/bindings/index.ts
@@ -0,0 +1,151 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
+
+## [0.6.2](https://github.com/Xevion/Banner/compare/v0.6.1...v0.6.2) (2026-01-31)
+
+
+### Bug Fixes
+
+* **cli:** Add proper flag validation for check script ([2acf52a](https://github.com/Xevion/Banner/commit/2acf52a63b6dcd24ca826b99061bf7a51a9230b1))
+* Re-add overflow hidden for page transitions, but with negative margin padding to avoid clipping ([9e825cd](https://github.com/Xevion/Banner/commit/9e825cd113bbc65c10f0386b5300b6aec50bf936))
+* Separate Biome format and lint checks to enable auto-format ([ac8dbb2](https://github.com/Xevion/Banner/commit/ac8dbb2eefe79ec5d898cfa719e270f4713125d5))
+* **web:** Prevent duplicate searches and background fetching on navigation ([5dd35ed](https://github.com/Xevion/Banner/commit/5dd35ed215d3d1f3603e67a2aa59eaddf619f5c9))
+
+## [0.6.1](https://github.com/Xevion/Banner/compare/v0.6.0...v0.6.1) (2026-01-31)
+
+
+### Features
+
+* **build:** Auto-regenerate TypeScript bindings on source changes ([e203e8e](https://github.com/Xevion/Banner/commit/e203e8e182f7a0b0224a8f9e6bf79d15259215a2))
+* **course:** Distinguish async from synchronous online courses ([8bfc14e](https://github.com/Xevion/Banner/commit/8bfc14e55c1bdf5acc2006096476e0b1eb1b7cc6))
+* **scraper:** Improve dashboard clarity with stat tooltips ([1ad614d](https://github.com/Xevion/Banner/commit/1ad614dad03d3631a8d119203786718c814e72c7))
+* **scraper:** Improve results visibility and loading states ([c533768](https://github.com/Xevion/Banner/commit/c53376836238f3aca92ac82cd5fd59a077bcceff))
+
+
+### Bug Fixes
+
+* Avoid status flickering on subjects table ([2689587](https://github.com/Xevion/Banner/commit/2689587dd53c572a65eeb91f74c737662e1f148b))
+* **ci:** Add postgres container service for rust tests ([ebb7a97](https://github.com/Xevion/Banner/commit/ebb7a97c113fa1d4b61b8637dfe97cae5260075c))
+* **ci:** Fix rust/frontend/security job failures and expand local checks ([dd148e0](https://github.com/Xevion/Banner/commit/dd148e08a0b6d5b7afe4ff614d7d6e4e4d0dfce6))
+* **data:** Decode HTML entities in course titles and instructor names ([7d2255a](https://github.com/Xevion/Banner/commit/7d2255a988a23f6e1b1c8e7cb5a8ead833ad34da))
+* **metrics:** Always emit baseline metrics on initial course insertion ([16039e0](https://github.com/Xevion/Banner/commit/16039e02a999c668d4969a43eb9ed1d4e8d370e1))
+
+
+### Code Refactoring
+
+* **terms:** Move term formatting from frontend to backend ([cbb0a51](https://github.com/Xevion/Banner/commit/cbb0a51bca9e4e0d6a8fcee90465c93943f2a30e))
+* Use friendly term codes in URL query parameters ([550401b](https://github.com/Xevion/Banner/commit/550401b85ceb8a447e316209b479c69062c5b658))
+
+
+### Continuous Integration
+
+* Add Release Please automation for changelog and version management ([6863ee5](https://github.com/Xevion/Banner/commit/6863ee58d0a5778303af1b7626b2a9eda3043ca0))
+* Split quality checks into parallel jobs with security scanning ([3494341](https://github.com/Xevion/Banner/commit/3494341e3fbe9ffd96b6fcd8abbe7f95ecec6f45))
+
+
+### Miscellaneous
+
+* Add ts-rs generated bindings ([2df0ba0](https://github.com/Xevion/Banner/commit/2df0ba0ec58155d73830a66132cb635dc819e8a9))
+* Update frontend packages ([acccaa5](https://github.com/Xevion/Banner/commit/acccaa54d4455500db60d1b6437cad1c592445f1))
+
+## [Unreleased]
+
+## [0.6.0] - 2026-01-30
+
+### Added
+
+- User authentication system with Discord OAuth, sessions, admin roles, and login page with FAQ.
+- Interactive timeline visualization with D3 canvas, pan/zoom, touch gestures, and enrollment aggregation API.
+- Scraper analytics dashboard with timeseries charts, subject monitoring, and per-subject detail views.
+- Adaptive scraper scheduling with admin endpoints for monitoring and configuration.
+- Scrape job result persistence for effectiveness tracking.
+- WebSocket support for real-time scrape job monitoring with connection status indicators.
+- Course change auditing with field-level tracking and time-series metrics endpoint.
+- Audit log UI with smart JSON diffing, conditional request caching, and auto-refresh.
+- Calendar export web endpoints for ICS download and Google Calendar redirect.
+- Confidence-based RMP matching with manual review workflow and admin instructor UI.
+- RMP profile links and confidence-aware rating display.
+- Name parsing and normalization for improved instructor-RMP matching.
+- Mobile touch controls with gesture detection for timeline.
+- Worker timeout protection and crash recovery for job queue.
+- Build-time asset compression with encoding negotiation (gzip, brotli, zstd).
+- Smart page transitions with theme-aware element transitions.
+- Search duration and result count feedback.
+- Root error page handling.
+- Login page with FAQ section and improved styling.
+
+### Changed
+
+- Consolidated navigation with top nav bar and route groups.
+- Centralized number formatting with locale-aware utility.
+- Modernized Justfile commands and simplified service management.
+- Persisted audit log state in module scope for cross-navigation caching.
+- Relative time feedback and improved tooltip customization.
+
+### Fixed
+
+- Instructor/course mismatching via build-order-independent map for association.
+- Page content clipping.
+- Backend startup delays with retry logic in auth.
+- Banner API timeouts increased to handle slow responses.
+- i64 serialization for JavaScript compatibility, fixing avatar URL display.
+- Frontend build ordering with `-e` embed flag in Justfile.
+- Login page centering and unnecessary scrollbar.
+- ts-rs serde warnings.
+
+## [0.5.0] - 2026-01-29
+
+### Added
+
+- Multi-select subject filtering with searchable comboboxes.
+- Smart instructor name abbreviation for compact table display.
+- Delivery mode indicators and tooltips in location column.
+- Page selector dropdown with animated pagination controls.
+- FLIP animations for smooth table row transitions during pagination.
+- Time tooltip with detailed meeting schedule and day abbreviations.
+- Reusable SimpleTooltip component for consistent UI hints.
+
+### Changed
+
+- Consolidated query logic and eliminated N+1 instructor loads via batch fetching.
+- Consolidated menu snippets and strengthened component type safety.
+- Enhanced table scrolling with OverlayScrollbars and theme-aware styling.
+- Eliminated initial theme flash on page load.
+
+## [0.4.0] - 2026-01-28
+
+### Added
+
+- Web-based course search UI with interactive data table, multi-column sorting, and column visibility controls.
+- TypeScript type bindings generated from Rust types via ts-rs.
+- RateMyProfessors integration: bulk professor sync via GraphQL and inline rating display in search results.
+- Course detail expansion panel with enrollment, meeting times, and instructor info.
+- OverlayScrollbars integration for styled, theme-aware scrollable areas.
+- Pagination component for navigating large search result sets.
+- Footer component with version display.
+- API endpoints: `/api/courses/search`, `/api/courses/:term/:crn`, `/api/terms`, `/api/subjects`, `/api/reference/:category`.
+- Frontend API client with typed request/response handling and test coverage.
+- Course formatting utilities with comprehensive unit tests.
+
+## [0.3.4] - 2026-01
+
+### Added
+
+- Live service status tracking on web dashboard with auto-refresh and health indicators.
+- DB operation extraction for improved testability.
+- Unit test suite foundation covering core functionality.
+- Docker support for PostgreSQL development environment.
+- ICS calendar export with comprehensive holiday exclusion coverage.
+- Google Calendar link generation with recurrence rules and meeting details.
+- Job queue with priority-based scheduling for background scraping.
+- Rate limiting with burst allowance for Banner API requests.
+- Session management and caching for Banner API interactions.
+- Discord bot commands: search, terms, ics, gcal.
+- Intelligent scraping system with priority queues and retry tracking.
+
+### Changed
+
+- Type consolidation and dead code removal across the codebase.
@@ -1,6 +1,6 @@
 [package]
 name = "banner"
-version = "0.5.0"
+version = "0.6.2"
 edition = "2024"
 default-run = "banner"

@@ -55,10 +55,13 @@ clap = { version = "4.5", features = ["derive"] }
 rapidhash = "4.1.0"
 yansi = "1.0.1"
 extension-traits = "2"
-ts-rs = { version = "11.1.0", features = ["chrono-impl", "serde-compat", "serde-json-impl"] }
+ts-rs = { version = "11.1.0", features = ["chrono-impl", "serde-compat", "serde-json-impl", "no-serde-warnings"] }
 html-escape = "0.2.13"
 axum-extra = { version = "0.12.5", features = ["query"] }
 urlencoding = "2.1.3"
+chrono-tz = "0.10.4"
+htmlize = { version = "1.0.6", features = ["unescape"] }
+unicode-normalization = "0.1.25"

 [dev-dependencies]

@@ -4,80 +4,8 @@ default:
    just --list

 # Run all checks in parallel. Pass -f/--fix to auto-format and fix first.
-[script("bun")]
 check *flags:
-    const args = "{{flags}}".split(/\s+/).filter(Boolean);
-    let fix = false;
-    for (const arg of args) {
-      if (arg === "-f" || arg === "--fix") fix = true;
-      else { console.error(`Unknown flag: ${arg}`); process.exit(1); }
-    }
-
-    const run = (cmd) => {
-      const proc = Bun.spawnSync(cmd, { stdio: ["inherit", "inherit", "inherit"] });
-      if (proc.exitCode !== 0) process.exit(proc.exitCode);
-    };
-
-    if (fix) {
-      console.log("\x1b[1;36m→ Fixing...\x1b[0m");
-      run(["cargo", "fmt", "--all"]);
-      run(["bun", "run", "--cwd", "web", "format"]);
-      run(["cargo", "clippy", "--all-features", "--fix", "--allow-dirty", "--allow-staged",
-           "--", "--deny", "warnings"]);
-      console.log("\x1b[1;36m→ Verifying...\x1b[0m");
-    }
-
-    const checks = [
-      { name: "rustfmt",      cmd: ["cargo", "fmt", "--all", "--", "--check"] },
-      { name: "clippy",       cmd: ["cargo", "clippy", "--all-features", "--", "--deny", "warnings"] },
-      { name: "rust-test",    cmd: ["cargo", "nextest", "run", "-E", "not test(export_bindings)"] },
-      { name: "svelte-check", cmd: ["bun", "run", "--cwd", "web", "check"] },
-      { name: "biome",        cmd: ["bun", "run", "--cwd", "web", "format:check"] },
-      { name: "web-test",     cmd: ["bun", "run", "--cwd", "web", "test"] },
-      // { name: "sqlx-prepare", cmd: ["cargo", "sqlx", "prepare", "--check"] },
-    ];
-
-    const isTTY = process.stderr.isTTY;
-    const start = Date.now();
-    const remaining = new Set(checks.map(c => c.name));
-
-    const promises = checks.map(async (check) => {
-      const proc = Bun.spawn(check.cmd, {
-        env: { ...process.env, FORCE_COLOR: "1" },
-        stdout: "pipe", stderr: "pipe",
-      });
-      const [stdout, stderr] = await Promise.all([
-        new Response(proc.stdout).text(),
-        new Response(proc.stderr).text(),
-      ]);
-      await proc.exited;
-      return { ...check, stdout, stderr, exitCode: proc.exitCode,
-               elapsed: ((Date.now() - start) / 1000).toFixed(1) };
-    });
-
-    const interval = isTTY ? setInterval(() => {
-      const elapsed = ((Date.now() - start) / 1000).toFixed(1);
-      process.stderr.write(`\r\x1b[K${elapsed}s [${Array.from(remaining).join(", ")}]`);
-    }, 100) : null;
-
-    let anyFailed = false;
-    for (const promise of promises) {
-      const r = await promise;
-      remaining.delete(r.name);
-      if (isTTY) process.stderr.write(`\r\x1b[K`);
-      if (r.exitCode !== 0) {
-        anyFailed = true;
-        process.stdout.write(`\x1b[31m✗ ${r.name}\x1b[0m (${r.elapsed}s)\n`);
-        if (r.stdout) process.stdout.write(r.stdout);
-        if (r.stderr) process.stderr.write(r.stderr);
-      } else {
-        process.stdout.write(`\x1b[32m✓ ${r.name}\x1b[0m (${r.elapsed}s)\n`);
-      }
-    }
-
-    if (interval) clearInterval(interval);
-    if (isTTY) process.stderr.write(`\r\x1b[K`);
-    process.exit(anyFailed ? 1 : 0);
+    bun scripts/check.ts {{flags}}

 # Format all Rust and TypeScript code
 format:
@@ -85,276 +13,30 @@ format:
    bun run --cwd web format

 # Run tests. Usage: just test [rust|web|<nextest filter args>]
-[script("bun")]
 test *args:
-    const input = "{{args}}".trim();
-    const run = (cmd) => {
-      const proc = Bun.spawnSync(cmd, { stdio: ["inherit", "inherit", "inherit"] });
-      if (proc.exitCode !== 0) process.exit(proc.exitCode);
-    };
-    if (input === "web") {
-      run(["bun", "run", "--cwd", "web", "test"]);
-    } else if (input === "rust") {
-      run(["cargo", "nextest", "run", "-E", "not test(export_bindings)"]);
-    } else if (input === "") {
-      run(["cargo", "nextest", "run", "-E", "not test(export_bindings)"]);
-      run(["bun", "run", "--cwd", "web", "test"]);
-    } else {
-      run(["cargo", "nextest", "run", ...input.split(/\s+/)]);
-    }
+    bun scripts/test.ts {{args}}

 # Generate TypeScript bindings from Rust types (ts-rs)
 bindings:
-    cargo test export_bindings
+    bun scripts/bindings.ts

 # Run the Banner API search demo (hits live UTSA API, ~20s)
 search *ARGS:
    cargo run -q --bin search -- {{ARGS}}

-# Pass args to binary after --: just dev -n -- --some-flag
 # Dev server. Flags: -f(rontend) -b(ackend) -W(no-watch) -n(o-build) -r(elease) -e(mbed) --tracing <fmt>
-[script("bun")]
+# Pass args to binary after --: just dev -n -- --some-flag
 dev *flags:
-    const argv = "{{flags}}".split(/\s+/).filter(Boolean);
-
-    let frontendOnly = false, backendOnly = false;
-    let noWatch = false, noBuild = false, release = false, embed = false;
-    let tracing = "pretty";
-    const passthrough = [];
-
-    let i = 0;
-    let seenDashDash = false;
-    while (i < argv.length) {
-      const arg = argv[i];
-      if (seenDashDash) { passthrough.push(arg); i++; continue; }
-      if (arg === "--") { seenDashDash = true; i++; continue; }
-      if (arg.startsWith("--")) {
-        if (arg === "--frontend-only") frontendOnly = true;
-        else if (arg === "--backend-only") backendOnly = true;
-        else if (arg === "--no-watch") noWatch = true;
-        else if (arg === "--no-build") noBuild = true;
-        else if (arg === "--release") release = true;
-        else if (arg === "--embed") embed = true;
-        else if (arg === "--tracing") { tracing = argv[++i] || "pretty"; }
-        else { console.error(`Unknown flag: ${arg}`); process.exit(1); }
-      } else if (arg.startsWith("-") && arg.length > 1) {
-        for (const c of arg.slice(1)) {
-          if (c === "f") frontendOnly = true;
-          else if (c === "b") backendOnly = true;
-          else if (c === "W") noWatch = true;
-          else if (c === "n") noBuild = true;
-          else if (c === "r") release = true;
-          else if (c === "e") embed = true;
-          else { console.error(`Unknown flag: -${c}`); process.exit(1); }
-        }
-      } else { console.error(`Unknown argument: ${arg}`); process.exit(1); }
-      i++;
-    }
-
-    // -e implies -b (no point running Vite if assets are embedded)
-    if (embed) backendOnly = true;
-    // -n implies -W (no build means no watch)
-    if (noBuild) noWatch = true;
-
-    // Validate conflicting flags
-    if (frontendOnly && backendOnly) {
-      console.error("Cannot use -f and -b together (or -e implies -b)");
-      process.exit(1);
-    }
-
-    const runFrontend = !backendOnly;
-    const runBackend = !frontendOnly;
-    const profile = release ? "release" : "dev";
-    const profileDir = release ? "release" : "debug";
-
-    const procs = [];
-    const cleanup = async () => {
-      for (const p of procs) p.kill();
-      await Promise.all(procs.map(p => p.exited));
-    };
-    process.on("SIGINT", async () => { await cleanup(); process.exit(0); });
-    process.on("SIGTERM", async () => { await cleanup(); process.exit(0); });
-
-    // Build frontend first when embedding assets (backend will bake them in)
-    if (embed && !noBuild) {
-      console.log(`\x1b[1;36m→ Building frontend (for embedding)...\x1b[0m`);
-      const fb = Bun.spawnSync(["bun", "run", "--cwd", "web", "build"], {
-        stdio: ["inherit", "inherit", "inherit"],
-      });
-      if (fb.exitCode !== 0) process.exit(fb.exitCode);
-    }
-
-    // Frontend: Vite dev server
-    if (runFrontend) {
-      const proc = Bun.spawn(["bun", "run", "--cwd", "web", "dev"], {
-        stdio: ["inherit", "inherit", "inherit"],
-      });
-      procs.push(proc);
-    }
-
-    // Backend
-    if (runBackend) {
-      const backendArgs = [`--tracing`, tracing, ...passthrough];
-      const bin = `target/${profileDir}/banner`;
-
-      if (noWatch) {
-        // Build first unless -n (skip build)
-        if (!noBuild) {
-          console.log(`\x1b[1;36m→ Building backend (${profile})...\x1b[0m`);
-          const cargoArgs = ["cargo", "build", "--bin", "banner"];
-          if (!embed) cargoArgs.push("--no-default-features");
-          if (release) cargoArgs.push("--release");
-          const build = Bun.spawnSync(cargoArgs, { stdio: ["inherit", "inherit", "inherit"] });
-          if (build.exitCode !== 0) { cleanup(); process.exit(build.exitCode); }
-        }
-
-        // Run the binary directly (no watch)
-        const { existsSync } = await import("fs");
-        if (!existsSync(bin)) {
-          console.error(`Binary not found: ${bin}`);
-          console.error(`Run 'just build${release ? "" : " -d"}' first, or remove -n to use bacon.`);
-          cleanup();
-          process.exit(1);
-        }
-        console.log(`\x1b[1;36m→ Running ${bin} (no watch)\x1b[0m`);
-        const proc = Bun.spawn([bin, ...backendArgs], {
-          stdio: ["inherit", "inherit", "inherit"],
-        });
-        procs.push(proc);
-      } else {
-        // Bacon watch mode
-        const baconArgs = ["bacon", "--headless", "run", "--"];
-        if (!embed) baconArgs.push("--no-default-features");
-        if (release) baconArgs.push("--profile", "release");
-        baconArgs.push("--", ...backendArgs);
-        const proc = Bun.spawn(baconArgs, {
-          stdio: ["inherit", "inherit", "inherit"],
-        });
-        procs.push(proc);
-      }
-    }
-
-    // Wait for any process to exit, then kill the rest
-    const results = procs.map((p, i) => p.exited.then(code => ({ i, code })));
-    const first = await Promise.race(results);
-    cleanup();
-    process.exit(first.code);
+    bun scripts/dev.ts {{flags}}

 # Production build. Flags: -d(ebug) -f(rontend-only) -b(ackend-only)
-[script("bun")]
 build *flags:
-    const argv = "{{flags}}".split(/\s+/).filter(Boolean);
-
-    let debug = false, frontendOnly = false, backendOnly = false;
-    for (const arg of argv) {
-      if (arg.startsWith("--")) {
-        if (arg === "--debug") debug = true;
-        else if (arg === "--frontend-only") frontendOnly = true;
-        else if (arg === "--backend-only") backendOnly = true;
-        else { console.error(`Unknown flag: ${arg}`); process.exit(1); }
-      } else if (arg.startsWith("-") && arg.length > 1) {
-        for (const c of arg.slice(1)) {
-          if (c === "d") debug = true;
-          else if (c === "f") frontendOnly = true;
-          else if (c === "b") backendOnly = true;
-          else { console.error(`Unknown flag: -${c}`); process.exit(1); }
-        }
-      } else { console.error(`Unknown argument: ${arg}`); process.exit(1); }
-    }
-
-    if (frontendOnly && backendOnly) {
-      console.error("Cannot use -f and -b together");
-      process.exit(1);
-    }
-
-    const run = (cmd) => {
-      const proc = Bun.spawnSync(cmd, { stdio: ["inherit", "inherit", "inherit"] });
-      if (proc.exitCode !== 0) process.exit(proc.exitCode);
-    };
-
-    const buildFrontend = !backendOnly;
-    const buildBackend = !frontendOnly;
-    const profile = debug ? "debug" : "release";
-
-    if (buildFrontend) {
-      console.log("\x1b[1;36m→ Building frontend...\x1b[0m");
-      run(["bun", "run", "--cwd", "web", "build"]);
-    }
-
-    if (buildBackend) {
-      console.log(`\x1b[1;36m→ Building backend (${profile})...\x1b[0m`);
-      const cmd = ["cargo", "build", "--bin", "banner"];
-      if (!debug) cmd.push("--release");
-      run(cmd);
-    }
+    bun scripts/build.ts {{flags}}

 # Start PostgreSQL in Docker and update .env with connection string
 # Commands: start (default), reset, rm
-[script("bun")]
 db cmd="start":
-    const fs = await import("fs/promises");
-    const { spawnSync } = await import("child_process");
-
-    const NAME = "banner-postgres";
-    const USER = "banner";
-    const PASS = "banner";
-    const DB = "banner";
-    const PORT = "59489";
-    const ENV_FILE = ".env";
-    const CMD = "{{cmd}}";
-
-    const run = (args) => spawnSync("docker", args, { encoding: "utf8" });
-    const getContainer = () => {
-      const res = run(["ps", "-a", "--filter", `name=^${NAME}$`, "--format", "json"]);
-      return res.stdout.trim() ? JSON.parse(res.stdout) : null;
-    };
-
-    const updateEnv = async () => {
-      const url = `postgresql://${USER}:${PASS}@localhost:${PORT}/${DB}`;
-      try {
-        let content = await fs.readFile(ENV_FILE, "utf8");
-        content = content.includes("DATABASE_URL=")
-          ? content.replace(/DATABASE_URL=.*$/m, `DATABASE_URL=${url}`)
-          : content.trim() + `\nDATABASE_URL=${url}\n`;
-        await fs.writeFile(ENV_FILE, content);
-      } catch {
-        await fs.writeFile(ENV_FILE, `DATABASE_URL=${url}\n`);
-      }
-    };
-
-    const create = () => {
-      run(["run", "-d", "--name", NAME, "-e", `POSTGRES_USER=${USER}`,
-           "-e", `POSTGRES_PASSWORD=${PASS}`, "-e", `POSTGRES_DB=${DB}`,
-           "-p", `${PORT}:5432`, "postgres:17-alpine"]);
-      console.log("created");
-    };
-
-    const container = getContainer();
-
-    if (CMD === "rm") {
-      if (!container) process.exit(0);
-      run(["stop", NAME]);
-      run(["rm", NAME]);
-      console.log("removed");
-    } else if (CMD === "reset") {
-      if (!container) create();
-      else {
-        run(["exec", NAME, "psql", "-U", USER, "-d", "postgres", "-c", `DROP DATABASE IF EXISTS ${DB}`]);
-        run(["exec", NAME, "psql", "-U", USER, "-d", "postgres", "-c", `CREATE DATABASE ${DB}`]);
-        console.log("reset");
-      }
-      await updateEnv();
-    } else {
-      if (!container) {
-        create();
-      } else if (container.State !== "running") {
-        run(["start", NAME]);
-        console.log("started");
-      } else {
-        console.log("running");
-      }
-      await updateEnv();
-    }
+    bun scripts/db.ts {{cmd}}

 alias b := bun
 bun *ARGS:
@@ -1,61 +0,0 @@
-# Changelog
-
-All notable changes to this project will be documented in this file.
-
-The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
-
-## [Unreleased]
-
-## [0.5.0] - 2026-01-29
-
-### Added
-
- Multi-select subject filtering with searchable comboboxes.
- Smart instructor name abbreviation for compact table display.
- Delivery mode indicators and tooltips in location column.
- Page selector dropdown with animated pagination controls.
- FLIP animations for smooth table row transitions during pagination.
- Time tooltip with detailed meeting schedule and day abbreviations.
- Reusable SimpleTooltip component for consistent UI hints.
-
-### Changed
-
- Consolidated query logic and eliminated N+1 instructor loads via batch fetching.
- Consolidated menu snippets and strengthened component type safety.
- Enhanced table scrolling with OverlayScrollbars and theme-aware styling.
- Eliminated initial theme flash on page load.
-
-## [0.4.0] - 2026-01-28
-
-### Added
-
- Web-based course search UI with interactive data table, multi-column sorting, and column visibility controls.
- TypeScript type bindings generated from Rust types via ts-rs.
- RateMyProfessors integration: bulk professor sync via GraphQL and inline rating display in search results.
- Course detail expansion panel with enrollment, meeting times, and instructor info.
- OverlayScrollbars integration for styled, theme-aware scrollable areas.
- Pagination component for navigating large search result sets.
- Footer component with version display.
- API endpoints: `/api/courses/search`, `/api/courses/:term/:crn`, `/api/terms`, `/api/subjects`, `/api/reference/:category`.
- Frontend API client with typed request/response handling and test coverage.
- Course formatting utilities with comprehensive unit tests.
-
-## [0.3.4] - 2026-01
-
-### Added
-
- Live service status tracking on web dashboard with auto-refresh and health indicators.
- DB operation extraction for improved testability.
- Unit test suite foundation covering core functionality.
- Docker support for PostgreSQL development environment.
- ICS calendar export with comprehensive holiday exclusion coverage.
- Google Calendar link generation with recurrence rules and meeting details.
- Job queue with priority-based scheduling for background scraping.
- Rate limiting with burst allowance for Banner API requests.
- Session management and caching for Banner API interactions.
- Discord bot commands: search, terms, ics, gcal.
- Intelligent scraping system with priority queues and retry tracking.
-
-### Changed
-
- Type consolidation and dead code removal across the codebase.
@@ -2,34 +2,43 @@

 ## Now

- **Notification and subscription system** - Subscribe to courses and get alerts on seat availability, waitlist movement, and detail changes (time, location, professor, seats). DB schema exists.
+- **Discord bot revival** - Audit and fix all existing commands (search, terms, ics, gcal) against the current data model. Add test coverage. Bot has been untouched since ~0.3.4 and commands may be broken.
+- **Notification and subscription system** - Subscribe to courses and get alerts on seat availability, waitlist movement, and detail changes (time, location, professor, seats). Deliver via Discord bot and web dashboard.
+- **Mobile/responsive redesign** - Hamburger nav for sidebar, responsive table column hiding, mobile-friendly admin pages. Timeline is the only area with solid mobile support; most pages need work.
 - **Professor name search filter** - Filter search results by instructor. Backend code exists but is commented out.
- **Autocomplete for search fields** - Typeahead for course titles, course numbers, professors, and terms.
- **Test coverage expansion** - Broaden coverage with session/rate-limiter tests and more DB integration tests.
+- **Search field autocomplete** - Typeahead for course titles, course numbers, professors, and terms.
+- **Large component extraction** - Break down CourseTable, Instructors page, and TimelineCanvas into smaller, testable subcomponents.

 ## Soon

- **Smart time-of-day search parsing** - Support natural queries like "2 PM", "2-3 PM", "ends by 2 PM", "after 2 PM", "before 2 PM" mapped to time ranges.
- **Section-based lookup** - Search by full section identifier, e.g. "CS 4393 001".
- **Search result pagination** - Paginated embeds for large result sets in Discord.
+- **Bot slash command parity** - Keep Discord bot commands in sync with web features: timeline summaries, RMP lookups, audit log highlights, notification management via bot.
+- **E2E test suite** - Playwright tests for critical user flows: search, login, admin pages, timeline interaction.
+- **Settings page** - Replace placeholder with theme preferences, notification settings, default term/subject selection.
+- **Profile enhancements** - Expand from read-only stub to subscription management, saved searches, and course watchlists.
+- **Smart time-of-day search parsing** - Support natural queries like "2 PM", "ends by 2 PM", "after 2 PM" mapped to time ranges.
 - **Multi-term querying** - Query across multiple terms in a single search instead of one at a time.
- **Historical analytics** - Track seat availability over time and visualize fill-rate trends per course or professor.
- **Schedule builder** - Visual weekly schedule tool for assembling a conflict-free course lineup.
- **Professor stats** - Aggregate data views: average class size, typical waitlist length, schedule patterns across semesters.
+- **Historical analytics visualization** - Build trend UI on top of existing course metrics and timeline API. Fill-rate charts per course or professor.
+- **Schedule builder** - Visual weekly schedule tool for assembling a conflict-free course lineup. Timeline visualization serves as a foundation.

 ## Eventually

+- **API rate limiting** - Rate limiter on public API endpoints. Needed before any public or external exposure.
+- **Bulk admin operations** - Batch RMP match/reject, bulk user management, data export from admin pages.
 - **Degree audit helper** - Map available courses to degree requirements and suggest what to take next.
- **Dynamic scraper scheduling** - Adjust scrape intervals based on change frequency and course count (e.g. 2 hours per 500 courses, shorter intervals when changes are detected).
 - **DM support** - Allow the Discord bot to respond in direct messages, not just guild channels.
 - **"Classes Now" command** - Find classes currently in session based on the current day and time.
- **CRN direct lookup** - Look up a course by its CRN without going through search.
- **Metrics dashboard** - Surface scraper and service metrics visually on the web dashboard.
 - **Privileged error feedback** - Detailed error information surfaced to bot admins when commands fail.

 ## Done

+- **Interactive timeline visualization** - D3 canvas with pan/zoom, touch gestures, and enrollment aggregation API. *(0.6.0)*
+- **Scraper analytics dashboard** - Timeseries charts, subject monitoring, adaptive scheduling, and admin endpoints. *(0.6.0)*
+- **WebSocket job monitoring** - Real-time scrape job queue with live connection status indicators. *(0.6.0)*
+- **Course change audit log** - Field-level change tracking with smart diffing, conditional caching, and auto-refresh. *(0.6.0)*
+- **User authentication system** - Discord OAuth, sessions, admin roles, and login page. *(0.6.0)*
+- **Dynamic scraper scheduling** - Adaptive scrape intervals based on change frequency and course volume. *(0.6.0)*
+- **Metrics dashboard** - Scraper and service metrics surfaced on the web dashboard. *(0.6.0)*
+- **Subject/major search filter** - Multi-select subject filtering with searchable comboboxes. *(0.5.0)*
 - **Web course search UI** - Browser-based course search with interactive data table, sorting, pagination, and column controls. *(0.4.0)*
 - **RateMyProfessor integration** - Bulk professor sync via GraphQL with inline ratings in search results. *(0.4.0)*
- **Subject/major search filter** - Multi-select subject filtering with searchable comboboxes. *(0.5.0)*
- **Test coverage expansion** - Unit tests for course formatting, API client, query builder, CLI args, and config parsing. *(0.3.4–0.4.0)*
+- **Test coverage expansion** - Unit tests for course formatting, API client, query builder, CLI args, and config parsing. *(0.3.4--0.4.0)*
@@ -0,0 +1,80 @@
+-- Collapse instructors from per-banner-id rows to per-person rows (deduped by lowercased email).
+-- All existing RMP matches are deliberately dropped; the new auto-matcher will re-score from scratch.
+
+-- 1. Create the new instructors table (1 row per person, keyed by email)
+CREATE TABLE instructors_new (
+    id SERIAL PRIMARY KEY,
+    display_name VARCHAR NOT NULL,
+    email VARCHAR NOT NULL,
+    rmp_professor_id INTEGER UNIQUE REFERENCES rmp_professors(legacy_id),
+    rmp_match_status VARCHAR NOT NULL DEFAULT 'unmatched',
+    CONSTRAINT instructors_email_unique UNIQUE (email)
+);
+
+-- 2. Populate from existing data, deduplicating by lowercased email.
+--    For each email, pick the display_name from the row with the highest banner_id
+--    (deterministic tiebreaker). All rmp fields start fresh (NULL / 'unmatched').
+INSERT INTO instructors_new (display_name, email)
+SELECT DISTINCT ON (LOWER(email))
+    display_name,
+    LOWER(email)
+FROM instructors
+ORDER BY LOWER(email), banner_id DESC;
+
+-- 3. Create the new course_instructors table with integer FK and banner_id column
+CREATE TABLE course_instructors_new (
+    course_id INTEGER NOT NULL REFERENCES courses(id) ON DELETE CASCADE,
+    instructor_id INTEGER NOT NULL REFERENCES instructors_new(id) ON DELETE CASCADE,
+    banner_id VARCHAR NOT NULL,
+    is_primary BOOLEAN NOT NULL DEFAULT false,
+    PRIMARY KEY (course_id, instructor_id)
+);
+
+-- 4. Populate from old data, mapping old banner_id → new instructor id via lowercased email.
+--    Use DISTINCT ON to handle cases where multiple old banner_ids for the same person
+--    taught the same course (would cause duplicate (course_id, instructor_id) pairs).
+INSERT INTO course_instructors_new (course_id, instructor_id, banner_id, is_primary)
+SELECT DISTINCT ON (ci.course_id, inew.id)
+    ci.course_id,
+    inew.id,
+    ci.instructor_id,  -- old banner_id
+    ci.is_primary
+FROM course_instructors ci
+JOIN instructors iold ON iold.banner_id = ci.instructor_id
+JOIN instructors_new inew ON inew.email = LOWER(iold.email)
+ORDER BY ci.course_id, inew.id, ci.is_primary DESC;
+
+-- 5. Drop old tables (course_instructors first due to FK dependency)
+DROP TABLE course_instructors;
+DROP TABLE instructors;
+
+-- 6. Rename new tables into place
+ALTER TABLE instructors_new RENAME TO instructors;
+ALTER TABLE course_instructors_new RENAME TO course_instructors;
+
+-- 7. Rename constraints to match the final table names
+ALTER TABLE instructors RENAME CONSTRAINT instructors_new_pkey TO instructors_pkey;
+ALTER TABLE instructors RENAME CONSTRAINT instructors_new_rmp_professor_id_key TO instructors_rmp_professor_id_key;
+ALTER TABLE course_instructors RENAME CONSTRAINT course_instructors_new_pkey TO course_instructors_pkey;
+
+-- 8. Recreate indexes
+CREATE INDEX idx_course_instructors_instructor ON course_instructors (instructor_id);
+CREATE INDEX idx_instructors_rmp_status ON instructors (rmp_match_status);
+CREATE INDEX idx_instructors_email ON instructors (email);
+
+-- 9. Create rmp_match_candidates table
+CREATE TABLE rmp_match_candidates (
+    id SERIAL PRIMARY KEY,
+    instructor_id INTEGER NOT NULL REFERENCES instructors(id) ON DELETE CASCADE,
+    rmp_legacy_id INTEGER NOT NULL REFERENCES rmp_professors(legacy_id),
+    score REAL NOT NULL,
+    score_breakdown JSONB NOT NULL DEFAULT '{}',
+    status VARCHAR NOT NULL DEFAULT 'pending',
+    created_at TIMESTAMPTZ NOT NULL DEFAULT NOW(),
+    resolved_at TIMESTAMPTZ,
+    resolved_by BIGINT REFERENCES users(discord_id),
+    CONSTRAINT uq_candidate_pair UNIQUE (instructor_id, rmp_legacy_id)
+);
+
+CREATE INDEX idx_match_candidates_instructor ON rmp_match_candidates (instructor_id);
+CREATE INDEX idx_match_candidates_status ON rmp_match_candidates (status);
@@ -0,0 +1,24 @@
+-- Multi-RMP profile support: allow many RMP profiles per instructor.
+-- Each RMP profile still links to at most one instructor (rmp_legacy_id UNIQUE).
+
+-- 1. Create junction table
+CREATE TABLE instructor_rmp_links (
+    id SERIAL PRIMARY KEY,
+    instructor_id INTEGER NOT NULL REFERENCES instructors(id) ON DELETE CASCADE,
+    rmp_legacy_id INTEGER NOT NULL UNIQUE REFERENCES rmp_professors(legacy_id),
+    created_at TIMESTAMPTZ NOT NULL DEFAULT NOW(),
+    created_by BIGINT REFERENCES users(discord_id),
+    source VARCHAR NOT NULL DEFAULT 'manual'  -- 'auto' | 'manual'
+);
+
+CREATE INDEX idx_instructor_rmp_links_instructor ON instructor_rmp_links (instructor_id);
+
+-- 2. Migrate existing matches
+INSERT INTO instructor_rmp_links (instructor_id, rmp_legacy_id, source)
+SELECT id, rmp_professor_id,
+       CASE rmp_match_status WHEN 'auto' THEN 'auto' ELSE 'manual' END
+FROM instructors
+WHERE rmp_professor_id IS NOT NULL;
+
+-- 3. Drop old column (and its unique constraint)
+ALTER TABLE instructors DROP COLUMN rmp_professor_id;
@@ -0,0 +1,31 @@
+-- Scrape job results log: one row per completed (or failed) job for effectiveness tracking.
+CREATE TABLE scrape_job_results (
+    id              BIGSERIAL PRIMARY KEY,
+    target_type     target_type NOT NULL,
+    payload         JSONB NOT NULL,
+    priority        scrape_priority NOT NULL,
+
+    -- Timing
+    queued_at       TIMESTAMPTZ NOT NULL,
+    started_at      TIMESTAMPTZ NOT NULL,
+    completed_at    TIMESTAMPTZ NOT NULL DEFAULT NOW(),
+    duration_ms     INT NOT NULL,
+
+    -- Outcome
+    success         BOOLEAN NOT NULL,
+    error_message   TEXT,
+    retry_count     INT NOT NULL DEFAULT 0,
+
+    -- Effectiveness (NULL when success = false)
+    courses_fetched     INT,
+    courses_changed     INT,
+    courses_unchanged   INT,
+    audits_generated    INT,
+    metrics_generated   INT
+);
+
+CREATE INDEX idx_scrape_job_results_target_time
+    ON scrape_job_results (target_type, completed_at);
+
+CREATE INDEX idx_scrape_job_results_completed
+    ON scrape_job_results (completed_at);
@@ -0,0 +1,13 @@
+-- Indexes for the timeline aggregation endpoint.
+-- The query buckets course_metrics by 15-minute intervals, joins to courses
+-- for subject, and aggregates enrollment. These indexes support efficient
+-- time-range scans and the join.
+
+-- Primary access pattern: scan course_metrics by timestamp range
+CREATE INDEX IF NOT EXISTS idx_course_metrics_timestamp
+    ON course_metrics (timestamp);
+
+-- Composite index for the DISTINCT ON (bucket, course_id) ordered by timestamp DESC
+-- to efficiently pick the latest metric per course per bucket.
+CREATE INDEX IF NOT EXISTS idx_course_metrics_course_timestamp
+    ON course_metrics (course_id, timestamp DESC);
@@ -0,0 +1,5 @@
+-- Add structured first/last name columns to instructors.
+-- Populated by Rust-side backfill (parse_banner_name) since we need
+-- HTML entity decoding and suffix extraction that SQL can't handle well.
+ALTER TABLE instructors ADD COLUMN first_name VARCHAR;
+ALTER TABLE instructors ADD COLUMN last_name VARCHAR;
@@ -0,0 +1,32 @@
+/**
+ * Generate TypeScript bindings from Rust types (ts-rs).
+ *
+ * Usage: bun scripts/bindings.ts
+ */
+
+import { readdirSync, writeFileSync, rmSync } from "fs";
+import { run } from "./lib/proc";
+
+const BINDINGS_DIR = "web/src/lib/bindings";
+
+// Build test binary first (slow part) — fail before deleting anything
+run(["cargo", "test", "--no-run"]);
+
+// Clean slate
+rmSync(BINDINGS_DIR, { recursive: true, force: true });
+
+// Run the export (fast, already compiled)
+run(["cargo", "test", "export_bindings"]);
+
+// Auto-generate index.ts from emitted .ts files
+const types = readdirSync(BINDINGS_DIR)
+  .filter((f) => f.endsWith(".ts") && f !== "index.ts")
+  .map((f) => f.replace(/\.ts$/, ""))
+  .sort();
+
+writeFileSync(
+  `${BINDINGS_DIR}/index.ts`,
+  types.map((t) => `export type { ${t} } from "./${t}";`).join("\n") + "\n",
+);
+
+console.log(`Generated ${BINDINGS_DIR}/index.ts (${types.length} types)`);
@@ -0,0 +1,45 @@
+/**
+ * Production build.
+ *
+ * Usage: bun scripts/build.ts [flags]
+ *
+ * Flags:
+ *   -d, --debug           Debug build instead of release
+ *   -f, --frontend-only   Frontend only
+ *   -b, --backend-only    Backend only
+ */
+
+import { parseFlags, c } from "./lib/fmt";
+import { run } from "./lib/proc";
+
+const { flags } = parseFlags(
+  process.argv.slice(2),
+  {
+    debug: "bool",
+    "frontend-only": "bool",
+    "backend-only": "bool",
+  } as const,
+  { d: "debug", f: "frontend-only", b: "backend-only" },
+  { debug: false, "frontend-only": false, "backend-only": false },
+);
+
+if (flags["frontend-only"] && flags["backend-only"]) {
+  console.error("Cannot use -f and -b together");
+  process.exit(1);
+}
+
+const buildFrontend = !flags["backend-only"];
+const buildBackend = !flags["frontend-only"];
+const profile = flags.debug ? "debug" : "release";
+
+if (buildFrontend) {
+  console.log(c("1;36", "→ Building frontend..."));
+  run(["bun", "run", "--cwd", "web", "build"]);
+}
+
+if (buildBackend) {
+  console.log(c("1;36", `→ Building backend (${profile})...`));
+  const cmd = ["cargo", "build", "--bin", "banner"];
+  if (!flags.debug) cmd.push("--release");
+  run(cmd);
+}
@@ -0,0 +1,21 @@
+{
+  "lockfileVersion": 1,
+  "configVersion": 1,
+  "workspaces": {
+    "": {
+      "name": "banner-scripts",
+      "devDependencies": {
+        "@types/bun": "^1.3.8",
+      },
+    },
+  },
+  "packages": {
+    "@types/bun": ["@types/bun@1.3.8", "", { "dependencies": { "bun-types": "1.3.8" } }, "sha512-3LvWJ2q5GerAXYxO2mffLTqOzEu5qnhEAlh48Vnu8WQfnmSwbgagjGZV6BoHKJztENYEDn6QmVd949W4uESRJA=="],
+
+    "@types/node": ["@types/node@25.1.0", "", { "dependencies": { "undici-types": "~7.16.0" } }, "sha512-t7frlewr6+cbx+9Ohpl0NOTKXZNV9xHRmNOvql47BFJKcEG1CxtxlPEEe+gR9uhVWM4DwhnvTF110mIL4yP9RA=="],
+
+    "bun-types": ["bun-types@1.3.8", "", { "dependencies": { "@types/node": "*" } }, "sha512-fL99nxdOWvV4LqjmC+8Q9kW3M4QTtTR1eePs94v5ctGqU8OeceWrSUaRw3JYb7tU3FkMIAjkueehrHPPPGKi5Q=="],
+
+    "undici-types": ["undici-types@7.16.0", "", {}, "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw=="],
+  }
+}
@@ -0,0 +1,250 @@
+/**
+ * Run all project checks in parallel. Auto-fixes formatting when safe.
+ *
+ * Usage: bun scripts/check.ts [--fix|-f]
+ */
+
+import { c, elapsed, isStderrTTY } from "./lib/fmt";
+import { run, runPiped, spawnCollect, raceInOrder, type CollectResult } from "./lib/proc";
+import { existsSync, statSync, readdirSync, writeFileSync, rmSync } from "fs";
+
+const args = process.argv.slice(2);
+let fix = false;
+
+for (const arg of args) {
+  if (arg === "-f" || arg === "--fix") {
+    fix = true;
+  } else {
+    console.error(`Unknown flag: ${arg}`);
+    process.exit(1);
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Fix path: format + clippy fix, then fall through to verification
+// ---------------------------------------------------------------------------
+
+if (fix) {
+  console.log(c("1;36", "→ Fixing..."));
+  run(["cargo", "fmt", "--all"]);
+  run(["bun", "run", "--cwd", "web", "format"]);
+  run([
+    "cargo", "clippy", "--all-features", "--fix", "--allow-dirty", "--allow-staged",
+    "--", "--deny", "warnings",
+  ]);
+  console.log(c("1;36", "→ Verifying..."));
+}
+
+// ---------------------------------------------------------------------------
+// Ensure TypeScript bindings are up-to-date before frontend checks
+// ---------------------------------------------------------------------------
+
+{
+  const BINDINGS_DIR = "web/src/lib/bindings";
+
+  let newestSrcMtime = 0;
+  for (const file of new Bun.Glob("src/**/*.rs").scanSync(".")) {
+    const mt = statSync(file).mtimeMs;
+    if (mt > newestSrcMtime) newestSrcMtime = mt;
+  }
+  for (const f of ["Cargo.toml", "Cargo.lock"]) {
+    if (existsSync(f)) {
+      const mt = statSync(f).mtimeMs;
+      if (mt > newestSrcMtime) newestSrcMtime = mt;
+    }
+  }
+
+  let newestBindingMtime = 0;
+  if (existsSync(BINDINGS_DIR)) {
+    for (const file of new Bun.Glob("**/*").scanSync(BINDINGS_DIR)) {
+      const mt = statSync(`${BINDINGS_DIR}/${file}`).mtimeMs;
+      if (mt > newestBindingMtime) newestBindingMtime = mt;
+    }
+  }
+
+  const stale = newestBindingMtime === 0 || newestSrcMtime > newestBindingMtime;
+  if (stale) {
+    const t = Date.now();
+    process.stdout.write(
+      c("1;36", "→ Regenerating TypeScript bindings (Rust sources changed)...") + "\n",
+    );
+    run(["cargo", "test", "--no-run"]);
+    rmSync(BINDINGS_DIR, { recursive: true, force: true });
+    run(["cargo", "test", "export_bindings"]);
+
+    const types = readdirSync(BINDINGS_DIR)
+      .filter((f) => f.endsWith(".ts") && f !== "index.ts")
+      .map((f) => f.replace(/\.ts$/, ""))
+      .sort();
+    writeFileSync(
+      `${BINDINGS_DIR}/index.ts`,
+      types.map((t) => `export type { ${t} } from "./${t}";`).join("\n") + "\n",
+    );
+
+    process.stdout.write(c("32", "✓ bindings") + ` (${elapsed(t)}s, ${types.length} types)\n`);
+  } else {
+    process.stdout.write(c("2", "· bindings up-to-date, skipped") + "\n");
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Check definitions
+// ---------------------------------------------------------------------------
+
+interface Check {
+  name: string;
+  cmd: string[];
+  hint?: string;
+}
+
+const checks: Check[] = [
+  {
+    name: "rust-format",
+    cmd: ["cargo", "fmt", "--all", "--", "--check"],
+    hint: "Run 'cargo fmt --all' to see and fix formatting issues.",
+  },
+  { name: "rust-lint", cmd: ["cargo", "clippy", "--all-features", "--", "--deny", "warnings"] },
+  { name: "rust-check", cmd: ["cargo", "check", "--all-features"] },
+  { name: "rust-test", cmd: ["cargo", "nextest", "run", "-E", "not test(export_bindings)"] },
+  { name: "svelte-check", cmd: ["bun", "run", "--cwd", "web", "check"] },
+  { name: "web-format", cmd: ["bun", "run", "--cwd", "web", "format:check"] },
+  { name: "web-test", cmd: ["bun", "run", "--cwd", "web", "test"] },
+  { name: "actionlint", cmd: ["actionlint"] },
+];
+
+// ---------------------------------------------------------------------------
+// Domain groups: formatter → { peers, format command, sanity rechecks }
+// ---------------------------------------------------------------------------
+
+const domains: Record<
+  string,
+  {
+    peers: string[];
+    format: () => ReturnType<typeof runPiped>;
+    recheck: Check[];
+  }
+> = {
+  "rust-format": {
+    peers: ["rust-lint", "rust-check", "rust-test"],
+    format: () => runPiped(["cargo", "fmt", "--all"]),
+    recheck: [
+      { name: "rust-format", cmd: ["cargo", "fmt", "--all", "--", "--check"] },
+      { name: "rust-check", cmd: ["cargo", "check", "--all-features"] },
+    ],
+  },
+  "web-format": {
+    peers: ["svelte-check", "web-test"],
+    format: () => runPiped(["bun", "run", "--cwd", "web", "format"]),
+    recheck: [
+      { name: "web-format", cmd: ["bun", "run", "--cwd", "web", "format:check"] },
+      { name: "svelte-check", cmd: ["bun", "run", "--cwd", "web", "check"] },
+    ],
+  },
+};
+
+// ---------------------------------------------------------------------------
+// Phase 1: run all checks in parallel, display in completion order
+// ---------------------------------------------------------------------------
+
+const start = Date.now();
+const remaining = new Set(checks.map((ch) => ch.name));
+
+const promises = checks.map(async (check) => ({
+  ...check,
+  ...(await spawnCollect(check.cmd, start)),
+}));
+
+const interval = isStderrTTY
+  ? setInterval(() => {
+      process.stderr.write(`\r\x1b[K${elapsed(start)}s [${Array.from(remaining).join(", ")}]`);
+    }, 100)
+  : null;
+
+const results: Record<string, Check & CollectResult> = {};
+
+await raceInOrder(promises, checks, (r) => {
+  results[r.name] = r;
+  remaining.delete(r.name);
+  if (isStderrTTY) process.stderr.write("\r\x1b[K");
+
+  if (r.exitCode !== 0) {
+    process.stdout.write(c("31", `✗ ${r.name}`) + ` (${r.elapsed}s)\n`);
+    if (r.hint) {
+      process.stdout.write(c("2", `  ${r.hint}`) + "\n");
+    } else {
+      if (r.stdout) process.stdout.write(r.stdout);
+      if (r.stderr) process.stderr.write(r.stderr);
+    }
+  } else {
+    process.stdout.write(c("32", `✓ ${r.name}`) + ` (${r.elapsed}s)\n`);
+  }
+});
+
+if (interval) clearInterval(interval);
+if (isStderrTTY) process.stderr.write("\r\x1b[K");
+
+// ---------------------------------------------------------------------------
+// Phase 2: auto-fix formatting if it's the only failure in its domain
+// ---------------------------------------------------------------------------
+
+const autoFixedDomains = new Set<string>();
+
+for (const [fmtName, domain] of Object.entries(domains)) {
+  const fmtResult = results[fmtName];
+  if (!fmtResult || fmtResult.exitCode === 0) continue;
+  if (!domain.peers.every((p) => results[p]?.exitCode === 0)) continue;
+
+  process.stdout.write(
+    "\n" +
+      c("1;36", `→ Auto-formatting ${fmtName} (peers passed, only formatting failed)...`) +
+      "\n",
+  );
+  const fmtOut = domain.format();
+  if (fmtOut.exitCode !== 0) {
+    process.stdout.write(c("31", `  ✗ ${fmtName} formatter failed`) + "\n");
+    if (fmtOut.stdout) process.stdout.write(fmtOut.stdout);
+    if (fmtOut.stderr) process.stderr.write(fmtOut.stderr);
+    continue;
+  }
+
+  const recheckStart = Date.now();
+  const recheckPromises = domain.recheck.map(async (ch) => ({
+    ...ch,
+    ...(await spawnCollect(ch.cmd, recheckStart)),
+  }));
+
+  let recheckFailed = false;
+  await raceInOrder(recheckPromises, domain.recheck, (r) => {
+    if (r.exitCode !== 0) {
+      recheckFailed = true;
+      process.stdout.write(c("31", `  ✗ ${r.name}`) + ` (${r.elapsed}s)\n`);
+      if (r.stdout) process.stdout.write(r.stdout);
+      if (r.stderr) process.stderr.write(r.stderr);
+    } else {
+      process.stdout.write(c("32", `  ✓ ${r.name}`) + ` (${r.elapsed}s)\n`);
+    }
+  });
+
+  if (!recheckFailed) {
+    process.stdout.write(c("32", `  ✓ ${fmtName} auto-fix succeeded`) + "\n");
+    autoFixedDomains.add(fmtName);
+  } else {
+    process.stdout.write(c("31", `  ✗ ${fmtName} auto-fix failed sanity check`) + "\n");
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Final verdict
+// ---------------------------------------------------------------------------
+
+const finalFailed = Object.entries(results).some(
+  ([name, r]) => r.exitCode !== 0 && !autoFixedDomains.has(name),
+);
+
+if (autoFixedDomains.size > 0 && !finalFailed) {
+  process.stdout.write(
+    "\n" + c("1;32", "✓ All checks passed (formatting was auto-fixed)") + "\n",
+  );
+}
+
+process.exit(finalFailed ? 1 : 0);
@@ -0,0 +1,79 @@
+/**
+ * PostgreSQL Docker container management.
+ *
+ * Usage: bun scripts/db.ts [start|reset|rm]
+ */
+
+import { readFile, writeFile } from "fs/promises";
+import { spawnSync } from "child_process";
+
+const NAME = "banner-postgres";
+const USER = "banner";
+const PASS = "banner";
+const DB = "banner";
+const PORT = "59489";
+const ENV_FILE = ".env";
+
+const cmd = process.argv[2] || "start";
+
+function docker(...args: string[]) {
+  return spawnSync("docker", args, { encoding: "utf8" });
+}
+
+function getContainer() {
+  const res = docker("ps", "-a", "--filter", `name=^${NAME}$`, "--format", "json");
+  return res.stdout.trim() ? JSON.parse(res.stdout) : null;
+}
+
+async function updateEnv() {
+  const url = `postgresql://${USER}:${PASS}@localhost:${PORT}/${DB}`;
+  try {
+    let content = await readFile(ENV_FILE, "utf8");
+    content = content.includes("DATABASE_URL=")
+      ? content.replace(/DATABASE_URL=.*$/m, `DATABASE_URL=${url}`)
+      : content.trim() + `\nDATABASE_URL=${url}\n`;
+    await writeFile(ENV_FILE, content);
+  } catch {
+    await writeFile(ENV_FILE, `DATABASE_URL=${url}\n`);
+  }
+}
+
+function create() {
+  docker(
+    "run", "-d", "--name", NAME,
+    "-e", `POSTGRES_USER=${USER}`,
+    "-e", `POSTGRES_PASSWORD=${PASS}`,
+    "-e", `POSTGRES_DB=${DB}`,
+    "-p", `${PORT}:5432`,
+    "postgres:17-alpine",
+  );
+  console.log("created");
+}
+
+const container = getContainer();
+
+if (cmd === "rm") {
+  if (!container) process.exit(0);
+  docker("stop", NAME);
+  docker("rm", NAME);
+  console.log("removed");
+} else if (cmd === "reset") {
+  if (!container) {
+    create();
+  } else {
+    docker("exec", NAME, "psql", "-U", USER, "-d", "postgres", "-c", `DROP DATABASE IF EXISTS ${DB}`);
+    docker("exec", NAME, "psql", "-U", USER, "-d", "postgres", "-c", `CREATE DATABASE ${DB}`);
+    console.log("reset");
+  }
+  await updateEnv();
+} else {
+  if (!container) {
+    create();
+  } else if (container.State !== "running") {
+    docker("start", NAME);
+    console.log("started");
+  } else {
+    console.log("running");
+  }
+  await updateEnv();
+}
@@ -0,0 +1,112 @@
+/**
+ * Dev server orchestrator.
+ *
+ * Usage: bun scripts/dev.ts [flags] [-- passthrough-args]
+ *
+ * Flags:
+ *   -f, --frontend-only   Frontend only (Vite dev server)
+ *   -b, --backend-only    Backend only (bacon watch)
+ *   -W, --no-watch        Build once + run (no watch)
+ *   -n, --no-build        Run last compiled binary (no rebuild)
+ *   -r, --release         Use release profile
+ *   -e, --embed           Embed assets (implies -b)
+ *   --tracing <fmt>       Tracing format (default: pretty)
+ */
+
+import { existsSync } from "fs";
+import { parseFlags, c } from "./lib/fmt";
+import { run, ProcessGroup } from "./lib/proc";
+
+const { flags, passthrough } = parseFlags(
+  process.argv.slice(2),
+  {
+    "frontend-only": "bool",
+    "backend-only": "bool",
+    "no-watch": "bool",
+    "no-build": "bool",
+    release: "bool",
+    embed: "bool",
+    tracing: "string",
+  } as const,
+  { f: "frontend-only", b: "backend-only", W: "no-watch", n: "no-build", r: "release", e: "embed" },
+  {
+    "frontend-only": false,
+    "backend-only": false,
+    "no-watch": false,
+    "no-build": false,
+    release: false,
+    embed: false,
+    tracing: "pretty",
+  },
+);
+
+let frontendOnly = flags["frontend-only"];
+let backendOnly = flags["backend-only"];
+let noWatch = flags["no-watch"];
+const noBuild = flags["no-build"];
+const release = flags.release;
+const embed = flags.embed;
+const tracing = flags.tracing as string;
+
+// -e implies -b
+if (embed) backendOnly = true;
+// -n implies -W
+if (noBuild) noWatch = true;
+
+if (frontendOnly && backendOnly) {
+  console.error("Cannot use -f and -b together (or -e implies -b)");
+  process.exit(1);
+}
+
+const runFrontend = !backendOnly;
+const runBackend = !frontendOnly;
+const profile = release ? "release" : "dev";
+const profileDir = release ? "release" : "debug";
+const group = new ProcessGroup();
+
+// Build frontend first when embedding assets
+if (embed && !noBuild) {
+  console.log(c("1;36", "→ Building frontend (for embedding)..."));
+  run(["bun", "run", "--cwd", "web", "build"]);
+}
+
+// Frontend: Vite dev server
+if (runFrontend) {
+  group.spawn(["bun", "run", "--cwd", "web", "dev"]);
+}
+
+// Backend
+if (runBackend) {
+  const backendArgs = ["--tracing", tracing, ...passthrough];
+  const bin = `target/${profileDir}/banner`;
+
+  if (noWatch) {
+    if (!noBuild) {
+      console.log(c("1;36", `→ Building backend (${profile})...`));
+      const cargoArgs = ["cargo", "build", "--bin", "banner"];
+      if (!embed) cargoArgs.push("--no-default-features");
+      if (release) cargoArgs.push("--release");
+      run(cargoArgs);
+    }
+
+    if (!existsSync(bin)) {
+      console.error(`Binary not found: ${bin}`);
+      console.error(`Run 'just build${release ? "" : " -d"}' first, or remove -n to use bacon.`);
+      await group.killAll();
+      process.exit(1);
+    }
+
+    console.log(c("1;36", `→ Running ${bin} (no watch)`));
+    group.spawn([bin, ...backendArgs]);
+  } else {
+    // Bacon watch mode
+    const baconArgs = ["bacon", "--headless", "run", "--"];
+    if (!embed) baconArgs.push("--no-default-features");
+    if (release) baconArgs.push("--profile", "release");
+    baconArgs.push("--", ...backendArgs);
+    group.spawn(baconArgs);
+  }
+}
+
+const code = await group.waitForFirst();
+process.exit(code);
@@ -0,0 +1,96 @@
+/**
+ * Shared formatting, color, and CLI argument parsing utilities.
+ */
+
+const isTTY = process.stdout.isTTY ?? false;
+const isStderrTTY = process.stderr.isTTY ?? false;
+
+/** ANSI color wrapper — no-op when stdout is not a TTY. */
+export function c(code: string, text: string): string {
+  return isTTY ? `\x1b[${code}m${text}\x1b[0m` : text;
+}
+
+/** Elapsed seconds since `start` as a formatted string. */
+export function elapsed(start: number): string {
+  return ((Date.now() - start) / 1000).toFixed(1);
+}
+
+/** Whether stderr is a TTY (for progress spinners). */
+export { isStderrTTY };
+
+/**
+ * Parse short and long CLI flags from a flat argument array.
+ *
+ * `spec` maps flag names to their type:
+ * - `"bool"` — presence sets the value to `true`
+ * - `"string"` — consumes the next argument as the value
+ *
+ * Short flags can be combined: `-fbW` expands to `-f -b -W`.
+ * Long flags: `--frontend-only`, `--tracing pretty`.
+ * `--` terminates flag parsing; remaining args go to `passthrough`.
+ *
+ * Returns `{ flags, passthrough }`.
+ */
+export function parseFlags<T extends Record<string, "bool" | "string">>(
+  argv: string[],
+  spec: T,
+  shortMap: Record<string, keyof T>,
+  defaults: { [K in keyof T]: T[K] extends "bool" ? boolean : string },
+): { flags: typeof defaults; passthrough: string[] } {
+  const flags = { ...defaults };
+  const passthrough: string[] = [];
+  let i = 0;
+
+  while (i < argv.length) {
+    const arg = argv[i];
+
+    if (arg === "--") {
+      passthrough.push(...argv.slice(i + 1));
+      break;
+    }
+
+    if (arg.startsWith("--")) {
+      const name = arg.slice(2);
+      if (!(name in spec)) {
+        console.error(`Unknown flag: ${arg}`);
+        process.exit(1);
+      }
+      if (spec[name] === "string") {
+        (flags as Record<string, unknown>)[name] = argv[++i] || "";
+      } else {
+        (flags as Record<string, unknown>)[name] = true;
+      }
+    } else if (arg.startsWith("-") && arg.length > 1) {
+      for (const ch of arg.slice(1)) {
+        const mapped = shortMap[ch];
+        if (!mapped) {
+          console.error(`Unknown flag: -${ch}`);
+          process.exit(1);
+        }
+        if (spec[mapped as string] === "string") {
+          (flags as Record<string, unknown>)[mapped as string] = argv[++i] || "";
+        } else {
+          (flags as Record<string, unknown>)[mapped as string] = true;
+        }
+      }
+    } else {
+      console.error(`Unknown argument: ${arg}`);
+      process.exit(1);
+    }
+
+    i++;
+  }
+
+  return { flags, passthrough };
+}
+
+/**
+ * Simple positional-or-keyword argument parser.
+ * Returns the first positional arg, or empty string.
+ */
+export function parseArgs(raw: string): string[] {
+  return raw
+    .trim()
+    .split(/\s+/)
+    .filter(Boolean);
+}
@@ -0,0 +1,113 @@
+/**
+ * Shared process spawning utilities for project scripts.
+ */
+
+import { elapsed } from "./fmt";
+
+export interface CollectResult {
+  stdout: string;
+  stderr: string;
+  exitCode: number;
+  elapsed: string;
+}
+
+/** Sync spawn with inherited stdio. Exits process on failure. */
+export function run(cmd: string[]): void {
+  const proc = Bun.spawnSync(cmd, { stdio: ["inherit", "inherit", "inherit"] });
+  if (proc.exitCode !== 0) process.exit(proc.exitCode);
+}
+
+/** Sync spawn with piped stdio. Returns captured output. */
+export function runPiped(cmd: string[]): { exitCode: number; stdout: string; stderr: string } {
+  const proc = Bun.spawnSync(cmd, { stdout: "pipe", stderr: "pipe" });
+  return {
+    exitCode: proc.exitCode,
+    stdout: proc.stdout?.toString() ?? "",
+    stderr: proc.stderr?.toString() ?? "",
+  };
+}
+
+/**
+ * Async spawn that collects stdout/stderr. Returns a result object.
+ * Catches spawn failures (e.g. missing binary) instead of throwing.
+ */
+export async function spawnCollect(cmd: string[], startTime: number): Promise<CollectResult> {
+  try {
+    const proc = Bun.spawn(cmd, {
+      env: { ...process.env, FORCE_COLOR: "1" },
+      stdout: "pipe",
+      stderr: "pipe",
+    });
+    const [stdout, stderr] = await Promise.all([
+      new Response(proc.stdout).text(),
+      new Response(proc.stderr).text(),
+    ]);
+    await proc.exited;
+    return { stdout, stderr, exitCode: proc.exitCode, elapsed: elapsed(startTime) };
+  } catch (err) {
+    return { stdout: "", stderr: String(err), exitCode: 1, elapsed: elapsed(startTime) };
+  }
+}
+
+/**
+ * Race all promises, yielding results in completion order via callback.
+ * Spawn failures become results, not unhandled rejections.
+ */
+export async function raceInOrder<T extends { name: string }>(
+  promises: Promise<T & CollectResult>[],
+  fallbacks: T[],
+  onResult: (r: T & CollectResult) => void,
+): Promise<void> {
+  const tagged = promises.map((p, i) =>
+    p
+      .then((r) => ({ i, r }))
+      .catch((err) => ({
+        i,
+        r: {
+          ...fallbacks[i],
+          exitCode: 1,
+          stdout: "",
+          stderr: String(err),
+          elapsed: "?",
+        } as T & CollectResult,
+      })),
+  );
+  for (let n = 0; n < promises.length; n++) {
+    const { i, r } = await Promise.race(tagged);
+    tagged[i] = new Promise(() => {}); // sentinel: never resolves
+    onResult(r);
+  }
+}
+
+/** Spawn managed processes with coordinated cleanup on exit. */
+export class ProcessGroup {
+  private procs: ReturnType<typeof Bun.spawn>[] = [];
+
+  constructor() {
+    const cleanup = async () => {
+      await this.killAll();
+      process.exit(0);
+    };
+    process.on("SIGINT", cleanup);
+    process.on("SIGTERM", cleanup);
+  }
+
+  spawn(cmd: string[]): ReturnType<typeof Bun.spawn> {
+    const proc = Bun.spawn(cmd, { stdio: ["inherit", "inherit", "inherit"] });
+    this.procs.push(proc);
+    return proc;
+  }
+
+  async killAll(): Promise<void> {
+    for (const p of this.procs) p.kill();
+    await Promise.all(this.procs.map((p) => p.exited));
+  }
+
+  /** Wait for any process to exit, kill the rest, return exit code. */
+  async waitForFirst(): Promise<number> {
+    const results = this.procs.map((p, i) => p.exited.then((code) => ({ i, code })));
+    const first = await Promise.race(results);
+    await this.killAll();
+    return first.code;
+  }
+}
@@ -0,0 +1,8 @@
+{
+  "name": "banner-scripts",
+  "private": true,
+  "type": "module",
+  "devDependencies": {
+    "@types/bun": "^1.3.8"
+  }
+}
@@ -0,0 +1,20 @@
+/**
+ * Run project tests.
+ *
+ * Usage: bun scripts/test.ts [rust|web|<nextest filter args>]
+ */
+
+import { run } from "./lib/proc";
+
+const input = process.argv.slice(2).join(" ").trim();
+
+if (input === "web") {
+  run(["bun", "run", "--cwd", "web", "test"]);
+} else if (input === "rust") {
+  run(["cargo", "nextest", "run", "-E", "not test(export_bindings)"]);
+} else if (input === "") {
+  run(["cargo", "nextest", "run", "-E", "not test(export_bindings)"]);
+  run(["bun", "run", "--cwd", "web", "test"]);
+} else {
+  run(["cargo", "nextest", "run", ...input.split(/\s+/)]);
+}
@@ -0,0 +1,15 @@
+{
+  "compilerOptions": {
+    "target": "ESNext",
+    "module": "ESNext",
+    "moduleResolution": "bundler",
+    "strict": true,
+    "noEmit": true,
+    "skipLibCheck": true,
+    "types": ["bun-types"],
+    "paths": {
+      "#lib/*": ["./lib/*"]
+    }
+  },
+  "include": ["**/*.ts"]
+}
@@ -14,7 +14,7 @@ use sqlx::postgres::PgPoolOptions;
 use std::process::ExitCode;
 use std::sync::Arc;
 use std::time::Duration;
-use tracing::{error, info};
+use tracing::{error, info, warn};

 /// Main application struct containing all necessary components
 pub struct App {
@@ -70,6 +70,11 @@ impl App {
            .context("Failed to run database migrations")?;
        info!("Database migrations completed successfully");

+        // Backfill structured name columns for existing instructors
+        if let Err(e) = crate::data::names::backfill_instructor_names(&db_pool).await {
+            warn!(error = ?e, "Failed to backfill instructor names (non-fatal)");
+        }
+
        // Create BannerApi and AppState
        let banner_api = BannerApi::new_with_config(
            config.banner_base_url.clone(),
@@ -85,6 +90,11 @@ impl App {
            info!(error = ?e, "Could not load reference cache on startup (may be empty)");
        }

+        // Load schedule cache for timeline enrollment queries
+        if let Err(e) = app_state.schedule_cache.load().await {
+            info!(error = ?e, "Could not load schedule cache on startup (may be empty)");
+        }
+
        // Seed the initial admin user if configured
        if let Some(admin_id) = config.admin_discord_id {
            let user = crate::data::users::ensure_seed_admin(&db_pool, admin_id as i64)
@@ -325,6 +325,7 @@ mod tests {
    fn test_parse_json_with_context_null_value() {
        #[derive(Debug, Deserialize)]
        struct TestStruct {
+            #[allow(dead_code)]
            name: String,
        }

@@ -363,12 +364,14 @@ mod tests {
            #[allow(dead_code)]
            #[serde(rename = "courseTitle")]
            course_title: String,
+            #[allow(dead_code)]
            faculty: Vec<Faculty>,
        }

        #[derive(Debug, Deserialize)]
        struct Faculty {
            #[serde(rename = "displayName")]
+            #[allow(dead_code)]
            display_name: String,
            #[allow(dead_code)]
            email: String,
@@ -376,6 +379,7 @@ mod tests {

        #[derive(Debug, Deserialize)]
        struct SearchResult {
+            #[allow(dead_code)]
            data: Vec<Course>,
        }

@@ -147,6 +147,37 @@ impl Term {
            },
        }
    }
+
+    /// URL-friendly slug, e.g. "spring-2026"
+    pub fn slug(&self) -> String {
+        format!("{}-{}", self.season.slug(), self.year)
+    }
+
+    /// Parse a slug like "spring-2026" into a Term
+    pub fn from_slug(s: &str) -> Option<Self> {
+        let (season_str, year_str) = s.rsplit_once('-')?;
+        let season = Season::from_slug(season_str)?;
+        let year = year_str.parse::<u32>().ok()?;
+        if !VALID_YEARS.contains(&year) {
+            return None;
+        }
+        Some(Term { year, season })
+    }
+
+    /// Human-readable description, e.g. "Spring 2026"
+    pub fn description(&self) -> String {
+        format!("{} {}", self.season, self.year)
+    }
+
+    /// Resolve a string that is either a term code ("202620") or a slug ("spring-2026") to a term code.
+    pub fn resolve_to_code(s: &str) -> Option<String> {
+        // Try parsing as a 6-digit code first
+        if let Ok(term) = s.parse::<Term>() {
+            return Some(term.to_string());
+        }
+        // Try parsing as a slug
+        Term::from_slug(s).map(|t| t.to_string())
+    }
 }

 impl TermPoint {
@@ -195,6 +226,25 @@ impl Season {
            Season::Summer => "30",
        }
    }
+
+    /// Returns the lowercase slug for URL-friendly representation
+    pub fn slug(self) -> &'static str {
+        match self {
+            Season::Fall => "fall",
+            Season::Spring => "spring",
+            Season::Summer => "summer",
+        }
+    }
+
+    /// Parse a slug like "spring", "summer", "fall" into a Season
+    pub fn from_slug(s: &str) -> Option<Self> {
+        match s {
+            "fall" => Some(Season::Fall),
+            "spring" => Some(Season::Spring),
+            "summer" => Some(Season::Summer),
+            _ => None,
+        }
+    }
 }

 impl std::fmt::Display for Season {
@@ -445,4 +495,79 @@ mod tests {
            }
        );
    }
+
+    // --- Season::slug / from_slug ---
+
+    #[test]
+    fn test_season_slug_roundtrip() {
+        for season in [Season::Fall, Season::Spring, Season::Summer] {
+            assert_eq!(Season::from_slug(season.slug()), Some(season));
+        }
+    }
+
+    #[test]
+    fn test_season_from_slug_invalid() {
+        assert_eq!(Season::from_slug("winter"), None);
+        assert_eq!(Season::from_slug(""), None);
+        assert_eq!(Season::from_slug("Spring"), None); // case-sensitive
+    }
+
+    // --- Term::slug / from_slug ---
+
+    #[test]
+    fn test_term_slug() {
+        let term = Term {
+            year: 2026,
+            season: Season::Spring,
+        };
+        assert_eq!(term.slug(), "spring-2026");
+    }
+
+    #[test]
+    fn test_term_from_slug_roundtrip() {
+        for code in ["202510", "202520", "202530"] {
+            let term = Term::from_str(code).unwrap();
+            let slug = term.slug();
+            let parsed = Term::from_slug(&slug).unwrap();
+            assert_eq!(parsed, term);
+        }
+    }
+
+    #[test]
+    fn test_term_from_slug_invalid() {
+        assert_eq!(Term::from_slug("winter-2026"), None);
+        assert_eq!(Term::from_slug("spring"), None);
+        assert_eq!(Term::from_slug(""), None);
+    }
+
+    // --- Term::description ---
+
+    #[test]
+    fn test_term_description() {
+        let term = Term {
+            year: 2026,
+            season: Season::Spring,
+        };
+        assert_eq!(term.description(), "Spring 2026");
+    }
+
+    // --- Term::resolve_to_code ---
+
+    #[test]
+    fn test_resolve_to_code_from_code() {
+        assert_eq!(Term::resolve_to_code("202620"), Some("202620".to_string()));
+    }
+
+    #[test]
+    fn test_resolve_to_code_from_slug() {
+        assert_eq!(
+            Term::resolve_to_code("spring-2026"),
+            Some("202620".to_string())
+        );
+    }
+
+    #[test]
+    fn test_resolve_to_code_invalid() {
+        assert_eq!(Term::resolve_to_code("garbage"), None);
+    }
 }
@@ -11,7 +11,9 @@ use rand::distr::{Alphanumeric, SampleString};
 use reqwest_middleware::ClientWithMiddleware;
 use std::collections::{HashMap, VecDeque};

+use std::mem::ManuallyDrop;
 use std::ops::{Deref, DerefMut};
+use std::sync::atomic::{AtomicBool, Ordering};
 use std::sync::{Arc, LazyLock};
 use std::time::{Duration, Instant};
 use tokio::sync::{Mutex, Notify};
@@ -121,6 +123,64 @@ impl BannerSession {
 #[cfg(test)]
 mod tests {
    use super::*;
+    use std::time::Duration;
+
+    /// Verifies that cancelling `acquire()` mid-session-creation resets `is_creating`,
+    /// allowing subsequent callers to proceed rather than deadlocking.
+    #[tokio::test]
+    async fn test_acquire_not_deadlocked_after_cancellation() {
+        use tokio::sync::mpsc;
+
+        let (tx, mut rx) = mpsc::channel::<()>(10);
+
+        // Local server: /registration signals arrival via `tx`, then hangs forever.
+        let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+        let addr = listener.local_addr().unwrap();
+
+        let app = axum::Router::new().route(
+            "/StudentRegistrationSsb/registration",
+            axum::routing::get(move || {
+                let tx = tx.clone();
+                async move {
+                    let _ = tx.send(()).await;
+                    std::future::pending::<&str>().await
+                }
+            }),
+        );
+        tokio::spawn(async move {
+            axum::serve(listener, app).await.unwrap();
+        });
+
+        let base_url = format!("http://{}/StudentRegistrationSsb", addr);
+        let client = reqwest_middleware::ClientBuilder::new(
+            reqwest::Client::builder()
+                .timeout(Duration::from_secs(300))
+                .build()
+                .unwrap(),
+        )
+        .build();
+
+        let pool = SessionPool::new(client, base_url);
+        let term: Term = "202620".parse().unwrap();
+
+        // First acquire: cancel once the request reaches the server.
+        tokio::select! {
+            _ = pool.acquire(term) => panic!("server hangs — acquire should never complete"),
+            _ = rx.recv() => {} // Request arrived; dropping the future simulates timeout cancellation.
+        }
+
+        // Second acquire: verify it reaches the server (i.e., is_creating was reset).
+        // The global rate limiter has a 10s period, so allow 15s for the second attempt.
+        tokio::select! {
+            _ = pool.acquire(term) => {}
+            result = tokio::time::timeout(Duration::from_secs(15), rx.recv()) => {
+                assert!(
+                    result.is_ok(),
+                    "acquire() deadlocked — is_creating was not reset after cancellation"
+                );
+            }
+        }
+    }

    #[test]
    fn test_new_session_creates_session() {
@@ -200,50 +260,53 @@ mod tests {
    }
 }

-/// A smart pointer that returns a BannerSession to the pool when dropped.
+/// A smart pointer that returns a `BannerSession` to the pool when dropped.
 pub struct PooledSession {
-    session: Option<BannerSession>,
-    // This Arc points directly to the term-specific pool.
+    session: ManuallyDrop<BannerSession>,
    pool: Arc<TermPool>,
 }

-impl PooledSession {
-    pub fn been_used(&self) -> bool {
-        self.session.as_ref().unwrap().been_used()
-    }
-}
-
 impl Deref for PooledSession {
    type Target = BannerSession;
    fn deref(&self) -> &Self::Target {
-        // The option is only ever None after drop is called, so this is safe.
-        self.session.as_ref().unwrap()
+        &self.session
    }
 }

 impl DerefMut for PooledSession {
    fn deref_mut(&mut self) -> &mut Self::Target {
-        self.session.as_mut().unwrap()
+        &mut self.session
    }
 }

-/// The magic happens here: when the guard goes out of scope, this is called.
 impl Drop for PooledSession {
    fn drop(&mut self) {
-        if let Some(session) = self.session.take() {
-            let pool = self.pool.clone();
-            // Since drop() cannot be async, we spawn a task to return the session.
-            tokio::spawn(async move {
-                pool.release(session).await;
-            });
-        }
+        // SAFETY: `drop` is called exactly once by Rust's drop semantics,
+        // so `ManuallyDrop::take` is guaranteed to see a valid value.
+        let session = unsafe { ManuallyDrop::take(&mut self.session) };
+        let pool = self.pool.clone();
+        tokio::spawn(async move {
+            pool.release(session).await;
+        });
    }
 }

 pub struct TermPool {
    sessions: Mutex<VecDeque<BannerSession>>,
    notifier: Notify,
-    is_creating: Mutex<bool>,
+    is_creating: AtomicBool,
+}
+
+/// RAII guard ensuring `is_creating` is reset on drop for cancellation safety.
+/// Without this, a cancelled `acquire()` future would leave the flag set permanently,
+/// deadlocking all subsequent callers.
+struct CreatingGuard(Arc<TermPool>);
+
+impl Drop for CreatingGuard {
+    fn drop(&mut self) {
+        self.0.is_creating.store(false, Ordering::Release);
+        self.0.notifier.notify_waiters();
+    }
 }

 impl TermPool {
@@ -251,7 +314,7 @@ impl TermPool {
        Self {
            sessions: Mutex::new(VecDeque::new()),
            notifier: Notify::new(),
-            is_creating: Mutex::new(false),
+            is_creating: AtomicBool::new(false),
        }
    }

@@ -308,7 +371,7 @@ impl SessionPool {
                if let Some(session) = queue.pop_front() {
                    if !session.is_expired() {
                        return Ok(PooledSession {
-                            session: Some(session),
+                            session: ManuallyDrop::new(session),
                            pool: Arc::clone(&term_pool),
                        });
                    } else {
@@ -317,45 +380,38 @@ impl SessionPool {
                }
            } // MutexGuard is dropped, lock is released.

-            // Slow path: No sessions available. We must either wait or become the creator.
-            let mut is_creating_guard = term_pool.is_creating.lock().await;
-            if *is_creating_guard {
-                // Another task is already creating a session. Release the lock and wait.
-                drop(is_creating_guard);
+            // Slow path: wait for an in-progress creation, or become the creator.
+            if term_pool.is_creating.load(Ordering::Acquire) {
                if !waited_for_creation {
                    trace!("Waiting for another task to create session");
                    waited_for_creation = true;
                }
                term_pool.notifier.notified().await;
-                // Loop back to the top to try the fast path again.
                continue;
            }

-            // This task is now the designated creator.
-            *is_creating_guard = true;
-            drop(is_creating_guard);
+            // CAS to become the designated creator.
+            if term_pool
+                .is_creating
+                .compare_exchange(false, true, Ordering::AcqRel, Ordering::Acquire)
+                .is_err()
+            {
+                continue; // Lost the race — loop back and wait.
+            }
+
+            // Guard resets is_creating on drop (including cancellation).
+            let creating_guard = CreatingGuard(Arc::clone(&term_pool));

-            // Race: wait for a session to be returned OR for the rate limiter to allow a new one.
            trace!("Pool empty, creating new session");
            tokio::select! {
                _ = term_pool.notifier.notified() => {
-                    // A session was returned while we were waiting!
-                    // We are no longer the creator. Reset the flag and loop to race for the new session.
-                    let mut guard = term_pool.is_creating.lock().await;
-                    *guard = false;
-                    drop(guard);
+                    // A session was returned — release creator role and race for it.
+                    drop(creating_guard);
                    continue;
                }
                _ = SESSION_CREATION_RATE_LIMITER.until_ready() => {
-                    // The rate limit has elapsed. It's our job to create the session.
                    let new_session_result = self.create_session(&term).await;
-
-                    // After creation, we are no longer the creator. Reset the flag
-                    // and notify all other waiting tasks.
-                    let mut guard = term_pool.is_creating.lock().await;
-                    *guard = false;
-                    drop(guard);
-                    term_pool.notifier.notify_waiters();
+                    drop(creating_guard);

                    match new_session_result {
                        Ok(new_session) => {
@@ -366,12 +422,11 @@ impl SessionPool {
                                "Created new session"
                            );
                            return Ok(PooledSession {
-                                session: Some(new_session),
+                                session: ManuallyDrop::new(new_session),
                                pool: term_pool,
                            });
                        }
                        Err(e) => {
-                            // Propagate the error if session creation failed.
                            return Err(e.context("Failed to create new session in pool"));
                        }
                    }
@@ -380,8 +435,8 @@ impl SessionPool {
        }
    }

-    /// Sets up initial session cookies by making required Banner API requests
-    pub async fn create_session(&self, term: &Term) -> Result<BannerSession> {
+    /// Sets up initial session cookies by making required Banner API requests.
+    async fn create_session(&self, term: &Term) -> Result<BannerSession> {
        info!(term = %term, "setting up banner session");

        // The 'register' or 'search' registration page
@@ -392,22 +447,15 @@ impl SessionPool {
            .await?;
        // TODO: Validate success

-        let cookies = initial_registration
+        let cookies: HashMap<String, String> = initial_registration
            .headers()
            .get_all("Set-Cookie")
            .iter()
-            .filter_map(|header_value| {
-                if let Ok(cookie_str) = header_value.to_str() {
-                    if let Ok(cookie) = Cookie::parse(cookie_str) {
-                        Some((cookie.name().to_string(), cookie.value().to_string()))
-                    } else {
-                        None
-                    }
-                } else {
-                    None
-                }
+            .filter_map(|v| {
+                let c = Cookie::parse(v.to_str().ok()?).ok()?;
+                Some((c.name().to_string(), c.value().to_string()))
            })
-            .collect::<HashMap<String, String>>();
+            .collect();

        let jsessionid = cookies
            .get("JSESSIONID")
@@ -494,8 +542,8 @@ impl SessionPool {
        Ok(terms)
    }

-    /// Selects a term for the current session
-    pub async fn select_term(
+    /// Selects a term for the current session.
+    async fn select_term(
        &self,
        term: &str,
        unique_session_id: &str,
@@ -0,0 +1,462 @@
+//! Shared calendar generation logic for ICS files and Google Calendar URLs.
+//!
+//! Used by both the Discord bot commands and the web API endpoints.
+
+use crate::data::models::DbMeetingTime;
+use chrono::{Datelike, Duration, NaiveDate, NaiveTime, Weekday};
+
+/// Course metadata needed for calendar generation (shared interface between bot and web).
+pub struct CalendarCourse {
+    pub crn: String,
+    pub subject: String,
+    pub course_number: String,
+    pub title: String,
+    pub sequence_number: Option<String>,
+    pub primary_instructor: Option<String>,
+}
+
+impl CalendarCourse {
+    /// Display title like "CS 1083 - Introduction to Computer Science"
+    pub fn display_title(&self) -> String {
+        format!("{} {} - {}", self.subject, self.course_number, self.title)
+    }
+
+    /// Filename-safe identifier: "CS_1083_001"
+    pub fn filename_stem(&self) -> String {
+        format!(
+            "{}_{}{}",
+            self.subject.replace(' ', "_"),
+            self.course_number,
+            self.sequence_number
+                .as_deref()
+                .map(|s| format!("_{s}"))
+                .unwrap_or_default()
+        )
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Date parsing helpers
+// ---------------------------------------------------------------------------
+
+/// Parse a date string in either MM/DD/YYYY or YYYY-MM-DD format.
+fn parse_date(s: &str) -> Option<NaiveDate> {
+    NaiveDate::parse_from_str(s, "%m/%d/%Y")
+        .or_else(|_| NaiveDate::parse_from_str(s, "%Y-%m-%d"))
+        .ok()
+}
+
+/// Parse an HHMM time string into `NaiveTime`.
+fn parse_hhmm(s: &str) -> Option<NaiveTime> {
+    if s.len() != 4 {
+        return None;
+    }
+    let hours = s[..2].parse::<u32>().ok()?;
+    let minutes = s[2..].parse::<u32>().ok()?;
+    NaiveTime::from_hms_opt(hours, minutes, 0)
+}
+
+/// Active weekdays for a meeting time.
+fn active_weekdays(mt: &DbMeetingTime) -> Vec<Weekday> {
+    let mapping: [(bool, Weekday); 7] = [
+        (mt.monday, Weekday::Mon),
+        (mt.tuesday, Weekday::Tue),
+        (mt.wednesday, Weekday::Wed),
+        (mt.thursday, Weekday::Thu),
+        (mt.friday, Weekday::Fri),
+        (mt.saturday, Weekday::Sat),
+        (mt.sunday, Weekday::Sun),
+    ];
+    mapping
+        .iter()
+        .filter(|(active, _)| *active)
+        .map(|(_, day)| *day)
+        .collect()
+}
+
+/// ICS two-letter day code for RRULE BYDAY.
+fn ics_day_code(day: Weekday) -> &'static str {
+    match day {
+        Weekday::Mon => "MO",
+        Weekday::Tue => "TU",
+        Weekday::Wed => "WE",
+        Weekday::Thu => "TH",
+        Weekday::Fri => "FR",
+        Weekday::Sat => "SA",
+        Weekday::Sun => "SU",
+    }
+}
+
+/// Location string from a `DbMeetingTime`.
+fn location_string(mt: &DbMeetingTime) -> String {
+    let building = mt
+        .building_description
+        .as_deref()
+        .or(mt.building.as_deref())
+        .unwrap_or("");
+    let room = mt.room.as_deref().unwrap_or("");
+    let combined = format!("{building} {room}").trim().to_string();
+    if combined.is_empty() {
+        "Online".to_string()
+    } else {
+        combined
+    }
+}
+
+/// Days display string (e.g. "MWF", "TTh").
+fn days_display(mt: &DbMeetingTime) -> String {
+    let weekdays = active_weekdays(mt);
+    if weekdays.is_empty() {
+        return "TBA".to_string();
+    }
+    weekdays
+        .iter()
+        .map(|d| ics_day_code(*d))
+        .collect::<Vec<_>>()
+        .join("")
+}
+
+/// Escape text for ICS property values.
+fn escape_ics(text: &str) -> String {
+    text.replace('\\', "\\\\")
+        .replace(';', "\\;")
+        .replace(',', "\\,")
+        .replace('\n', "\\n")
+        .replace('\r', "")
+}
+
+// ---------------------------------------------------------------------------
+// University holidays (ported from bot/commands/ics.rs)
+// ---------------------------------------------------------------------------
+
+/// Find the nth occurrence of a weekday in a given month/year (1-based).
+fn nth_weekday_of_month(year: i32, month: u32, weekday: Weekday, n: u32) -> Option<NaiveDate> {
+    let first = NaiveDate::from_ymd_opt(year, month, 1)?;
+    let days_ahead = (weekday.num_days_from_monday() as i64
+        - first.weekday().num_days_from_monday() as i64)
+        .rem_euclid(7) as u32;
+    let day = 1 + days_ahead + 7 * (n - 1);
+    NaiveDate::from_ymd_opt(year, month, day)
+}
+
+/// Compute a consecutive range of dates starting from `start` for `count` days.
+fn date_range(start: NaiveDate, count: i64) -> Vec<NaiveDate> {
+    (0..count)
+        .filter_map(|i| start.checked_add_signed(Duration::days(i)))
+        .collect()
+}
+
+/// Compute university holidays for a given year.
+fn compute_holidays_for_year(year: i32) -> Vec<(&'static str, Vec<NaiveDate>)> {
+    let mut holidays = Vec::new();
+
+    // Labor Day: 1st Monday of September
+    if let Some(d) = nth_weekday_of_month(year, 9, Weekday::Mon, 1) {
+        holidays.push(("Labor Day", vec![d]));
+    }
+
+    // Fall Break: Mon-Tue of Columbus Day week
+    if let Some(mon) = nth_weekday_of_month(year, 10, Weekday::Mon, 2) {
+        holidays.push(("Fall Break", date_range(mon, 2)));
+    }
+
+    // Day before Thanksgiving
+    if let Some(thu) = nth_weekday_of_month(year, 11, Weekday::Thu, 4)
+        && let Some(wed) = thu.checked_sub_signed(Duration::days(1))
+    {
+        holidays.push(("Day Before Thanksgiving", vec![wed]));
+    }
+
+    // Thanksgiving: 4th Thursday + Friday
+    if let Some(thu) = nth_weekday_of_month(year, 11, Weekday::Thu, 4) {
+        holidays.push(("Thanksgiving", date_range(thu, 2)));
+    }
+
+    // Winter Holiday: Dec 23-31
+    if let Some(start) = NaiveDate::from_ymd_opt(year, 12, 23) {
+        holidays.push(("Winter Holiday", date_range(start, 9)));
+    }
+
+    // New Year's Day
+    if let Some(d) = NaiveDate::from_ymd_opt(year, 1, 1) {
+        holidays.push(("New Year's Day", vec![d]));
+    }
+
+    // MLK Day: 3rd Monday of January
+    if let Some(d) = nth_weekday_of_month(year, 1, Weekday::Mon, 3) {
+        holidays.push(("MLK Day", vec![d]));
+    }
+
+    // Spring Break: full week starting 2nd Monday of March
+    if let Some(mon) = nth_weekday_of_month(year, 3, Weekday::Mon, 2) {
+        holidays.push(("Spring Break", date_range(mon, 6)));
+    }
+
+    holidays
+}
+
+/// Get holiday dates within a date range that fall on specific weekdays.
+fn holiday_exceptions(start: NaiveDate, end: NaiveDate, weekdays: &[Weekday]) -> Vec<NaiveDate> {
+    let start_year = start.year();
+    let end_year = end.year();
+
+    (start_year..=end_year)
+        .flat_map(compute_holidays_for_year)
+        .flat_map(|(_, dates)| dates)
+        .filter(|&date| date >= start && date <= end && weekdays.contains(&date.weekday()))
+        .collect()
+}
+
+/// Names of excluded holidays (for user-facing messages).
+fn excluded_holiday_names(
+    start: NaiveDate,
+    end: NaiveDate,
+    exceptions: &[NaiveDate],
+) -> Vec<String> {
+    let start_year = start.year();
+    let end_year = end.year();
+    let all_holidays: Vec<_> = (start_year..=end_year)
+        .flat_map(compute_holidays_for_year)
+        .collect();
+
+    let mut names = Vec::new();
+    for (holiday_name, holiday_dates) in &all_holidays {
+        for &exc in exceptions {
+            if holiday_dates.contains(&exc) {
+                names.push(format!("{} ({})", holiday_name, exc.format("%a, %b %d")));
+            }
+        }
+    }
+    names.sort();
+    names.dedup();
+    names
+}
+
+// ---------------------------------------------------------------------------
+// ICS generation
+// ---------------------------------------------------------------------------
+
+/// Result from ICS generation, including the file content and excluded holiday names.
+pub struct IcsResult {
+    pub content: String,
+    pub filename: String,
+    /// Holiday dates excluded via EXDATE rules, for user-facing messages.
+    #[allow(dead_code)]
+    pub excluded_holidays: Vec<String>,
+}
+
+/// Generate an ICS calendar file for a course.
+pub fn generate_ics(
+    course: &CalendarCourse,
+    meeting_times: &[DbMeetingTime],
+) -> Result<IcsResult, anyhow::Error> {
+    let mut ics = String::new();
+    let mut all_excluded = Vec::new();
+
+    // Header
+    ics.push_str("BEGIN:VCALENDAR\r\n");
+    ics.push_str("VERSION:2.0\r\n");
+    ics.push_str("PRODID:-//Banner Bot//Course Calendar//EN\r\n");
+    ics.push_str("CALSCALE:GREGORIAN\r\n");
+    ics.push_str("METHOD:PUBLISH\r\n");
+    ics.push_str(&format!(
+        "X-WR-CALNAME:{}\r\n",
+        escape_ics(&course.display_title())
+    ));
+
+    for (index, mt) in meeting_times.iter().enumerate() {
+        let (event, holidays) = generate_ics_event(course, mt, index)?;
+        ics.push_str(&event);
+        all_excluded.extend(holidays);
+    }
+
+    ics.push_str("END:VCALENDAR\r\n");
+
+    Ok(IcsResult {
+        content: ics,
+        filename: format!("{}.ics", course.filename_stem()),
+        excluded_holidays: all_excluded,
+    })
+}
+
+/// Generate a single VEVENT for one meeting time.
+fn generate_ics_event(
+    course: &CalendarCourse,
+    mt: &DbMeetingTime,
+    index: usize,
+) -> Result<(String, Vec<String>), anyhow::Error> {
+    let start_date = parse_date(&mt.start_date)
+        .ok_or_else(|| anyhow::anyhow!("Invalid start_date: {}", mt.start_date))?;
+    let end_date = parse_date(&mt.end_date)
+        .ok_or_else(|| anyhow::anyhow!("Invalid end_date: {}", mt.end_date))?;
+
+    let start_time = mt.begin_time.as_deref().and_then(parse_hhmm);
+    let end_time = mt.end_time.as_deref().and_then(parse_hhmm);
+
+    // DTSTART/DTEND: first occurrence with time, or all-day on start_date
+    let (dtstart, dtend) = match (start_time, end_time) {
+        (Some(st), Some(et)) => {
+            let s = start_date.and_time(st).and_utc();
+            let e = start_date.and_time(et).and_utc();
+            (
+                s.format("%Y%m%dT%H%M%SZ").to_string(),
+                e.format("%Y%m%dT%H%M%SZ").to_string(),
+            )
+        }
+        _ => {
+            let s = start_date.and_hms_opt(0, 0, 0).unwrap().and_utc();
+            let e = start_date.and_hms_opt(0, 0, 0).unwrap().and_utc();
+            (
+                s.format("%Y%m%dT%H%M%SZ").to_string(),
+                e.format("%Y%m%dT%H%M%SZ").to_string(),
+            )
+        }
+    };
+
+    let event_title = if index > 0 {
+        format!("{} (Meeting {})", course.display_title(), index + 1)
+    } else {
+        course.display_title()
+    };
+
+    let instructor = course.primary_instructor.as_deref().unwrap_or("Staff");
+
+    let description = format!(
+        "CRN: {}\\nInstructor: {}\\nDays: {}\\nMeeting Type: {}",
+        course.crn,
+        instructor,
+        days_display(mt),
+        mt.meeting_type,
+    );
+
+    let location = location_string(mt);
+
+    let uid = format!(
+        "{}-{}-{}@banner-bot.local",
+        course.crn,
+        index,
+        start_date
+            .and_hms_opt(0, 0, 0)
+            .unwrap()
+            .and_utc()
+            .timestamp()
+    );
+
+    let mut event = String::new();
+    event.push_str("BEGIN:VEVENT\r\n");
+    event.push_str(&format!("UID:{uid}\r\n"));
+    event.push_str(&format!("DTSTART:{dtstart}\r\n"));
+    event.push_str(&format!("DTEND:{dtend}\r\n"));
+    event.push_str(&format!("SUMMARY:{}\r\n", escape_ics(&event_title)));
+    event.push_str(&format!("DESCRIPTION:{}\r\n", escape_ics(&description)));
+    event.push_str(&format!("LOCATION:{}\r\n", escape_ics(&location)));
+
+    let weekdays = active_weekdays(mt);
+    let mut holiday_names = Vec::new();
+
+    if let (false, Some(st)) = (weekdays.is_empty(), start_time) {
+        let by_day: Vec<&str> = weekdays.iter().map(|d| ics_day_code(*d)).collect();
+        let until = end_date.format("%Y%m%dT000000Z").to_string();
+
+        event.push_str(&format!(
+            "RRULE:FREQ=WEEKLY;BYDAY={};UNTIL={}\r\n",
+            by_day.join(","),
+            until,
+        ));
+
+        // Holiday exceptions
+        let exceptions = holiday_exceptions(start_date, end_date, &weekdays);
+        if !exceptions.is_empty() {
+            let start_utc = start_date.and_time(st).and_utc();
+            let exdates: Vec<String> = exceptions
+                .iter()
+                .map(|&d| {
+                    d.and_time(start_utc.time())
+                        .and_utc()
+                        .format("%Y%m%dT%H%M%SZ")
+                        .to_string()
+                })
+                .collect();
+            event.push_str(&format!("EXDATE:{}\r\n", exdates.join(",")));
+        }
+
+        holiday_names = excluded_holiday_names(start_date, end_date, &exceptions);
+    }
+
+    event.push_str("END:VEVENT\r\n");
+    Ok((event, holiday_names))
+}
+
+// ---------------------------------------------------------------------------
+// Google Calendar URL generation
+// ---------------------------------------------------------------------------
+
+/// Generate a Google Calendar "add event" URL for a single meeting time.
+pub fn generate_gcal_url(
+    course: &CalendarCourse,
+    mt: &DbMeetingTime,
+) -> Result<String, anyhow::Error> {
+    let start_date = parse_date(&mt.start_date)
+        .ok_or_else(|| anyhow::anyhow!("Invalid start_date: {}", mt.start_date))?;
+    let end_date = parse_date(&mt.end_date)
+        .ok_or_else(|| anyhow::anyhow!("Invalid end_date: {}", mt.end_date))?;
+
+    let start_time = mt.begin_time.as_deref().and_then(parse_hhmm);
+    let end_time = mt.end_time.as_deref().and_then(parse_hhmm);
+
+    let dates_text = match (start_time, end_time) {
+        (Some(st), Some(et)) => {
+            let s = start_date.and_time(st);
+            let e = start_date.and_time(et);
+            format!(
+                "{}/{}",
+                s.format("%Y%m%dT%H%M%S"),
+                e.format("%Y%m%dT%H%M%S")
+            )
+        }
+        _ => {
+            let s = start_date.format("%Y%m%d").to_string();
+            format!("{s}/{s}")
+        }
+    };
+
+    let instructor = course.primary_instructor.as_deref().unwrap_or("Staff");
+
+    let details = format!(
+        "CRN: {}\nInstructor: {}\nDays: {}",
+        course.crn,
+        instructor,
+        days_display(mt),
+    );
+
+    let location = location_string(mt);
+
+    let weekdays = active_weekdays(mt);
+    let recur = if !weekdays.is_empty() && start_time.is_some() {
+        let by_day: Vec<&str> = weekdays.iter().map(|d| ics_day_code(*d)).collect();
+        let until = end_date.format("%Y%m%dT000000Z").to_string();
+        format!(
+            "RRULE:FREQ=WEEKLY;BYDAY={};UNTIL={}",
+            by_day.join(","),
+            until
+        )
+    } else {
+        String::new()
+    };
+
+    let course_text = course.display_title();
+
+    let params: Vec<(&str, &str)> = vec![
+        ("action", "TEMPLATE"),
+        ("text", &course_text),
+        ("dates", &dates_text),
+        ("details", &details),
+        ("location", &location),
+        ("trp", "true"),
+        ("ctz", "America/Chicago"),
+        ("recur", &recur),
+    ];
+
+    let url = url::Url::parse_with_params("https://calendar.google.com/calendar/render", &params)?;
+    Ok(url.to_string())
+}
@@ -1,11 +1,12 @@
 //! Batch database operations for improved performance.

 use crate::banner::Course;
-use crate::data::models::DbMeetingTime;
+use crate::data::models::{DbMeetingTime, UpsertCounts};
+use crate::data::names::{decode_html_entities, parse_banner_name};
 use crate::error::Result;
 use sqlx::PgConnection;
 use sqlx::PgPool;
-use std::collections::HashSet;
+use std::collections::{HashMap, HashSet};
 use std::time::Instant;
 use tracing::info;

@@ -68,6 +69,8 @@ fn extract_campus_code(course: &Course) -> Option<String> {
 struct UpsertDiffRow {
    id: i32,
    old_id: Option<i32>,
+    crn: String,
+    term_code: String,

    // enrollment fields
    old_enrollment: Option<i32>,
@@ -273,14 +276,14 @@ fn compute_diffs(rows: &[UpsertDiffRow]) -> (Vec<AuditEntry>, Vec<MetricEntry>)
        diff_field!(json audits, row, "meeting_times", old_meeting_times, new_meeting_times);
        diff_field!(json audits, row, "attributes", old_attributes, new_attributes);

-        // Emit a metric entry when enrollment/wait_count/max_enrollment changed
-        // Skip fresh inserts (no old data to compare against)
+        // Emit a metric entry on fresh insert (baseline) or when enrollment data changed
+        let is_new = row.old_id.is_none();
        let enrollment_changed = row.old_id.is_some()
            && (row.old_enrollment != Some(row.new_enrollment)
                || row.old_wait_count != Some(row.new_wait_count)
                || row.old_max_enrollment != Some(row.new_max_enrollment));

-        if enrollment_changed {
+        if is_new || enrollment_changed {
            metrics.push(MetricEntry {
                course_id: row.id,
                enrollment: row.new_enrollment,
@@ -368,10 +371,10 @@ async fn insert_metrics(metrics: &[MetricEntry], conn: &mut PgConnection) -> Res
 /// # Performance
 /// - Reduces N database round-trips to 5 (old-data CTE + upsert, audits, metrics, instructors, junction)
 /// - Typical usage: 50-200 courses per batch
-pub async fn batch_upsert_courses(courses: &[Course], db_pool: &PgPool) -> Result<()> {
+pub async fn batch_upsert_courses(courses: &[Course], db_pool: &PgPool) -> Result<UpsertCounts> {
    if courses.is_empty() {
        info!("No courses to upsert, skipping batch operation");
-        return Ok(());
+        return Ok(UpsertCounts::default());
    }

    let start = Instant::now();
@@ -382,34 +385,55 @@ pub async fn batch_upsert_courses(courses: &[Course], db_pool: &PgPool) -> Resul
    // Step 1: Upsert courses with CTE, returning diff rows
    let diff_rows = upsert_courses(courses, &mut tx).await?;

-    // Step 2: Extract course IDs for instructor linking
-    let course_ids: Vec<i32> = diff_rows.iter().map(|r| r.id).collect();
+    // Step 2: Build (crn, term_code) → course_id map for instructor linking.
+    // RETURNING order from INSERT ... ON CONFLICT is not guaranteed to match
+    // the input array order, so we must key by (crn, term_code) rather than
+    // relying on positional correspondence.
+    let crn_term_to_id: HashMap<(&str, &str), i32> = diff_rows
+        .iter()
+        .map(|r| ((r.crn.as_str(), r.term_code.as_str()), r.id))
+        .collect();

    // Step 3: Compute audit/metric diffs
    let (audits, metrics) = compute_diffs(&diff_rows);

+    // Count courses that had at least one field change (existing rows only)
+    let changed_ids: HashSet<i32> = audits.iter().map(|a| a.course_id).collect();
+    let existing_count = diff_rows.iter().filter(|r| r.old_id.is_some()).count() as i32;
+    let courses_changed = changed_ids.len() as i32;
+
+    let counts = UpsertCounts {
+        courses_fetched: course_count as i32,
+        courses_changed,
+        courses_unchanged: existing_count - courses_changed,
+        audits_generated: audits.len() as i32,
+        metrics_generated: metrics.len() as i32,
+    };
+
    // Step 4: Insert audits and metrics
    insert_audits(&audits, &mut tx).await?;
    insert_metrics(&metrics, &mut tx).await?;

-    // Step 5: Upsert instructors (deduplicated across batch)
-    upsert_instructors(courses, &mut tx).await?;
+    // Step 5: Upsert instructors (returns email -> id map)
+    let email_to_id = upsert_instructors(courses, &mut tx).await?;

    // Step 6: Link courses to instructors via junction table
-    upsert_course_instructors(courses, &course_ids, &mut tx).await?;
+    upsert_course_instructors(courses, &crn_term_to_id, &email_to_id, &mut tx).await?;

    tx.commit().await?;

    let duration = start.elapsed();
    info!(
        courses_count = course_count,
-        audit_entries = audits.len(),
-        metric_entries = metrics.len(),
+        courses_changed = counts.courses_changed,
+        courses_unchanged = counts.courses_unchanged,
+        audit_entries = counts.audits_generated,
+        metric_entries = counts.metrics_generated,
        duration_ms = duration.as_millis(),
        "Batch upserted courses with instructors, audits, and metrics"
    );

-    Ok(())
+    Ok(counts)
 }

 // ---------------------------------------------------------------------------
@@ -424,7 +448,10 @@ async fn upsert_courses(courses: &[Course], conn: &mut PgConnection) -> Result<V
        .collect();
    let subjects: Vec<&str> = courses.iter().map(|c| c.subject.as_str()).collect();
    let course_numbers: Vec<&str> = courses.iter().map(|c| c.course_number.as_str()).collect();
-    let titles: Vec<&str> = courses.iter().map(|c| c.course_title.as_str()).collect();
+    let titles: Vec<String> = courses
+        .iter()
+        .map(|c| decode_html_entities(&c.course_title))
+        .collect();
    let term_codes: Vec<&str> = courses.iter().map(|c| c.term.as_str()).collect();
    let enrollments: Vec<i32> = courses.iter().map(|c| c.enrollment).collect();
    let max_enrollments: Vec<i32> = courses.iter().map(|c| c.maximum_enrollment).collect();
@@ -541,6 +568,7 @@ async fn upsert_courses(courses: &[Course], conn: &mut PgConnection) -> Result<V
        )
        SELECT u.id,
               o.id AS old_id,
+               u.crn, u.term_code,
               o.enrollment AS old_enrollment, u.enrollment AS new_enrollment,
               o.max_enrollment AS old_max_enrollment, u.max_enrollment AS new_max_enrollment,
               o.wait_count AS old_wait_count, u.wait_count AS new_wait_count,
@@ -596,62 +624,110 @@ async fn upsert_courses(courses: &[Course], conn: &mut PgConnection) -> Result<V
    Ok(rows)
 }

-/// Deduplicate and upsert all instructors from the batch.
-async fn upsert_instructors(courses: &[Course], conn: &mut PgConnection) -> Result<()> {
+/// Deduplicate and upsert all instructors from the batch by email.
+/// Returns a map of lowercased_email -> instructor id for junction linking.
+async fn upsert_instructors(
+    courses: &[Course],
+    conn: &mut PgConnection,
+) -> Result<HashMap<String, i32>> {
    let mut seen = HashSet::new();
-    let mut banner_ids = Vec::new();
-    let mut display_names = Vec::new();
-    let mut emails: Vec<Option<&str>> = Vec::new();
+    let mut display_names: Vec<String> = Vec::new();
+    let mut first_names: Vec<Option<String>> = Vec::new();
+    let mut last_names: Vec<Option<String>> = Vec::new();
+    let mut emails_lower: Vec<String> = Vec::new();
+    let mut skipped_no_email = 0u32;

    for course in courses {
        for faculty in &course.faculty {
-            if seen.insert(faculty.banner_id.as_str()) {
-                banner_ids.push(faculty.banner_id.as_str());
-                display_names.push(faculty.display_name.as_str());
-                emails.push(faculty.email_address.as_deref());
+            if let Some(email) = &faculty.email_address {
+                let email_lower = email.to_lowercase();
+                if seen.insert(email_lower.clone()) {
+                    let parts = parse_banner_name(&faculty.display_name);
+                    display_names.push(decode_html_entities(&faculty.display_name));
+                    first_names.push(parts.as_ref().map(|p| p.first.clone()));
+                    last_names.push(parts.as_ref().map(|p| p.last.clone()));
+                    emails_lower.push(email_lower);
+                }
+            } else {
+                skipped_no_email += 1;
            }
        }
    }

-    if banner_ids.is_empty() {
-        return Ok(());
+    if skipped_no_email > 0 {
+        tracing::warn!(
+            count = skipped_no_email,
+            "Skipped instructors with no email address"
+        );
    }

-    sqlx::query(
+    if display_names.is_empty() {
+        return Ok(HashMap::new());
+    }
+
+    let email_refs: Vec<&str> = emails_lower.iter().map(|s| s.as_str()).collect();
+    let first_name_refs: Vec<Option<&str>> = first_names.iter().map(|s| s.as_deref()).collect();
+    let last_name_refs: Vec<Option<&str>> = last_names.iter().map(|s| s.as_deref()).collect();
+
+    let rows: Vec<(i32, String)> = sqlx::query_as(
        r#"
-        INSERT INTO instructors (banner_id, display_name, email)
-        SELECT * FROM UNNEST($1::text[], $2::text[], $3::text[])
-        ON CONFLICT (banner_id)
+        INSERT INTO instructors (display_name, email, first_name, last_name)
+        SELECT * FROM UNNEST($1::text[], $2::text[], $3::text[], $4::text[])
+        ON CONFLICT (email)
        DO UPDATE SET
            display_name = EXCLUDED.display_name,
-            email = COALESCE(EXCLUDED.email, instructors.email)
+            first_name = EXCLUDED.first_name,
+            last_name = EXCLUDED.last_name
+        RETURNING id, email
        "#,
    )
-    .bind(&banner_ids)
    .bind(&display_names)
-    .bind(&emails)
-    .execute(&mut *conn)
+    .bind(&email_refs)
+    .bind(&first_name_refs)
+    .bind(&last_name_refs)
+    .fetch_all(&mut *conn)
    .await
    .map_err(|e| anyhow::anyhow!("Failed to batch upsert instructors: {}", e))?;

-    Ok(())
+    Ok(rows.into_iter().map(|(id, email)| (email, id)).collect())
 }

 /// Link courses to their instructors via the junction table.
 async fn upsert_course_instructors(
    courses: &[Course],
-    course_ids: &[i32],
+    crn_term_to_id: &HashMap<(&str, &str), i32>,
+    email_to_id: &HashMap<String, i32>,
    conn: &mut PgConnection,
 ) -> Result<()> {
    let mut cids = Vec::new();
-    let mut iids = Vec::new();
+    let mut instructor_ids: Vec<i32> = Vec::new();
+    let mut banner_ids: Vec<&str> = Vec::new();
    let mut primaries = Vec::new();

-    for (course, &course_id) in courses.iter().zip(course_ids) {
+    for course in courses {
+        let key = (
+            course.course_reference_number.as_str(),
+            course.term.as_str(),
+        );
+        let Some(&course_id) = crn_term_to_id.get(&key) else {
+            tracing::warn!(
+                crn = %course.course_reference_number,
+                term = %course.term,
+                "No course_id found for CRN/term pair during instructor linking"
+            );
+            continue;
+        };
+
        for faculty in &course.faculty {
-            cids.push(course_id);
-            iids.push(faculty.banner_id.as_str());
-            primaries.push(faculty.primary_indicator);
+            if let Some(email) = &faculty.email_address {
+                let email_lower = email.to_lowercase();
+                if let Some(&instructor_id) = email_to_id.get(&email_lower) {
+                    cids.push(course_id);
+                    instructor_ids.push(instructor_id);
+                    banner_ids.push(faculty.banner_id.as_str());
+                    primaries.push(faculty.primary_indicator);
+                }
+            }
        }
    }

@@ -668,14 +744,17 @@ async fn upsert_course_instructors(

    sqlx::query(
        r#"
-        INSERT INTO course_instructors (course_id, instructor_id, is_primary)
-        SELECT * FROM UNNEST($1::int4[], $2::text[], $3::bool[])
+        INSERT INTO course_instructors (course_id, instructor_id, banner_id, is_primary)
+        SELECT * FROM UNNEST($1::int4[], $2::int4[], $3::text[], $4::bool[])
        ON CONFLICT (course_id, instructor_id)
-        DO UPDATE SET is_primary = EXCLUDED.is_primary
+        DO UPDATE SET
+            banner_id = EXCLUDED.banner_id,
+            is_primary = EXCLUDED.is_primary
        "#,
    )
    .bind(&cids)
-    .bind(&iids)
+    .bind(&instructor_ids)
+    .bind(&banner_ids)
    .bind(&primaries)
    .execute(&mut *conn)
    .await
@@ -55,7 +55,7 @@ fn sort_clause(column: Option<SortColumn>, direction: Option<SortDirection>) ->
        Some(SortColumn::Instructor) => {
            format!(
                "(SELECT i.display_name FROM course_instructors ci \
-                 JOIN instructors i ON i.banner_id = ci.instructor_id \
+                 JOIN instructors i ON i.id = ci.instructor_id \
                 WHERE ci.course_id = courses.id AND ci.is_primary = true \
                 LIMIT 1) {dir} NULLS LAST"
            )
@@ -147,12 +147,19 @@ pub async fn get_course_instructors(
 ) -> Result<Vec<CourseInstructorDetail>> {
    let rows = sqlx::query_as::<_, CourseInstructorDetail>(
        r#"
-        SELECT i.banner_id, i.display_name, i.email, ci.is_primary,
-               rp.avg_rating, rp.num_ratings, i.rmp_legacy_id,
+        SELECT i.id as instructor_id, ci.banner_id, i.display_name, i.email, ci.is_primary,
+               rmp.avg_rating, rmp.num_ratings, rmp.rmp_legacy_id,
               ci.course_id
        FROM course_instructors ci
-        JOIN instructors i ON i.banner_id = ci.instructor_id
-        LEFT JOIN rmp_professors rp ON rp.legacy_id = i.rmp_legacy_id
+        JOIN instructors i ON i.id = ci.instructor_id
+        LEFT JOIN LATERAL (
+            SELECT rp.avg_rating, rp.num_ratings, rp.legacy_id as rmp_legacy_id
+            FROM instructor_rmp_links irl
+            JOIN rmp_professors rp ON rp.legacy_id = irl.rmp_legacy_id
+            WHERE irl.instructor_id = i.id
+            ORDER BY rp.num_ratings DESC NULLS LAST, rp.legacy_id ASC
+            LIMIT 1
+        ) rmp ON true
        WHERE ci.course_id = $1
        ORDER BY ci.is_primary DESC, i.display_name
        "#,
@@ -176,12 +183,19 @@ pub async fn get_instructors_for_courses(

    let rows = sqlx::query_as::<_, CourseInstructorDetail>(
        r#"
-        SELECT i.banner_id, i.display_name, i.email, ci.is_primary,
-               rp.avg_rating, rp.num_ratings, i.rmp_legacy_id,
+        SELECT i.id as instructor_id, ci.banner_id, i.display_name, i.email, ci.is_primary,
+               rmp.avg_rating, rmp.num_ratings, rmp.rmp_legacy_id,
               ci.course_id
        FROM course_instructors ci
-        JOIN instructors i ON i.banner_id = ci.instructor_id
-        LEFT JOIN rmp_professors rp ON rp.legacy_id = i.rmp_legacy_id
+        JOIN instructors i ON i.id = ci.instructor_id
+        LEFT JOIN LATERAL (
+            SELECT rp.avg_rating, rp.num_ratings, rp.legacy_id as rmp_legacy_id
+            FROM instructor_rmp_links irl
+            JOIN rmp_professors rp ON rp.legacy_id = irl.rmp_legacy_id
+            WHERE irl.instructor_id = i.id
+            ORDER BY rp.num_ratings DESC NULLS LAST, rp.legacy_id ASC
+            LIMIT 1
+        ) rmp ON true
        WHERE ci.course_id = ANY($1)
        ORDER BY ci.course_id, ci.is_primary DESC, i.display_name
        "#,
@@ -3,8 +3,10 @@
 pub mod batch;
 pub mod courses;
 pub mod models;
+pub mod names;
 pub mod reference;
 pub mod rmp;
+pub mod rmp_matching;
 pub mod scrape_jobs;
 pub mod sessions;
 pub mod users;
@@ -99,25 +99,30 @@ pub struct Course {
 #[allow(dead_code)]
 #[derive(sqlx::FromRow, Debug, Clone)]
 pub struct Instructor {
-    pub banner_id: String,
+    pub id: i32,
    pub display_name: String,
-    pub email: Option<String>,
+    pub email: String,
+    pub rmp_match_status: String,
+    pub first_name: Option<String>,
+    pub last_name: Option<String>,
 }

 #[allow(dead_code)]
 #[derive(sqlx::FromRow, Debug, Clone)]
 pub struct CourseInstructor {
    pub course_id: i32,
-    pub instructor_id: String,
+    pub instructor_id: i32,
+    pub banner_id: String,
    pub is_primary: bool,
 }

 /// Joined instructor data for a course (from course_instructors + instructors + rmp_professors).
 #[derive(sqlx::FromRow, Debug, Clone)]
 pub struct CourseInstructorDetail {
+    pub instructor_id: i32,
    pub banner_id: String,
    pub display_name: String,
-    pub email: Option<String>,
+    pub email: String,
    pub is_primary: bool,
    pub avg_rating: Option<f32>,
    pub num_ratings: Option<i32>,
@@ -156,6 +161,16 @@ pub struct CourseAudit {
    pub new_value: String,
 }

+/// Aggregate counts returned by batch upsert, used for scrape job result logging.
+#[derive(Debug, Clone, Default)]
+pub struct UpsertCounts {
+    pub courses_fetched: i32,
+    pub courses_changed: i32,
+    pub courses_unchanged: i32,
+    pub audits_generated: i32,
+    pub metrics_generated: i32,
+}
+
 /// The priority level of a scrape job.
 #[derive(sqlx::Type, Copy, Debug, Clone)]
 #[sqlx(type_name = "scrape_priority", rename_all = "PascalCase")]
@@ -0,0 +1,728 @@
+//! Name parsing, normalization, and matching utilities.
+//!
+//! Handles the mismatch between Banner's single `display_name` ("Last, First Middle")
+//! and RMP's separate `first_name`/`last_name` fields, plus data quality issues
+//! from both sources (HTML entities, accents, nicknames, suffixes, junk).
+
+use sqlx::PgPool;
+use tracing::{info, warn};
+use unicode_normalization::UnicodeNormalization;
+
+/// Known name suffixes to extract from the last-name portion.
+const SUFFIXES: &[&str] = &["iv", "iii", "ii", "jr", "sr"];
+
+/// Parsed, cleaned name components.
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct NameParts {
+    /// Cleaned display-quality first name(s): "H. Paul", "María"
+    pub first: String,
+    /// Cleaned display-quality last name: "O'Brien", "LeBlanc"
+    pub last: String,
+    /// Middle name/initial if detected: "Manuel", "L."
+    pub middle: Option<String>,
+    /// Suffix if detected: "III", "Jr"
+    pub suffix: Option<String>,
+    /// Nicknames extracted from parentheses: ["Ken"], ["Qian"]
+    pub nicknames: Vec<String>,
+}
+
+/// Decode common HTML entities found in Banner data.
+///
+/// Handles both named entities (`&amp;`, `&uuml;`) and numeric references
+/// (`&#39;`, `&#x27;`).
+pub(crate) fn decode_html_entities(s: &str) -> String {
+    if !s.contains('&') {
+        return s.to_string();
+    }
+    htmlize::unescape(s).to_string()
+}
+
+/// Extract parenthesized nicknames from a name string.
+///
+/// `"William (Ken)"` → `("William", vec!["Ken"])`
+/// `"Guenevere (Qian)"` → `("Guenevere", vec!["Qian"])`
+/// `"John (jack) C."` → `("John C.", vec!["jack"])`
+fn extract_nicknames(s: &str) -> (String, Vec<String>) {
+    let mut nicknames = Vec::new();
+    let mut cleaned = String::with_capacity(s.len());
+    let mut chars = s.chars().peekable();
+
+    while let Some(ch) = chars.next() {
+        if ch == '(' {
+            let mut nick = String::new();
+            for inner in chars.by_ref() {
+                if inner == ')' {
+                    break;
+                }
+                nick.push(inner);
+            }
+            let nick = nick.trim().to_string();
+            if !nick.is_empty() {
+                nicknames.push(nick);
+            }
+        } else if ch == '"' || ch == '\u{201C}' || ch == '\u{201D}' {
+            // Extract quoted nicknames: Thomas "Butch" → nickname "Butch"
+            let mut nick = String::new();
+            for inner in chars.by_ref() {
+                if inner == '"' || inner == '\u{201C}' || inner == '\u{201D}' {
+                    break;
+                }
+                nick.push(inner);
+            }
+            let nick = nick.trim().to_string();
+            if !nick.is_empty() {
+                nicknames.push(nick);
+            }
+        } else {
+            cleaned.push(ch);
+        }
+    }
+
+    // Collapse multiple spaces left by extraction
+    let cleaned = collapse_whitespace(&cleaned);
+    (cleaned, nicknames)
+}
+
+/// Extract a suffix (Jr, Sr, II, III, IV) from the last-name portion.
+///
+/// `"LeBlanc III"` → `("LeBlanc", Some("III"))`
+/// `"Smith Jr."` → `("Smith", Some("Jr."))`
+fn extract_suffix(last: &str) -> (String, Option<String>) {
+    // Try to match the last token as a suffix
+    let tokens: Vec<&str> = last.split_whitespace().collect();
+    if tokens.len() < 2 {
+        return (last.to_string(), None);
+    }
+
+    let candidate = tokens.last().unwrap();
+    let candidate_normalized = candidate.to_lowercase().trim_end_matches('.').to_string();
+
+    if SUFFIXES.contains(&candidate_normalized.as_str()) {
+        let name_part = tokens[..tokens.len() - 1].join(" ");
+        return (name_part, Some(candidate.to_string()));
+    }
+
+    (last.to_string(), None)
+}
+
+/// Strip junk commonly found in RMP name fields.
+///
+/// - Trailing commas: `"Cronenberger,"` → `"Cronenberger"`
+/// - Email addresses: `"Neel.Baumgardner@utsa.edu"` → `""` (returns empty)
+fn strip_junk(s: &str) -> String {
+    let s = s.trim();
+
+    // If the string looks like an email, return empty
+    if s.contains('@') && s.contains('.') && !s.contains(' ') {
+        return String::new();
+    }
+
+    // Strip trailing commas
+    s.trim_end_matches(',').trim().to_string()
+}
+
+/// Collapse runs of whitespace into single spaces and trim.
+fn collapse_whitespace(s: &str) -> String {
+    s.split_whitespace().collect::<Vec<_>>().join(" ")
+}
+
+/// Parse a Banner `display_name` ("Last, First Middle") into structured parts.
+///
+/// Handles HTML entities, suffixes, and multi-token names.
+///
+/// # Examples
+///
+/// ```
+/// use banner::data::names::parse_banner_name;
+///
+/// let parts = parse_banner_name("O&#39;Brien, Erin").unwrap();
+/// assert_eq!(parts.first, "Erin");
+/// assert_eq!(parts.last, "O'Brien");
+/// ```
+pub fn parse_banner_name(display_name: &str) -> Option<NameParts> {
+    // 1. Decode HTML entities
+    let decoded = decode_html_entities(display_name);
+
+    // 2. Split on first comma
+    let (last_part, first_part) = decoded.split_once(',')?;
+    let last_part = last_part.trim();
+    let first_part = first_part.trim();
+
+    if last_part.is_empty() || first_part.is_empty() {
+        return None;
+    }
+
+    // 3. Extract suffix from last name
+    let (last_clean, suffix) = extract_suffix(last_part);
+
+    // 4. Parse first-name portion: first token(s) + optional middle
+    // Banner format is "First Middle", so we keep all tokens as first_name
+    // to support "H. Paul" style names
+    let first_clean = collapse_whitespace(first_part);
+
+    Some(NameParts {
+        first: first_clean,
+        last: last_clean,
+        middle: None, // Banner doesn't clearly delineate middle vs first
+        suffix,
+        nicknames: Vec::new(), // Banner doesn't include nicknames
+    })
+}
+
+/// Parse RMP professor name fields into structured parts.
+///
+/// Handles junk data, nicknames in parentheses/quotes, and suffixes.
+///
+/// # Examples
+///
+/// ```
+/// use banner::data::names::parse_rmp_name;
+///
+/// let parts = parse_rmp_name("William (Ken)", "Burchenal").unwrap();
+/// assert_eq!(parts.first, "William");
+/// assert_eq!(parts.nicknames, vec!["Ken"]);
+/// ```
+pub fn parse_rmp_name(first_name: &str, last_name: &str) -> Option<NameParts> {
+    let first_cleaned = strip_junk(first_name);
+    let last_cleaned = strip_junk(last_name);
+
+    if first_cleaned.is_empty() || last_cleaned.is_empty() {
+        return None;
+    }
+
+    // Extract nicknames from parens/quotes in first name
+    let (first_no_nicks, nicknames) = extract_nicknames(&first_cleaned);
+    let first_final = collapse_whitespace(&first_no_nicks);
+
+    // Extract suffix from last name
+    let (last_final, suffix) = extract_suffix(&last_cleaned);
+
+    if first_final.is_empty() || last_final.is_empty() {
+        return None;
+    }
+
+    Some(NameParts {
+        first: first_final,
+        last: last_final,
+        middle: None,
+        suffix,
+        nicknames,
+    })
+}
+
+/// Normalize a name string for matching comparison.
+///
+/// Pipeline: lowercase → NFD decompose → strip combining marks →
+/// strip punctuation/hyphens → collapse whitespace → trim.
+///
+/// # Examples
+///
+/// ```
+/// use banner::data::names::normalize_for_matching;
+///
+/// assert_eq!(normalize_for_matching("García"), "garcia");
+/// assert_eq!(normalize_for_matching("O'Brien"), "obrien");
+/// assert_eq!(normalize_for_matching("Aguirre-Mesa"), "aguirremesa");
+/// ```
+/// Normalize a name string for matching index keys.
+///
+/// Pipeline: lowercase → NFD decompose → strip combining marks →
+/// strip ALL punctuation, hyphens, and whitespace.
+///
+/// This produces a compact, space-free string so that "Aguirre Mesa" (Banner)
+/// and "Aguirre-Mesa" (RMP) both become "aguirremesa".
+///
+/// # Examples
+///
+/// ```
+/// use banner::data::names::normalize_for_matching;
+///
+/// assert_eq!(normalize_for_matching("García"), "garcia");
+/// assert_eq!(normalize_for_matching("O'Brien"), "obrien");
+/// assert_eq!(normalize_for_matching("Aguirre-Mesa"), "aguirremesa");
+/// assert_eq!(normalize_for_matching("Aguirre Mesa"), "aguirremesa");
+/// ```
+pub fn normalize_for_matching(s: &str) -> String {
+    s.to_lowercase()
+        .nfd()
+        .filter(|c| {
+            // Keep only non-combining alphabetic characters — strip everything else
+            c.is_alphabetic() && !unicode_normalization::char::is_combining_mark(*c)
+        })
+        .collect()
+}
+
+/// Generate all matching index keys for a parsed name.
+///
+/// For a name like "H. Paul" / "LeBlanc" with no nicknames, generates:
+/// - `("leblanc", "h paul")` — full normalized first
+/// - `("leblanc", "paul")` — individual token (if multi-token)
+/// - `("leblanc", "h")` — individual token (if multi-token)
+///
+/// For a name like "William" / "Burchenal" with nickname "Ken":
+/// - `("burchenal", "william")` — primary
+/// - `("burchenal", "ken")` — nickname variant
+pub fn matching_keys(parts: &NameParts) -> Vec<(String, String)> {
+    let norm_last = normalize_for_matching(&parts.last);
+    if norm_last.is_empty() {
+        return Vec::new();
+    }
+
+    let mut keys = Vec::new();
+    let mut seen = std::collections::HashSet::new();
+
+    // Primary key: full first name (all spaces stripped)
+    let norm_first_full = normalize_for_matching(&parts.first);
+    if !norm_first_full.is_empty() && seen.insert(norm_first_full.clone()) {
+        keys.push((norm_last.clone(), norm_first_full));
+    }
+
+    // Individual tokens from the display-form first name
+    // (split before full normalization so we can generate per-token keys)
+    let first_tokens: Vec<&str> = parts.first.split_whitespace().collect();
+    if first_tokens.len() > 1 {
+        for token in &first_tokens {
+            let norm_token = normalize_for_matching(token);
+            if !norm_token.is_empty() && seen.insert(norm_token.clone()) {
+                keys.push((norm_last.clone(), norm_token));
+            }
+        }
+    }
+
+    // Nickname variants
+    for nick in &parts.nicknames {
+        let norm_nick = normalize_for_matching(nick);
+        if !norm_nick.is_empty() && seen.insert(norm_nick.clone()) {
+            keys.push((norm_last.clone(), norm_nick));
+        }
+    }
+
+    keys
+}
+
+/// Backfill `first_name`/`last_name` columns for all instructors that have
+/// a `display_name` but NULL structured name fields.
+///
+/// Parses each `display_name` using [`parse_banner_name`] and updates the row.
+/// Logs warnings for any names that fail to parse.
+pub async fn backfill_instructor_names(db_pool: &PgPool) -> crate::error::Result<()> {
+    let rows: Vec<(i32, String)> = sqlx::query_as(
+        "SELECT id, display_name FROM instructors WHERE first_name IS NULL OR last_name IS NULL",
+    )
+    .fetch_all(db_pool)
+    .await?;
+
+    if rows.is_empty() {
+        return Ok(());
+    }
+
+    let total = rows.len();
+    let mut ids: Vec<i32> = Vec::with_capacity(total);
+    let mut firsts: Vec<String> = Vec::with_capacity(total);
+    let mut lasts: Vec<String> = Vec::with_capacity(total);
+    let mut unparseable = 0usize;
+
+    for (id, display_name) in &rows {
+        match parse_banner_name(display_name) {
+            Some(parts) => {
+                ids.push(*id);
+                firsts.push(parts.first);
+                lasts.push(parts.last);
+            }
+            None => {
+                warn!(
+                    id,
+                    display_name, "Failed to parse instructor display_name during backfill"
+                );
+                unparseable += 1;
+            }
+        }
+    }
+
+    if !ids.is_empty() {
+        let first_refs: Vec<&str> = firsts.iter().map(|s| s.as_str()).collect();
+        let last_refs: Vec<&str> = lasts.iter().map(|s| s.as_str()).collect();
+
+        sqlx::query(
+            r#"
+            UPDATE instructors i
+            SET first_name = v.first_name, last_name = v.last_name
+            FROM UNNEST($1::int4[], $2::text[], $3::text[])
+                AS v(id, first_name, last_name)
+            WHERE i.id = v.id
+            "#,
+        )
+        .bind(&ids)
+        .bind(&first_refs)
+        .bind(&last_refs)
+        .execute(db_pool)
+        .await?;
+    }
+
+    info!(
+        total,
+        updated = ids.len(),
+        unparseable,
+        "Instructor name backfill complete"
+    );
+
+    Ok(())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    // -----------------------------------------------------------------------
+    // HTML entity decoding
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn decode_apostrophe_entity() {
+        assert_eq!(decode_html_entities("O&#39;Brien"), "O'Brien");
+    }
+
+    #[test]
+    fn decode_umlaut_entity() {
+        assert_eq!(decode_html_entities("B&uuml;lent"), "Bülent");
+    }
+
+    #[test]
+    fn decode_no_entities() {
+        assert_eq!(decode_html_entities("Smith"), "Smith");
+    }
+
+    // -----------------------------------------------------------------------
+    // Nickname extraction
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn extract_paren_nickname() {
+        let (cleaned, nicks) = extract_nicknames("William (Ken)");
+        assert_eq!(cleaned, "William");
+        assert_eq!(nicks, vec!["Ken"]);
+    }
+
+    #[test]
+    fn extract_quoted_nickname() {
+        let (cleaned, nicks) = extract_nicknames("Thomas \"Butch\"");
+        assert_eq!(cleaned, "Thomas");
+        assert_eq!(nicks, vec!["Butch"]);
+    }
+
+    #[test]
+    fn extract_paren_with_extra_text() {
+        let (cleaned, nicks) = extract_nicknames("John (jack) C.");
+        assert_eq!(cleaned, "John C.");
+        assert_eq!(nicks, vec!["jack"]);
+    }
+
+    #[test]
+    fn extract_no_nicknames() {
+        let (cleaned, nicks) = extract_nicknames("Maria Elena");
+        assert_eq!(cleaned, "Maria Elena");
+        assert!(nicks.is_empty());
+    }
+
+    // -----------------------------------------------------------------------
+    // Suffix extraction
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn extract_suffix_iii() {
+        let (name, suffix) = extract_suffix("LeBlanc III");
+        assert_eq!(name, "LeBlanc");
+        assert_eq!(suffix, Some("III".to_string()));
+    }
+
+    #[test]
+    fn extract_suffix_jr_period() {
+        let (name, suffix) = extract_suffix("Smith Jr.");
+        assert_eq!(name, "Smith");
+        assert_eq!(suffix, Some("Jr.".to_string()));
+    }
+
+    #[test]
+    fn extract_no_suffix() {
+        let (name, suffix) = extract_suffix("García");
+        assert_eq!(name, "García");
+        assert_eq!(suffix, None);
+    }
+
+    // -----------------------------------------------------------------------
+    // Junk stripping
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn strip_trailing_comma() {
+        assert_eq!(strip_junk("Cronenberger,"), "Cronenberger");
+    }
+
+    #[test]
+    fn strip_email_address() {
+        assert_eq!(strip_junk("Neel.Baumgardner@utsa.edu"), "");
+    }
+
+    #[test]
+    fn strip_clean_name() {
+        assert_eq!(strip_junk("  Maria  "), "Maria");
+    }
+
+    // -----------------------------------------------------------------------
+    // normalize_for_matching
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn normalize_strips_accents() {
+        assert_eq!(normalize_for_matching("García"), "garcia");
+    }
+
+    #[test]
+    fn normalize_strips_apostrophe() {
+        assert_eq!(normalize_for_matching("O'Brien"), "obrien");
+    }
+
+    #[test]
+    fn normalize_strips_hyphen() {
+        assert_eq!(normalize_for_matching("Aguirre-Mesa"), "aguirremesa");
+    }
+
+    #[test]
+    fn normalize_tilde_n() {
+        assert_eq!(normalize_for_matching("Muñoz"), "munoz");
+    }
+
+    #[test]
+    fn normalize_umlaut() {
+        assert_eq!(normalize_for_matching("Müller"), "muller");
+    }
+
+    #[test]
+    fn normalize_period() {
+        assert_eq!(normalize_for_matching("H. Paul"), "hpaul");
+    }
+
+    #[test]
+    fn normalize_strips_spaces() {
+        assert_eq!(normalize_for_matching("Mary Lou"), "marylou");
+    }
+
+    // -----------------------------------------------------------------------
+    // parse_banner_name
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn banner_standard_name() {
+        let p = parse_banner_name("Smith, John").unwrap();
+        assert_eq!(p.first, "John");
+        assert_eq!(p.last, "Smith");
+        assert_eq!(p.suffix, None);
+    }
+
+    #[test]
+    fn banner_html_entity_apostrophe() {
+        let p = parse_banner_name("O&#39;Brien, Erin").unwrap();
+        assert_eq!(p.first, "Erin");
+        assert_eq!(p.last, "O'Brien");
+    }
+
+    #[test]
+    fn banner_html_entity_umlaut() {
+        let p = parse_banner_name("Temel, B&uuml;lent").unwrap();
+        assert_eq!(p.first, "Bülent");
+        assert_eq!(p.last, "Temel");
+    }
+
+    #[test]
+    fn banner_suffix_iii() {
+        let p = parse_banner_name("LeBlanc III, H. Paul").unwrap();
+        assert_eq!(p.first, "H. Paul");
+        assert_eq!(p.last, "LeBlanc");
+        assert_eq!(p.suffix, Some("III".to_string()));
+    }
+
+    #[test]
+    fn banner_suffix_ii() {
+        let p = parse_banner_name("Ellis II, Ronald").unwrap();
+        assert_eq!(p.first, "Ronald");
+        assert_eq!(p.last, "Ellis");
+        assert_eq!(p.suffix, Some("II".to_string()));
+    }
+
+    #[test]
+    fn banner_multi_word_last() {
+        let p = parse_banner_name("Aguirre Mesa, Andres").unwrap();
+        assert_eq!(p.first, "Andres");
+        assert_eq!(p.last, "Aguirre Mesa");
+    }
+
+    #[test]
+    fn banner_hyphenated_last() {
+        let p = parse_banner_name("Abu-Lail, Nehal").unwrap();
+        assert_eq!(p.first, "Nehal");
+        assert_eq!(p.last, "Abu-Lail");
+    }
+
+    #[test]
+    fn banner_with_middle_name() {
+        let p = parse_banner_name("Smith, John David").unwrap();
+        assert_eq!(p.first, "John David");
+        assert_eq!(p.last, "Smith");
+    }
+
+    #[test]
+    fn banner_no_comma() {
+        assert!(parse_banner_name("SingleName").is_none());
+    }
+
+    #[test]
+    fn banner_empty_first() {
+        assert!(parse_banner_name("Smith,").is_none());
+    }
+
+    #[test]
+    fn banner_empty_last() {
+        assert!(parse_banner_name(", John").is_none());
+    }
+
+    // -----------------------------------------------------------------------
+    // parse_rmp_name
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn rmp_standard_name() {
+        let p = parse_rmp_name("John", "Smith").unwrap();
+        assert_eq!(p.first, "John");
+        assert_eq!(p.last, "Smith");
+    }
+
+    #[test]
+    fn rmp_with_nickname() {
+        let p = parse_rmp_name("William (Ken)", "Burchenal").unwrap();
+        assert_eq!(p.first, "William");
+        assert_eq!(p.nicknames, vec!["Ken"]);
+    }
+
+    #[test]
+    fn rmp_trailing_comma_last() {
+        let p = parse_rmp_name("J.", "Cronenberger,").unwrap();
+        assert_eq!(p.last, "Cronenberger");
+    }
+
+    #[test]
+    fn rmp_email_in_first() {
+        assert!(parse_rmp_name("Neel.Baumgardner@utsa.edu", "Baumgardner").is_none());
+    }
+
+    #[test]
+    fn rmp_suffix_in_last() {
+        let p = parse_rmp_name("H. Paul", "LeBlanc III").unwrap();
+        assert_eq!(p.first, "H. Paul");
+        assert_eq!(p.last, "LeBlanc");
+        assert_eq!(p.suffix, Some("III".to_string()));
+    }
+
+    #[test]
+    fn rmp_quoted_nickname() {
+        let p = parse_rmp_name("Thomas \"Butch\"", "Matjeka").unwrap();
+        assert_eq!(p.first, "Thomas");
+        assert_eq!(p.nicknames, vec!["Butch"]);
+    }
+
+    #[test]
+    fn rmp_accented_last() {
+        let p = parse_rmp_name("Liliana", "Saldaña").unwrap();
+        assert_eq!(p.last, "Saldaña");
+    }
+
+    // -----------------------------------------------------------------------
+    // matching_keys
+    // -----------------------------------------------------------------------
+
+    #[test]
+    fn keys_simple_name() {
+        let parts = NameParts {
+            first: "John".into(),
+            last: "Smith".into(),
+            middle: None,
+            suffix: None,
+            nicknames: vec![],
+        };
+        let keys = matching_keys(&parts);
+        assert_eq!(keys, vec![("smith".into(), "john".into())]);
+    }
+
+    #[test]
+    fn keys_multi_token_first() {
+        let parts = NameParts {
+            first: "H. Paul".into(),
+            last: "LeBlanc".into(),
+            middle: None,
+            suffix: Some("III".into()),
+            nicknames: vec![],
+        };
+        let keys = matching_keys(&parts);
+        assert!(keys.contains(&("leblanc".into(), "hpaul".into())));
+        assert!(keys.contains(&("leblanc".into(), "paul".into())));
+        assert!(keys.contains(&("leblanc".into(), "h".into())));
+        assert_eq!(keys.len(), 3);
+    }
+
+    #[test]
+    fn keys_with_nickname() {
+        let parts = NameParts {
+            first: "William".into(),
+            last: "Burchenal".into(),
+            middle: None,
+            suffix: None,
+            nicknames: vec!["Ken".into()],
+        };
+        let keys = matching_keys(&parts);
+        assert!(keys.contains(&("burchenal".into(), "william".into())));
+        assert!(keys.contains(&("burchenal".into(), "ken".into())));
+        assert_eq!(keys.len(), 2);
+    }
+
+    #[test]
+    fn keys_hyphenated_last() {
+        let parts = parse_banner_name("Aguirre-Mesa, Andres").unwrap();
+        let keys = matching_keys(&parts);
+        // Hyphen removed: "aguirremesa"
+        assert!(keys.contains(&("aguirremesa".into(), "andres".into())));
+    }
+
+    #[test]
+    fn keys_accented_name() {
+        let parts = parse_rmp_name("Liliana", "Saldaña").unwrap();
+        let keys = matching_keys(&parts);
+        assert!(keys.contains(&("saldana".into(), "liliana".into())));
+    }
+
+    #[test]
+    fn keys_cross_source_match() {
+        // Banner: "Aguirre Mesa, Andres" → last="Aguirre Mesa"
+        let banner = parse_banner_name("Aguirre Mesa, Andres").unwrap();
+        let banner_keys = matching_keys(&banner);
+
+        // RMP: "Andres" / "Aguirre-Mesa" → last="Aguirre-Mesa"
+        let rmp = parse_rmp_name("Andres", "Aguirre-Mesa").unwrap();
+        let rmp_keys = matching_keys(&rmp);
+
+        // Both should normalize to ("aguirremesa", "andres")
+        assert!(banner_keys.iter().any(|k| rmp_keys.contains(k)));
+    }
+
+    #[test]
+    fn keys_accent_cross_match() {
+        // Banner: "García, José" (if Banner ever has accents)
+        let banner = parse_banner_name("Garcia, Jose").unwrap();
+        let banner_keys = matching_keys(&banner);
+
+        // RMP: "José" / "García"
+        let rmp = parse_rmp_name("José", "García").unwrap();
+        let rmp_keys = matching_keys(&rmp);
+
+        // Both normalize to ("garcia", "jose")
+        assert!(banner_keys.iter().any(|k| rmp_keys.contains(k)));
+    }
+}
@@ -3,8 +3,7 @@
 use crate::error::Result;
 use crate::rmp::RmpProfessor;
 use sqlx::PgPool;
-use std::collections::{HashMap, HashSet};
-use tracing::{debug, info, warn};
+use std::collections::HashSet;

 /// Bulk upsert RMP professors using the UNNEST pattern.
 ///
@@ -92,220 +91,102 @@ pub async fn batch_upsert_rmp_professors(
    Ok(())
 }

-/// Normalize a name for matching: lowercase, trim, strip trailing periods.
-fn normalize(s: &str) -> String {
-    s.trim().to_lowercase().trim_end_matches('.').to_string()
-}
-
-/// Parse Banner's "Last, First Middle" display name into (last, first) tokens.
+/// Retrieve RMP rating data for an instructor by instructor id.
 ///
-/// Returns `None` if the format is unparseable (no comma, empty parts).
-fn parse_display_name(display_name: &str) -> Option<(String, String)> {
-    let (last_part, first_part) = display_name.split_once(',')?;
-    let last = normalize(last_part);
-    // Take only the first token of the first-name portion to drop middle names/initials.
-    let first = normalize(first_part.split_whitespace().next()?);
-    if last.is_empty() || first.is_empty() {
-        return None;
-    }
-    Some((last, first))
-}
-
-/// Auto-match instructors to RMP professors by normalized name.
-///
-/// Loads all pending instructors and all RMP professors, then matches in Rust
-/// using normalized name comparison. Only assigns a match when exactly one RMP
-/// professor matches a given instructor.
-pub async fn auto_match_instructors(db_pool: &PgPool) -> Result<u64> {
-    // Load pending instructors
-    let instructors: Vec<(String, String)> = sqlx::query_as(
-        "SELECT banner_id, display_name FROM instructors WHERE rmp_match_status = 'pending'",
-    )
-    .fetch_all(db_pool)
-    .await?;
-
-    if instructors.is_empty() {
-        info!(matched = 0, "No pending instructors to match");
-        return Ok(0);
-    }
-
-    // Load all RMP professors
-    let professors: Vec<(i32, String, String)> =
-        sqlx::query_as("SELECT legacy_id, first_name, last_name FROM rmp_professors")
-            .fetch_all(db_pool)
-            .await?;
-
-    // Build a lookup: (normalized_last, normalized_first) -> list of legacy_ids
-    let mut rmp_index: HashMap<(String, String), Vec<i32>> = HashMap::new();
-    for (legacy_id, first, last) in &professors {
-        let key = (normalize(last), normalize(first));
-        rmp_index.entry(key).or_default().push(*legacy_id);
-    }
-
-    // Match each instructor
-    let mut matches: Vec<(i32, String)> = Vec::new(); // (legacy_id, banner_id)
-    let mut no_comma = 0u64;
-    let mut no_match = 0u64;
-    let mut ambiguous = 0u64;
-
-    for (banner_id, display_name) in &instructors {
-        let Some((last, first)) = parse_display_name(display_name) else {
-            no_comma += 1;
-            continue;
-        };
-
-        let key = (last, first);
-        match rmp_index.get(&key) {
-            Some(ids) if ids.len() == 1 => {
-                matches.push((ids[0], banner_id.clone()));
-            }
-            Some(ids) => {
-                ambiguous += 1;
-                debug!(
-                    banner_id,
-                    display_name,
-                    candidates = ids.len(),
-                    "Ambiguous RMP match, skipping"
-                );
-            }
-            None => {
-                no_match += 1;
-            }
-        }
-    }
-
-    if no_comma > 0 || ambiguous > 0 {
-        warn!(
-            total_pending = instructors.len(),
-            no_comma,
-            no_match,
-            ambiguous,
-            matched = matches.len(),
-            "RMP matching diagnostics"
-        );
-    }
-
-    // Batch update matches
-    if matches.is_empty() {
-        info!(matched = 0, "Auto-matched instructors to RMP professors");
-        return Ok(0);
-    }
-
-    let legacy_ids: Vec<i32> = matches.iter().map(|(id, _)| *id).collect();
-    let banner_ids: Vec<&str> = matches.iter().map(|(_, bid)| bid.as_str()).collect();
-
-    let result = sqlx::query(
-        r#"
-        UPDATE instructors i
-        SET
-            rmp_legacy_id = m.legacy_id,
-            rmp_match_status = 'auto'
-        FROM UNNEST($1::int4[], $2::text[]) AS m(legacy_id, banner_id)
-        WHERE i.banner_id = m.banner_id
-        "#,
-    )
-    .bind(&legacy_ids)
-    .bind(&banner_ids)
-    .execute(db_pool)
-    .await
-    .map_err(|e| anyhow::anyhow!("Failed to update instructor RMP matches: {}", e))?;
-
-    let matched = result.rows_affected();
-    info!(matched, "Auto-matched instructors to RMP professors");
-    Ok(matched)
-}
-
-/// Retrieve RMP rating data for an instructor by banner_id.
-///
-/// Returns `(avg_rating, num_ratings)` if the instructor has an RMP match.
+/// Returns `(avg_rating, num_ratings)` for the best linked RMP profile
+/// (most ratings). Returns `None` if no link exists.
 #[allow(dead_code)]
 pub async fn get_instructor_rmp_data(
    db_pool: &PgPool,
-    banner_id: &str,
+    instructor_id: i32,
 ) -> Result<Option<(f32, i32)>> {
    let row: Option<(f32, i32)> = sqlx::query_as(
        r#"
        SELECT rp.avg_rating, rp.num_ratings
-        FROM instructors i
-        JOIN rmp_professors rp ON rp.legacy_id = i.rmp_legacy_id
-        WHERE i.banner_id = $1
+        FROM instructor_rmp_links irl
+        JOIN rmp_professors rp ON rp.legacy_id = irl.rmp_legacy_id
+        WHERE irl.instructor_id = $1
          AND rp.avg_rating IS NOT NULL
+        ORDER BY rp.num_ratings DESC NULLS LAST
+        LIMIT 1
        "#,
    )
-    .bind(banner_id)
+    .bind(instructor_id)
    .fetch_optional(db_pool)
    .await?;
    Ok(row)
 }

-#[cfg(test)]
-mod tests {
-    use super::*;
+/// Unmatch an instructor from an RMP profile.
+///
+/// Removes the link from `instructor_rmp_links` and updates the instructor's
+/// `rmp_match_status` to 'unmatched' if no links remain.
+///
+/// If `rmp_legacy_id` is `Some`, removes only that specific link.
+/// If `None`, removes all links for the instructor.
+pub async fn unmatch_instructor(
+    db_pool: &PgPool,
+    instructor_id: i32,
+    rmp_legacy_id: Option<i32>,
+) -> Result<()> {
+    let mut tx = db_pool.begin().await?;

-    #[test]
-    fn parse_standard_name() {
-        assert_eq!(
-            parse_display_name("Smith, John"),
-            Some(("smith".into(), "john".into()))
-        );
+    // Delete specific link or all links
+    if let Some(legacy_id) = rmp_legacy_id {
+        sqlx::query(
+            "DELETE FROM instructor_rmp_links WHERE instructor_id = $1 AND rmp_legacy_id = $2",
+        )
+        .bind(instructor_id)
+        .bind(legacy_id)
+        .execute(&mut *tx)
+        .await?;
+    } else {
+        sqlx::query("DELETE FROM instructor_rmp_links WHERE instructor_id = $1")
+            .bind(instructor_id)
+            .execute(&mut *tx)
+            .await?;
    }

-    #[test]
-    fn parse_name_with_middle() {
-        assert_eq!(
-            parse_display_name("Smith, John David"),
-            Some(("smith".into(), "john".into()))
-        );
+    // Check if any links remain
+    let (remaining,): (i64,) =
+        sqlx::query_as("SELECT COUNT(*) FROM instructor_rmp_links WHERE instructor_id = $1")
+            .bind(instructor_id)
+            .fetch_one(&mut *tx)
+            .await?;
+
+    // Update instructor status if no links remain
+    if remaining == 0 {
+        sqlx::query("UPDATE instructors SET rmp_match_status = 'unmatched' WHERE id = $1")
+            .bind(instructor_id)
+            .execute(&mut *tx)
+            .await?;
    }

-    #[test]
-    fn parse_name_with_middle_initial() {
-        assert_eq!(
-            parse_display_name("Garcia, Maria L."),
-            Some(("garcia".into(), "maria".into()))
-        );
+    // Reset accepted candidates back to pending when unmatching
+    // This allows the candidates to be re-matched later
+    if let Some(legacy_id) = rmp_legacy_id {
+        // Reset only the specific candidate
+        sqlx::query(
+            "UPDATE rmp_match_candidates 
+             SET status = 'pending', resolved_at = NULL, resolved_by = NULL 
+             WHERE instructor_id = $1 AND rmp_legacy_id = $2 AND status = 'accepted'",
+        )
+        .bind(instructor_id)
+        .bind(legacy_id)
+        .execute(&mut *tx)
+        .await?;
+    } else {
+        // Reset all accepted candidates for this instructor
+        sqlx::query(
+            "UPDATE rmp_match_candidates 
+             SET status = 'pending', resolved_at = NULL, resolved_by = NULL 
+             WHERE instructor_id = $1 AND status = 'accepted'",
+        )
+        .bind(instructor_id)
+        .execute(&mut *tx)
+        .await?;
    }

-    #[test]
-    fn parse_name_with_suffix_in_last() {
-        // Banner may encode "Jr." as part of the last name.
-        // normalize() strips trailing periods so "Jr." becomes "jr".
-        assert_eq!(
-            parse_display_name("Smith Jr., James"),
-            Some(("smith jr".into(), "james".into()))
-        );
-    }
-
-    #[test]
-    fn parse_no_comma_returns_none() {
-        assert_eq!(parse_display_name("SingleName"), None);
-    }
-
-    #[test]
-    fn parse_empty_first_returns_none() {
-        assert_eq!(parse_display_name("Smith,"), None);
-    }
-
-    #[test]
-    fn parse_empty_last_returns_none() {
-        assert_eq!(parse_display_name(", John"), None);
-    }
-
-    #[test]
-    fn parse_extra_whitespace() {
-        assert_eq!(
-            parse_display_name("  Doe ,  Jane   Marie  "),
-            Some(("doe".into(), "jane".into()))
-        );
-    }
-
-    #[test]
-    fn normalize_trims_and_lowercases() {
-        assert_eq!(normalize("  FOO  "), "foo");
-    }
-
-    #[test]
-    fn normalize_strips_trailing_period() {
-        assert_eq!(normalize("Jr."), "jr");
-    }
+    tx.commit().await?;
+    Ok(())
 }
@@ -0,0 +1,695 @@
+//! Confidence scoring and candidate generation for RMP instructor matching.
+
+use crate::data::names::{matching_keys, parse_banner_name, parse_rmp_name};
+use crate::error::Result;
+use serde::{Deserialize, Serialize};
+use sqlx::PgPool;
+use std::collections::{HashMap, HashSet};
+use tracing::{debug, info};
+
+// ---------------------------------------------------------------------------
+// Scoring types
+// ---------------------------------------------------------------------------
+
+/// Breakdown of individual scoring signals.
+#[derive(Debug, Clone, Default, Serialize, Deserialize)]
+pub struct ScoreBreakdown {
+    pub name: f32,
+    pub department: f32,
+    pub uniqueness: f32,
+    pub volume: f32,
+}
+
+/// Result of scoring a single instructor–RMP candidate pair.
+#[derive(Debug, Clone)]
+pub struct MatchScore {
+    pub score: f32,
+    pub breakdown: ScoreBreakdown,
+}
+
+// ---------------------------------------------------------------------------
+// Thresholds
+// ---------------------------------------------------------------------------
+
+/// Minimum composite score to store a candidate row.
+const MIN_CANDIDATE_THRESHOLD: f32 = 0.40;
+
+/// Score at or above which a candidate is auto-accepted.
+const AUTO_ACCEPT_THRESHOLD: f32 = 0.85;
+
+// ---------------------------------------------------------------------------
+// Weights (must sum to 1.0)
+// ---------------------------------------------------------------------------
+
+const WEIGHT_NAME: f32 = 0.50;
+const WEIGHT_DEPARTMENT: f32 = 0.25;
+const WEIGHT_UNIQUENESS: f32 = 0.15;
+const WEIGHT_VOLUME: f32 = 0.10;
+
+// ---------------------------------------------------------------------------
+// Pure scoring functions
+// ---------------------------------------------------------------------------
+
+/// Check if an instructor's subjects overlap with an RMP department.
+///
+/// Returns `1.0` for a match, `0.2` for a mismatch, `0.5` when the RMP
+/// department is unknown.
+fn department_similarity(subjects: &[String], rmp_department: Option<&str>) -> f32 {
+    let Some(dept) = rmp_department else {
+        return 0.5;
+    };
+    let dept_lower = dept.to_lowercase();
+
+    // Quick check: does any subject appear directly in the department string
+    // or vice-versa?
+    for subj in subjects {
+        let subj_lower = subj.to_lowercase();
+        if dept_lower.contains(&subj_lower) || subj_lower.contains(&dept_lower) {
+            return 1.0;
+        }
+
+        // Handle common UTSA abbreviation mappings.
+        if matches_known_abbreviation(&subj_lower, &dept_lower) {
+            return 1.0;
+        }
+    }
+
+    0.2
+}
+
+/// Expand common subject abbreviations used at UTSA and check for overlap.
+fn matches_known_abbreviation(subject: &str, department: &str) -> bool {
+    const MAPPINGS: &[(&str, &[&str])] = &[
+        // Core subjects (original mappings, corrected)
+        ("cs", &["computer science"]),
+        ("ece", &["early childhood education", "early childhood"]),
+        ("ee", &["electrical engineering", "electrical"]),
+        ("me", &["mechanical engineering", "mechanical"]),
+        ("ce", &["civil engineering", "civil"]),
+        ("bio", &["biology", "biological"]),
+        ("chem", &["chemistry"]),
+        ("phys", &["physics"]),
+        ("math", &["mathematics"]),
+        ("sta", &["statistics"]),
+        ("eng", &["english"]),
+        ("his", &["history"]),
+        ("pol", &["political science"]),
+        ("psy", &["psychology"]),
+        ("soc", &["sociology"]),
+        ("mus", &["music"]),
+        ("art", &["art"]),
+        ("phi", &["philosophy"]),
+        ("eco", &["economics"]),
+        ("acc", &["accounting"]),
+        ("fin", &["finance"]),
+        ("mgt", &["management"]),
+        ("mkt", &["marketing"]),
+        ("is", &["information systems"]),
+        ("ms", &["management science"]),
+        ("kin", &["kinesiology"]),
+        ("com", &["communication"]),
+        // Architecture & Design
+        ("arc", &["architecture"]),
+        ("ide", &["interior design", "design"]),
+        // Anthropology & Ethnic Studies
+        ("ant", &["anthropology"]),
+        ("aas", &["african american studies", "ethnic studies"]),
+        ("mas", &["mexican american studies", "ethnic studies"]),
+        ("regs", &["ethnic studies", "gender"]),
+        // Languages
+        ("lng", &["linguistics", "applied linguistics"]),
+        ("spn", &["spanish"]),
+        ("frn", &["french"]),
+        ("ger", &["german"]),
+        ("chn", &["chinese"]),
+        ("jpn", &["japanese"]),
+        ("kor", &["korean"]),
+        ("itl", &["italian"]),
+        ("rus", &["russian"]),
+        ("lat", &["latin"]),
+        ("grk", &["greek"]),
+        ("asl", &["american sign language", "sign language"]),
+        (
+            "fl",
+            &["foreign languages", "languages", "modern languages"],
+        ),
+        // Education
+        ("edu", &["education"]),
+        ("ci", &["curriculum", "education"]),
+        ("edl", &["educational leadership", "education"]),
+        ("edp", &["educational psychology", "education"]),
+        ("bbl", &["bilingual education"]),
+        ("spe", &["special education", "education"]),
+        // Business
+        ("ent", &["entrepreneurship"]),
+        ("gba", &["general business", "business"]),
+        ("blw", &["business law", "law"]),
+        ("rfd", &["real estate"]),
+        ("mot", &["management of technology", "management"]),
+        // Engineering
+        ("egr", &["engineering"]),
+        ("bme", &["biomedical engineering", "engineering"]),
+        ("cme", &["chemical engineering", "engineering"]),
+        ("cpe", &["computer engineering", "engineering"]),
+        ("ise", &["industrial", "systems engineering", "engineering"]),
+        ("mate", &["materials engineering", "engineering"]),
+        // Sciences
+        ("che", &["chemistry"]),
+        ("bch", &["biochemistry", "chemistry"]),
+        ("geo", &["geology"]),
+        ("phy", &["physics"]),
+        ("ast", &["astronomy"]),
+        ("es", &["environmental science"]),
+        // Social Sciences
+        ("crj", &["criminal justice"]),
+        ("swk", &["social work"]),
+        ("pad", &["public administration"]),
+        ("grg", &["geography"]),
+        ("ges", &["geography"]),
+        // Humanities
+        ("cla", &["classics"]),
+        ("hum", &["humanities"]),
+        ("wgss", &["women's studies"]),
+        // Health
+        ("hth", &["health"]),
+        ("hcp", &["health science", "health"]),
+        ("ntr", &["nutrition"]),
+        // Military
+        ("msc", &["military science"]),
+        ("asc", &["aerospace"]),
+        // Arts
+        ("dan", &["dance"]),
+        ("thr", &["theater"]),
+        ("ahc", &["art history"]),
+        // Other
+        ("cou", &["counseling"]),
+        ("hon", &["honors"]),
+        ("csm", &["construction"]),
+        ("wrc", &["writing"]),
+        ("set", &["tourism management", "tourism"]),
+    ];
+
+    for &(abbr, expansions) in MAPPINGS {
+        if subject == abbr {
+            return expansions
+                .iter()
+                .any(|expansion| department.contains(expansion));
+        }
+    }
+    false
+}
+
+/// Compute match confidence score (0.0–1.0) for an instructor–RMP pair.
+///
+/// The name signal is always 1.0 since candidates are only generated for
+/// exact normalized name matches. The effective score range is 0.50–1.0.
+pub fn compute_match_score(
+    instructor_subjects: &[String],
+    rmp_department: Option<&str>,
+    candidate_count: usize,
+    rmp_num_ratings: i32,
+) -> MatchScore {
+    // --- Name (0.50) — always 1.0, candidates only exist for exact matches ---
+    let name_score = 1.0;
+
+    // --- Department (0.25) ---
+    let dept_score = department_similarity(instructor_subjects, rmp_department);
+
+    // --- Uniqueness (0.15) ---
+    let uniqueness_score = match candidate_count {
+        0 | 1 => 1.0,
+        2 => 0.5,
+        _ => 0.2,
+    };
+
+    // --- Volume (0.10) ---
+    let volume_score = ((rmp_num_ratings as f32).ln_1p() / 5.0_f32.ln_1p()).clamp(0.0, 1.0);
+
+    let composite = name_score * WEIGHT_NAME
+        + dept_score * WEIGHT_DEPARTMENT
+        + uniqueness_score * WEIGHT_UNIQUENESS
+        + volume_score * WEIGHT_VOLUME;
+
+    MatchScore {
+        score: composite,
+        breakdown: ScoreBreakdown {
+            name: name_score,
+            department: dept_score,
+            uniqueness: uniqueness_score,
+            volume: volume_score,
+        },
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Candidate generation (DB)
+// ---------------------------------------------------------------------------
+
+/// Statistics returned from candidate generation.
+#[derive(Debug)]
+pub struct MatchingStats {
+    pub total_unmatched: usize,
+    pub candidates_created: usize,
+    pub candidates_rescored: usize,
+    pub auto_matched: usize,
+    pub skipped_unparseable: usize,
+    pub skipped_no_candidates: usize,
+}
+
+/// Lightweight row for building the in-memory RMP name index.
+struct RmpProfForMatching {
+    legacy_id: i32,
+    department: Option<String>,
+    num_ratings: i32,
+}
+
+/// Generate match candidates for all unmatched instructors.
+///
+/// For each unmatched instructor:
+/// 1. Parse `display_name` into [`NameParts`] and generate matching keys.
+/// 2. Find RMP professors with matching normalized name keys.
+/// 3. Score each candidate.
+/// 4. Store candidates scoring above [`MIN_CANDIDATE_THRESHOLD`].
+/// 5. Auto-accept if the top candidate scores ≥ [`AUTO_ACCEPT_THRESHOLD`]
+///    and no existing rejected candidate exists for that pair.
+///
+/// Already-evaluated instructor–RMP pairs (any status) are skipped.
+pub async fn generate_candidates(db_pool: &PgPool) -> Result<MatchingStats> {
+    // 1. Load unmatched instructors
+    let instructors: Vec<(i32, String)> = sqlx::query_as(
+        "SELECT id, display_name FROM instructors WHERE rmp_match_status = 'unmatched'",
+    )
+    .fetch_all(db_pool)
+    .await?;
+
+    if instructors.is_empty() {
+        info!("No unmatched instructors to generate candidates for");
+        return Ok(MatchingStats {
+            total_unmatched: 0,
+            candidates_created: 0,
+            candidates_rescored: 0,
+            auto_matched: 0,
+            skipped_unparseable: 0,
+            skipped_no_candidates: 0,
+        });
+    }
+
+    let instructor_ids: Vec<i32> = instructors.iter().map(|(id, _)| *id).collect();
+    let total_unmatched = instructors.len();
+
+    // 2. Load instructor subjects
+    let subject_rows: Vec<(i32, String)> = sqlx::query_as(
+        r#"
+        SELECT DISTINCT ci.instructor_id, c.subject
+        FROM course_instructors ci
+        JOIN courses c ON c.id = ci.course_id
+        WHERE ci.instructor_id = ANY($1)
+        "#,
+    )
+    .bind(&instructor_ids)
+    .fetch_all(db_pool)
+    .await?;
+
+    let mut subject_map: HashMap<i32, Vec<String>> = HashMap::new();
+    for (iid, subject) in subject_rows {
+        subject_map.entry(iid).or_default().push(subject);
+    }
+
+    // 3. Load all RMP professors and build multi-key name index
+    let prof_rows: Vec<(i32, String, String, Option<String>, i32)> = sqlx::query_as(
+        "SELECT legacy_id, first_name, last_name, department, num_ratings FROM rmp_professors",
+    )
+    .fetch_all(db_pool)
+    .await?;
+
+    // Build name index: (normalized_last, normalized_first) -> Vec<RmpProfForMatching>
+    // Each professor may appear under multiple keys (nicknames, token variants).
+    let mut name_index: HashMap<(String, String), Vec<RmpProfForMatching>> = HashMap::new();
+    let mut rmp_parse_failures = 0usize;
+    for (legacy_id, first_name, last_name, department, num_ratings) in &prof_rows {
+        match parse_rmp_name(first_name, last_name) {
+            Some(parts) => {
+                let keys = matching_keys(&parts);
+                for key in keys {
+                    name_index.entry(key).or_default().push(RmpProfForMatching {
+                        legacy_id: *legacy_id,
+                        department: department.clone(),
+                        num_ratings: *num_ratings,
+                    });
+                }
+            }
+            None => {
+                rmp_parse_failures += 1;
+                debug!(
+                    legacy_id,
+                    first_name, last_name, "Unparseable RMP professor name, skipping"
+                );
+            }
+        }
+    }
+
+    if rmp_parse_failures > 0 {
+        debug!(
+            count = rmp_parse_failures,
+            "RMP professors with unparseable names"
+        );
+    }
+
+    // 4. Load existing candidate pairs — only skip resolved (accepted/rejected) pairs.
+    //    Pending candidates are rescored so updated mappings take effect.
+    let candidate_rows: Vec<(i32, i32, String)> =
+        sqlx::query_as("SELECT instructor_id, rmp_legacy_id, status FROM rmp_match_candidates")
+            .fetch_all(db_pool)
+            .await?;
+
+    let mut resolved_pairs: HashSet<(i32, i32)> = HashSet::new();
+    let mut pending_pairs: HashSet<(i32, i32)> = HashSet::new();
+    let mut rejected_pairs: HashSet<(i32, i32)> = HashSet::new();
+    for (iid, lid, status) in candidate_rows {
+        match status.as_str() {
+            "accepted" | "rejected" => {
+                resolved_pairs.insert((iid, lid));
+                if status == "rejected" {
+                    rejected_pairs.insert((iid, lid));
+                }
+            }
+            _ => {
+                pending_pairs.insert((iid, lid));
+            }
+        }
+    }
+
+    // 5. Score and collect candidates (new + rescored pending)
+    let empty_subjects: Vec<String> = Vec::new();
+    let mut new_candidates: Vec<(i32, i32, f32, serde_json::Value)> = Vec::new();
+    let mut rescored_candidates: Vec<(i32, i32, f32, serde_json::Value)> = Vec::new();
+    let mut auto_accept: Vec<(i32, i32)> = Vec::new(); // (instructor_id, legacy_id)
+    let mut skipped_unparseable = 0usize;
+    let mut skipped_no_candidates = 0usize;
+
+    for (instructor_id, display_name) in &instructors {
+        let Some(instructor_parts) = parse_banner_name(display_name) else {
+            skipped_unparseable += 1;
+            debug!(
+                instructor_id,
+                display_name, "Unparseable display name, skipping"
+            );
+            continue;
+        };
+
+        let subjects = subject_map.get(instructor_id).unwrap_or(&empty_subjects);
+
+        // Generate all matching keys for this instructor and collect candidate
+        // RMP professors across all key variants (deduplicated by legacy_id).
+        let instructor_keys = matching_keys(&instructor_parts);
+        let mut seen_profs: HashSet<i32> = HashSet::new();
+        let mut matched_profs: Vec<&RmpProfForMatching> = Vec::new();
+
+        for key in &instructor_keys {
+            if let Some(profs) = name_index.get(key) {
+                for prof in profs {
+                    if seen_profs.insert(prof.legacy_id) {
+                        matched_profs.push(prof);
+                    }
+                }
+            }
+        }
+
+        if matched_profs.is_empty() {
+            skipped_no_candidates += 1;
+            continue;
+        }
+
+        let candidate_count = matched_profs.len();
+        let mut best: Option<(f32, i32)> = None;
+
+        for prof in &matched_profs {
+            let pair = (*instructor_id, prof.legacy_id);
+            if resolved_pairs.contains(&pair) {
+                continue;
+            }
+
+            let ms = compute_match_score(
+                subjects,
+                prof.department.as_deref(),
+                candidate_count,
+                prof.num_ratings,
+            );
+
+            if ms.score < MIN_CANDIDATE_THRESHOLD {
+                continue;
+            }
+
+            let breakdown_json =
+                serde_json::to_value(&ms.breakdown).unwrap_or_else(|_| serde_json::json!({}));
+
+            if pending_pairs.contains(&pair) {
+                rescored_candidates.push((
+                    *instructor_id,
+                    prof.legacy_id,
+                    ms.score,
+                    breakdown_json,
+                ));
+            } else {
+                new_candidates.push((*instructor_id, prof.legacy_id, ms.score, breakdown_json));
+            }
+
+            match best {
+                Some((s, _)) if ms.score > s => best = Some((ms.score, prof.legacy_id)),
+                None => best = Some((ms.score, prof.legacy_id)),
+                _ => {}
+            }
+        }
+
+        // Auto-accept the top candidate if it meets the threshold and is not
+        // previously rejected.
+        if let Some((score, legacy_id)) = best
+            && score >= AUTO_ACCEPT_THRESHOLD
+            && !rejected_pairs.contains(&(*instructor_id, legacy_id))
+        {
+            auto_accept.push((*instructor_id, legacy_id));
+        }
+    }
+
+    // 6–7. Write candidates, rescore, and auto-accept within a single transaction
+    let candidates_created = new_candidates.len();
+    let candidates_rescored = rescored_candidates.len();
+    let auto_matched = auto_accept.len();
+
+    let mut tx = db_pool.begin().await?;
+
+    // 6a. Batch-insert new candidates
+    if !new_candidates.is_empty() {
+        let c_instructor_ids: Vec<i32> = new_candidates.iter().map(|(iid, _, _, _)| *iid).collect();
+        let c_legacy_ids: Vec<i32> = new_candidates.iter().map(|(_, lid, _, _)| *lid).collect();
+        let c_scores: Vec<f32> = new_candidates.iter().map(|(_, _, s, _)| *s).collect();
+        let c_breakdowns: Vec<serde_json::Value> =
+            new_candidates.into_iter().map(|(_, _, _, b)| b).collect();
+
+        sqlx::query(
+            r#"
+            INSERT INTO rmp_match_candidates (instructor_id, rmp_legacy_id, score, score_breakdown)
+            SELECT v.instructor_id, v.rmp_legacy_id, v.score, v.score_breakdown
+            FROM UNNEST($1::int4[], $2::int4[], $3::real[], $4::jsonb[])
+                AS v(instructor_id, rmp_legacy_id, score, score_breakdown)
+            ON CONFLICT (instructor_id, rmp_legacy_id) DO NOTHING
+            "#,
+        )
+        .bind(&c_instructor_ids)
+        .bind(&c_legacy_ids)
+        .bind(&c_scores)
+        .bind(&c_breakdowns)
+        .execute(&mut *tx)
+        .await?;
+    }
+
+    // 6b. Batch-update rescored pending candidates
+    if !rescored_candidates.is_empty() {
+        let r_instructor_ids: Vec<i32> = rescored_candidates
+            .iter()
+            .map(|(iid, _, _, _)| *iid)
+            .collect();
+        let r_legacy_ids: Vec<i32> = rescored_candidates
+            .iter()
+            .map(|(_, lid, _, _)| *lid)
+            .collect();
+        let r_scores: Vec<f32> = rescored_candidates.iter().map(|(_, _, s, _)| *s).collect();
+        let r_breakdowns: Vec<serde_json::Value> = rescored_candidates
+            .into_iter()
+            .map(|(_, _, _, b)| b)
+            .collect();
+
+        sqlx::query(
+            r#"
+            UPDATE rmp_match_candidates mc
+            SET score = v.score, score_breakdown = v.score_breakdown
+            FROM UNNEST($1::int4[], $2::int4[], $3::real[], $4::jsonb[])
+                AS v(instructor_id, rmp_legacy_id, score, score_breakdown)
+            WHERE mc.instructor_id = v.instructor_id
+              AND mc.rmp_legacy_id = v.rmp_legacy_id
+            "#,
+        )
+        .bind(&r_instructor_ids)
+        .bind(&r_legacy_ids)
+        .bind(&r_scores)
+        .bind(&r_breakdowns)
+        .execute(&mut *tx)
+        .await?;
+    }
+
+    // 7. Auto-accept top candidates
+    if !auto_accept.is_empty() {
+        let aa_instructor_ids: Vec<i32> = auto_accept.iter().map(|(iid, _)| *iid).collect();
+        let aa_legacy_ids: Vec<i32> = auto_accept.iter().map(|(_, lid)| *lid).collect();
+
+        // Mark the candidate row as accepted
+        sqlx::query(
+            r#"
+            UPDATE rmp_match_candidates mc
+            SET status = 'accepted', resolved_at = NOW()
+            FROM UNNEST($1::int4[], $2::int4[]) AS v(instructor_id, rmp_legacy_id)
+            WHERE mc.instructor_id = v.instructor_id
+              AND mc.rmp_legacy_id = v.rmp_legacy_id
+            "#,
+        )
+        .bind(&aa_instructor_ids)
+        .bind(&aa_legacy_ids)
+        .execute(&mut *tx)
+        .await?;
+
+        // Insert links into instructor_rmp_links
+        sqlx::query(
+            r#"
+            INSERT INTO instructor_rmp_links (instructor_id, rmp_legacy_id, source)
+            SELECT v.instructor_id, v.rmp_legacy_id, 'auto'
+            FROM UNNEST($1::int4[], $2::int4[]) AS v(instructor_id, rmp_legacy_id)
+            ON CONFLICT (rmp_legacy_id) DO NOTHING
+            "#,
+        )
+        .bind(&aa_instructor_ids)
+        .bind(&aa_legacy_ids)
+        .execute(&mut *tx)
+        .await?;
+
+        // Update instructor match status
+        sqlx::query(
+            r#"
+            UPDATE instructors i
+            SET rmp_match_status = 'auto'
+            FROM UNNEST($1::int4[]) AS v(instructor_id)
+            WHERE i.id = v.instructor_id
+            "#,
+        )
+        .bind(&aa_instructor_ids)
+        .execute(&mut *tx)
+        .await?;
+    }
+
+    tx.commit().await?;
+
+    let stats = MatchingStats {
+        total_unmatched,
+        candidates_created,
+        candidates_rescored,
+        auto_matched,
+        skipped_unparseable,
+        skipped_no_candidates,
+    };
+
+    info!(
+        total_unmatched = stats.total_unmatched,
+        candidates_created = stats.candidates_created,
+        candidates_rescored = stats.candidates_rescored,
+        auto_matched = stats.auto_matched,
+        skipped_unparseable = stats.skipped_unparseable,
+        skipped_no_candidates = stats.skipped_no_candidates,
+        "Candidate generation complete"
+    );
+
+    Ok(stats)
+}
+
+// ---------------------------------------------------------------------------
+// Tests
+// ---------------------------------------------------------------------------
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_ideal_candidate_high_score() {
+        let ms = compute_match_score(
+            &["CS".to_string()],
+            Some("Computer Science"),
+            1,  // unique candidate
+            50, // decent ratings
+        );
+        // name 1.0*0.50 + dept 1.0*0.25 + unique 1.0*0.15 + volume ~0.97*0.10 ≈ 0.997
+        assert!(ms.score >= 0.85, "Expected score >= 0.85, got {}", ms.score);
+        assert_eq!(ms.breakdown.name, 1.0);
+        assert_eq!(ms.breakdown.uniqueness, 1.0);
+        assert_eq!(ms.breakdown.department, 1.0);
+    }
+
+    #[test]
+    fn test_ambiguous_candidates_lower_score() {
+        let unique = compute_match_score(&[], None, 1, 10);
+        let ambiguous = compute_match_score(&[], None, 3, 10);
+        assert!(
+            unique.score > ambiguous.score,
+            "Unique ({}) should outscore ambiguous ({})",
+            unique.score,
+            ambiguous.score
+        );
+        assert_eq!(unique.breakdown.uniqueness, 1.0);
+        assert_eq!(ambiguous.breakdown.uniqueness, 0.2);
+    }
+
+    #[test]
+    fn test_no_department_neutral() {
+        let ms = compute_match_score(&["CS".to_string()], None, 1, 10);
+        assert_eq!(ms.breakdown.department, 0.5);
+    }
+
+    #[test]
+    fn test_department_match() {
+        let ms = compute_match_score(&["CS".to_string()], Some("Computer Science"), 1, 10);
+        assert_eq!(ms.breakdown.department, 1.0);
+    }
+
+    #[test]
+    fn test_department_mismatch() {
+        let ms = compute_match_score(&["CS".to_string()], Some("History"), 1, 10);
+        assert_eq!(ms.breakdown.department, 0.2);
+    }
+
+    #[test]
+    fn test_department_match_outscores_mismatch() {
+        let matched = compute_match_score(&["CS".to_string()], Some("Computer Science"), 1, 10);
+        let mismatched = compute_match_score(&["CS".to_string()], Some("History"), 1, 10);
+        assert!(
+            matched.score > mismatched.score,
+            "Department match ({}) should outscore mismatch ({})",
+            matched.score,
+            mismatched.score
+        );
+    }
+
+    #[test]
+    fn test_volume_scaling() {
+        let zero = compute_match_score(&[], None, 1, 0);
+        let many = compute_match_score(&[], None, 1, 100);
+        assert!(
+            many.breakdown.volume > zero.breakdown.volume,
+            "100 ratings ({}) should outscore 0 ratings ({})",
+            many.breakdown.volume,
+            zero.breakdown.volume
+        );
+        assert_eq!(zero.breakdown.volume, 0.0);
+        assert!(
+            many.breakdown.volume > 0.9,
+            "100 ratings should be near max"
+        );
+    }
+}
@@ -1,7 +1,8 @@
 //! Database operations for scrape job queue management.

-use crate::data::models::{ScrapeJob, ScrapePriority, TargetType};
+use crate::data::models::{ScrapeJob, ScrapePriority, TargetType, UpsertCounts};
 use crate::error::Result;
+use chrono::{DateTime, Utc};
 use sqlx::PgPool;
 use std::collections::HashSet;

@@ -166,6 +167,116 @@ pub async fn find_existing_job_payloads(
    Ok(existing_payloads)
 }

+/// Insert a scrape job result log entry.
+#[allow(clippy::too_many_arguments)]
+pub async fn insert_job_result(
+    target_type: TargetType,
+    payload: serde_json::Value,
+    priority: ScrapePriority,
+    queued_at: DateTime<Utc>,
+    started_at: DateTime<Utc>,
+    duration_ms: i32,
+    success: bool,
+    error_message: Option<&str>,
+    retry_count: i32,
+    counts: Option<&UpsertCounts>,
+    db_pool: &PgPool,
+) -> Result<()> {
+    sqlx::query(
+        r#"
+        INSERT INTO scrape_job_results (
+            target_type, payload, priority,
+            queued_at, started_at, duration_ms,
+            success, error_message, retry_count,
+            courses_fetched, courses_changed, courses_unchanged,
+            audits_generated, metrics_generated
+        ) VALUES ($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13, $14)
+        "#,
+    )
+    .bind(target_type)
+    .bind(&payload)
+    .bind(priority)
+    .bind(queued_at)
+    .bind(started_at)
+    .bind(duration_ms)
+    .bind(success)
+    .bind(error_message)
+    .bind(retry_count)
+    .bind(counts.map(|c| c.courses_fetched))
+    .bind(counts.map(|c| c.courses_changed))
+    .bind(counts.map(|c| c.courses_unchanged))
+    .bind(counts.map(|c| c.audits_generated))
+    .bind(counts.map(|c| c.metrics_generated))
+    .execute(db_pool)
+    .await?;
+
+    Ok(())
+}
+
+/// Per-subject aggregated stats from recent scrape results.
+///
+/// Populated by [`fetch_subject_stats`] and converted into
+/// [`crate::scraper::adaptive::SubjectStats`] for interval computation.
+#[derive(sqlx::FromRow, Debug, Clone)]
+pub struct SubjectResultStats {
+    pub subject: String,
+    pub recent_runs: i64,
+    pub avg_change_ratio: f64,
+    pub consecutive_zero_changes: i64,
+    pub consecutive_empty_fetches: i64,
+    pub recent_failure_count: i64,
+    pub recent_success_count: i64,
+    pub last_completed: DateTime<Utc>,
+}
+
+/// Fetch aggregated per-subject statistics from the last 24 hours of results.
+///
+/// For each subject, examines the 20 most recent results and computes:
+/// - Average change ratio (courses_changed / courses_fetched)
+/// - Consecutive zero-change runs from the most recent result
+/// - Consecutive empty-fetch runs from the most recent result
+/// - Failure and success counts
+/// - Last completion timestamp
+pub async fn fetch_subject_stats(db_pool: &PgPool) -> Result<Vec<SubjectResultStats>> {
+    let rows = sqlx::query_as::<_, SubjectResultStats>(
+        r#"
+        WITH recent AS (
+            SELECT payload->>'subject' AS subject, success,
+                   COALESCE(courses_fetched, 0) AS courses_fetched,
+                   COALESCE(courses_changed, 0) AS courses_changed,
+                   completed_at,
+                   ROW_NUMBER() OVER (PARTITION BY payload->>'subject' ORDER BY completed_at DESC) AS rn
+            FROM scrape_job_results
+            WHERE target_type = 'Subject' AND completed_at > NOW() - INTERVAL '24 hours'
+        ),
+        filtered AS (SELECT * FROM recent WHERE rn <= 20),
+        zero_break AS (
+            SELECT subject,
+                   MIN(rn) FILTER (WHERE courses_changed > 0 AND success) AS first_nonzero_rn,
+                   MIN(rn) FILTER (WHERE courses_fetched > 0 AND success) AS first_nonempty_rn
+            FROM filtered GROUP BY subject
+        )
+        SELECT
+            f.subject::TEXT AS subject,
+            COUNT(*)::BIGINT AS recent_runs,
+            COALESCE(AVG(CASE WHEN f.success AND f.courses_fetched > 0
+                 THEN f.courses_changed::FLOAT / f.courses_fetched ELSE NULL END), 0.0)::FLOAT8 AS avg_change_ratio,
+            COALESCE(zb.first_nonzero_rn - 1, COUNT(*) FILTER (WHERE f.success AND f.courses_changed = 0))::BIGINT AS consecutive_zero_changes,
+            COALESCE(zb.first_nonempty_rn - 1, COUNT(*) FILTER (WHERE f.success AND f.courses_fetched = 0))::BIGINT AS consecutive_empty_fetches,
+            COUNT(*) FILTER (WHERE NOT f.success)::BIGINT AS recent_failure_count,
+            COUNT(*) FILTER (WHERE f.success)::BIGINT AS recent_success_count,
+            MAX(f.completed_at) AS last_completed
+        FROM filtered f
+        LEFT JOIN zero_break zb ON f.subject = zb.subject
+        GROUP BY f.subject, zb.first_nonzero_rn, zb.first_nonempty_rn
+        "#,
+    )
+    .fetch_all(db_pool)
+    .await?;
+
+    Ok(rows)
+}
+
 /// Batch insert scrape jobs using UNNEST for a single round-trip.
 ///
 /// All jobs are inserted with `execute_at` set to the current time.
@@ -7,6 +7,9 @@ use sqlx::PgPool;
 use super::models::UserSession;
 use crate::error::Result;

+/// Session lifetime: 7 days (in seconds).
+pub const SESSION_DURATION_SECS: u64 = 7 * 24 * 3600;
+
 /// Generate a cryptographically random 32-byte hex token.
 fn generate_token() -> String {
    let bytes: [u8; 32] = rand::rng().random();
@@ -48,13 +51,21 @@ pub async fn get_session(pool: &PgPool, token: &str) -> Result<Option<UserSessio
    .context("failed to get session")
 }

-/// Update the last-active timestamp for a session.
+/// Update the last-active timestamp and extend session expiry (sliding window).
 pub async fn touch_session(pool: &PgPool, token: &str) -> Result<()> {
-    sqlx::query("UPDATE user_sessions SET last_active_at = now() WHERE id = $1")
-        .bind(token)
-        .execute(pool)
-        .await
-        .context("failed to touch session")?;
+    sqlx::query(
+        r#"
+        UPDATE user_sessions
+        SET last_active_at = now(),
+            expires_at = now() + make_interval(secs => $2::double precision)
+        WHERE id = $1
+        "#,
+    )
+    .bind(token)
+    .bind(SESSION_DURATION_SECS as f64)
+    .execute(pool)
+    .await
+    .context("failed to touch session")?;
    Ok(())
 }

@@ -80,7 +91,6 @@ pub async fn delete_user_sessions(pool: &PgPool, user_id: i64) -> Result<u64> {
 }

 /// Delete all expired sessions. Returns the number of sessions cleaned up.
-#[allow(dead_code)] // Called by SessionCache::cleanup_expired (not yet wired to periodic task)
 pub async fn cleanup_expired(pool: &PgPool) -> Result<u64> {
    let result = sqlx::query("DELETE FROM user_sessions WHERE expires_at <= now()")
        .execute(pool)
@@ -1,6 +1,7 @@
 pub mod app;
 pub mod banner;
 pub mod bot;
+pub mod calendar;
 pub mod cli;
 pub mod config;
 pub mod data;
@@ -8,6 +8,7 @@ use tracing::info;
 mod app;
 mod banner;
 mod bot;
+mod calendar;
 mod cli;
 mod config;
 mod data;
@@ -0,0 +1,326 @@
+//! Adaptive scraping interval computation.
+//!
+//! Assigns per-subject scrape intervals based on recent change rates,
+//! consecutive zero-change runs, failure patterns, and time of day.
+
+use chrono::{DateTime, Datelike, Timelike, Utc};
+use chrono_tz::US::Central;
+use std::time::Duration;
+
+use crate::data::scrape_jobs::SubjectResultStats;
+
+const FLOOR_INTERVAL: Duration = Duration::from_secs(3 * 60);
+const MODERATE_HIGH_INTERVAL: Duration = Duration::from_secs(5 * 60);
+const MODERATE_LOW_INTERVAL: Duration = Duration::from_secs(15 * 60);
+const LOW_CHANGE_INTERVAL: Duration = Duration::from_secs(30 * 60);
+const ZERO_5_INTERVAL: Duration = Duration::from_secs(60 * 60);
+const ZERO_10_INTERVAL: Duration = Duration::from_secs(2 * 60 * 60);
+const CEILING_INTERVAL: Duration = Duration::from_secs(4 * 60 * 60);
+const COLD_START_INTERVAL: Duration = FLOOR_INTERVAL;
+const PAUSE_PROBE_INTERVAL: Duration = Duration::from_secs(6 * 60 * 60);
+const EMPTY_FETCH_PAUSE_THRESHOLD: i64 = 3;
+const FAILURE_PAUSE_THRESHOLD: i64 = 5;
+
+/// Aggregated per-subject statistics derived from recent scrape results.
+#[derive(Debug, Clone)]
+pub struct SubjectStats {
+    pub subject: String,
+    pub recent_runs: i64,
+    pub avg_change_ratio: f64,
+    pub consecutive_zero_changes: i64,
+    pub consecutive_empty_fetches: i64,
+    pub recent_failure_count: i64,
+    pub recent_success_count: i64,
+    pub last_completed: DateTime<Utc>,
+}
+
+/// Scheduling decision for a subject.
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub enum SubjectSchedule {
+    /// Subject is due for scraping, with the computed interval.
+    Eligible(Duration),
+    /// Subject was scraped recently; wait for the remaining cooldown.
+    Cooldown(Duration),
+    /// Subject is paused due to repeated empty fetches or failures.
+    Paused,
+    /// Subject belongs to a past term and should not be scraped.
+    ReadOnly,
+}
+
+impl From<SubjectResultStats> for SubjectStats {
+    fn from(row: SubjectResultStats) -> Self {
+        Self {
+            subject: row.subject,
+            recent_runs: row.recent_runs,
+            avg_change_ratio: row.avg_change_ratio,
+            consecutive_zero_changes: row.consecutive_zero_changes,
+            consecutive_empty_fetches: row.consecutive_empty_fetches,
+            recent_failure_count: row.recent_failure_count,
+            recent_success_count: row.recent_success_count,
+            last_completed: row.last_completed,
+        }
+    }
+}
+
+/// Compute the base interval tier from change-rate statistics.
+pub fn compute_base_interval(stats: &SubjectStats) -> Duration {
+    if stats.recent_runs == 0 {
+        return COLD_START_INTERVAL;
+    }
+
+    // Consecutive-zero tiers take precedence when change ratio is near zero
+    if stats.avg_change_ratio < 0.001 {
+        return match stats.consecutive_zero_changes {
+            0..5 => LOW_CHANGE_INTERVAL,
+            5..10 => ZERO_5_INTERVAL,
+            10..20 => ZERO_10_INTERVAL,
+            _ => CEILING_INTERVAL,
+        };
+    }
+
+    match stats.avg_change_ratio {
+        r if r >= 0.10 => FLOOR_INTERVAL,
+        r if r >= 0.05 => MODERATE_HIGH_INTERVAL,
+        r if r >= 0.01 => MODERATE_LOW_INTERVAL,
+        _ => LOW_CHANGE_INTERVAL,
+    }
+}
+
+/// Return a time-of-day multiplier for the given UTC timestamp.
+///
+/// Peak hours (weekdays 8am-6pm CT) return 1; off-peak (weekdays 6pm-midnight CT)
+/// return 2; night (midnight-8am CT) and weekends return 4.
+pub fn time_of_day_multiplier(now: DateTime<Utc>) -> u32 {
+    let ct = now.with_timezone(&Central);
+    let weekday = ct.weekday();
+    let hour = ct.hour();
+
+    // Weekends get the slowest multiplier
+    if matches!(weekday, chrono::Weekday::Sat | chrono::Weekday::Sun) {
+        return 4;
+    }
+
+    match hour {
+        8..18 => 1,  // peak
+        18..24 => 2, // off-peak
+        _ => 4,      // night (0..8)
+    }
+}
+
+/// Evaluate whether a subject should be scraped now.
+///
+/// Combines base interval, time-of-day multiplier, pause detection (empty
+/// fetches / consecutive failures), and past-term read-only status.
+pub fn evaluate_subject(
+    stats: &SubjectStats,
+    now: DateTime<Utc>,
+    is_past_term: bool,
+) -> SubjectSchedule {
+    if is_past_term {
+        return SubjectSchedule::ReadOnly;
+    }
+
+    let elapsed = (now - stats.last_completed)
+        .to_std()
+        .unwrap_or(Duration::ZERO);
+    let probe_due = elapsed >= PAUSE_PROBE_INTERVAL;
+
+    // Pause on repeated empty fetches
+    if stats.consecutive_empty_fetches >= EMPTY_FETCH_PAUSE_THRESHOLD {
+        return if probe_due {
+            SubjectSchedule::Eligible(PAUSE_PROBE_INTERVAL)
+        } else {
+            SubjectSchedule::Paused
+        };
+    }
+
+    // Pause on all-failures
+    if stats.recent_success_count == 0 && stats.recent_failure_count >= FAILURE_PAUSE_THRESHOLD {
+        return if probe_due {
+            SubjectSchedule::Eligible(PAUSE_PROBE_INTERVAL)
+        } else {
+            SubjectSchedule::Paused
+        };
+    }
+
+    let base = compute_base_interval(stats);
+    let multiplier = time_of_day_multiplier(now);
+    let effective = base * multiplier;
+
+    if elapsed >= effective {
+        SubjectSchedule::Eligible(effective)
+    } else {
+        let remaining = effective - elapsed;
+        SubjectSchedule::Cooldown(remaining)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use chrono::TimeZone;
+
+    /// Create a default `SubjectStats` for testing. Callers mutate fields as needed.
+    fn make_stats(subject: &str) -> SubjectStats {
+        SubjectStats {
+            subject: subject.to_string(),
+            recent_runs: 10,
+            avg_change_ratio: 0.0,
+            consecutive_zero_changes: 0,
+            consecutive_empty_fetches: 0,
+            recent_failure_count: 0,
+            recent_success_count: 10,
+            last_completed: Utc::now() - chrono::Duration::hours(1),
+        }
+    }
+
+    // -- compute_base_interval tests --
+
+    #[test]
+    fn test_cold_start_returns_floor() {
+        let mut stats = make_stats("CS");
+        stats.recent_runs = 0;
+        assert_eq!(compute_base_interval(&stats), COLD_START_INTERVAL);
+    }
+
+    #[test]
+    fn test_high_change_rate() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.15;
+        assert_eq!(compute_base_interval(&stats), FLOOR_INTERVAL);
+    }
+
+    #[test]
+    fn test_moderate_high_change() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.07;
+        assert_eq!(compute_base_interval(&stats), MODERATE_HIGH_INTERVAL);
+    }
+
+    #[test]
+    fn test_moderate_low_change() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.03;
+        assert_eq!(compute_base_interval(&stats), MODERATE_LOW_INTERVAL);
+    }
+
+    #[test]
+    fn test_low_change() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.005;
+        assert_eq!(compute_base_interval(&stats), LOW_CHANGE_INTERVAL);
+    }
+
+    #[test]
+    fn test_zero_5_consecutive() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.0;
+        stats.consecutive_zero_changes = 5;
+        assert_eq!(compute_base_interval(&stats), ZERO_5_INTERVAL);
+    }
+
+    #[test]
+    fn test_zero_10_consecutive() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.0;
+        stats.consecutive_zero_changes = 10;
+        assert_eq!(compute_base_interval(&stats), ZERO_10_INTERVAL);
+    }
+
+    #[test]
+    fn test_zero_20_consecutive() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.0;
+        stats.consecutive_zero_changes = 20;
+        assert_eq!(compute_base_interval(&stats), CEILING_INTERVAL);
+    }
+
+    // -- evaluate_subject tests --
+
+    #[test]
+    fn test_pause_empty_fetches() {
+        let mut stats = make_stats("CS");
+        stats.consecutive_empty_fetches = 3;
+        stats.last_completed = Utc::now() - chrono::Duration::minutes(10);
+        let result = evaluate_subject(&stats, Utc::now(), false);
+        assert_eq!(result, SubjectSchedule::Paused);
+    }
+
+    #[test]
+    fn test_pause_all_failures() {
+        let mut stats = make_stats("CS");
+        stats.recent_success_count = 0;
+        stats.recent_failure_count = 5;
+        stats.last_completed = Utc::now() - chrono::Duration::minutes(10);
+        let result = evaluate_subject(&stats, Utc::now(), false);
+        assert_eq!(result, SubjectSchedule::Paused);
+    }
+
+    #[test]
+    fn test_probe_after_pause() {
+        let mut stats = make_stats("CS");
+        stats.consecutive_empty_fetches = 5;
+        stats.last_completed = Utc::now() - chrono::Duration::hours(7);
+        let result = evaluate_subject(&stats, Utc::now(), false);
+        assert_eq!(result, SubjectSchedule::Eligible(PAUSE_PROBE_INTERVAL));
+    }
+
+    #[test]
+    fn test_read_only_past_term() {
+        let stats = make_stats("CS");
+        let result = evaluate_subject(&stats, Utc::now(), true);
+        assert_eq!(result, SubjectSchedule::ReadOnly);
+    }
+
+    #[test]
+    fn test_cooldown_not_elapsed() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.15; // floor = 3 min
+        stats.last_completed = Utc::now() - chrono::Duration::seconds(30);
+        // Use a peak-hours timestamp so multiplier = 1
+        let peak = Utc.with_ymd_and_hms(2025, 7, 14, 15, 0, 0).unwrap(); // Mon 10am CT
+        stats.last_completed = peak - chrono::Duration::seconds(30);
+        let result = evaluate_subject(&stats, peak, false);
+        assert!(matches!(result, SubjectSchedule::Cooldown(_)));
+    }
+
+    #[test]
+    fn test_eligible_elapsed() {
+        let mut stats = make_stats("CS");
+        stats.avg_change_ratio = 0.15; // floor = 3 min
+        let peak = Utc.with_ymd_and_hms(2025, 7, 14, 15, 0, 0).unwrap(); // Mon 10am CT
+        stats.last_completed = peak - chrono::Duration::minutes(5);
+        let result = evaluate_subject(&stats, peak, false);
+        assert!(matches!(result, SubjectSchedule::Eligible(_)));
+    }
+
+    // -- time_of_day_multiplier tests --
+
+    #[test]
+    fn test_time_multiplier_peak() {
+        // Monday 10am CT = 15:00 UTC
+        let dt = Utc.with_ymd_and_hms(2025, 7, 14, 15, 0, 0).unwrap();
+        assert_eq!(time_of_day_multiplier(dt), 1);
+    }
+
+    #[test]
+    fn test_time_multiplier_offpeak() {
+        // Monday 8pm CT = 01:00 UTC next day, but let's use Tuesday 01:00 UTC = Mon 8pm CT
+        let dt = Utc.with_ymd_and_hms(2025, 7, 15, 1, 0, 0).unwrap();
+        assert_eq!(time_of_day_multiplier(dt), 2);
+    }
+
+    #[test]
+    fn test_time_multiplier_night() {
+        // 3am CT = 08:00 UTC
+        let dt = Utc.with_ymd_and_hms(2025, 7, 14, 8, 0, 0).unwrap();
+        assert_eq!(time_of_day_multiplier(dt), 4);
+    }
+
+    #[test]
+    fn test_time_multiplier_weekend() {
+        // Saturday noon CT = 17:00 UTC
+        let dt = Utc.with_ymd_and_hms(2025, 7, 12, 17, 0, 0).unwrap();
+        assert_eq!(time_of_day_multiplier(dt), 4);
+    }
+}
@@ -1,7 +1,7 @@
 pub mod subject;

 use crate::banner::BannerApi;
-use crate::data::models::TargetType;
+use crate::data::models::{TargetType, UpsertCounts};
 use crate::error::Result;
 use serde::{Deserialize, Serialize};
 use sqlx::PgPool;
@@ -32,8 +32,9 @@ pub trait Job: Send + Sync {
    #[allow(dead_code)]
    fn target_type(&self) -> TargetType;

-    /// Process the job with the given API client and database pool
-    async fn process(&self, banner_api: &BannerApi, db_pool: &PgPool) -> Result<()>;
+    /// Process the job with the given API client and database pool.
+    /// Returns upsert effectiveness counts on success.
+    async fn process(&self, banner_api: &BannerApi, db_pool: &PgPool) -> Result<UpsertCounts>;

    /// Get a human-readable description of the job
    fn description(&self) -> String;
@@ -1,7 +1,7 @@
 use super::Job;
 use crate::banner::{BannerApi, SearchQuery, Term};
 use crate::data::batch::batch_upsert_courses;
-use crate::data::models::TargetType;
+use crate::data::models::{TargetType, UpsertCounts};
 use crate::error::Result;
 use serde::{Deserialize, Serialize};
 use sqlx::PgPool;
@@ -26,7 +26,7 @@ impl Job for SubjectJob {
    }

    #[tracing::instrument(skip(self, banner_api, db_pool), fields(subject = %self.subject))]
-    async fn process(&self, banner_api: &BannerApi, db_pool: &PgPool) -> Result<()> {
+    async fn process(&self, banner_api: &BannerApi, db_pool: &PgPool) -> Result<UpsertCounts> {
        let subject_code = &self.subject;

        // Get the current term
@@ -37,17 +37,19 @@ impl Job for SubjectJob {
            .search(&term, &query, "subjectDescription", false)
            .await?;

-        if let Some(courses_from_api) = search_result.data {
+        let counts = if let Some(courses_from_api) = search_result.data {
            info!(
                subject = %subject_code,
                count = courses_from_api.len(),
                "Found courses"
            );
-            batch_upsert_courses(&courses_from_api, db_pool).await?;
-        }
+            batch_upsert_courses(&courses_from_api, db_pool).await?
+        } else {
+            UpsertCounts::default()
+        };

        debug!(subject = %subject_code, "Subject job completed");
-        Ok(())
+        Ok(counts)
    }

    fn description(&self) -> String {
@@ -1,3 +1,4 @@
+pub mod adaptive;
 pub mod jobs;
 pub mod scheduler;
 pub mod worker;
@@ -3,11 +3,14 @@ use crate::data::models::{ReferenceData, ScrapePriority, TargetType};
 use crate::data::scrape_jobs;
 use crate::error::Result;
 use crate::rmp::RmpClient;
+use crate::scraper::adaptive::{SubjectSchedule, SubjectStats, evaluate_subject};
 use crate::scraper::jobs::subject::SubjectJob;
 use crate::state::ReferenceCache;
 use crate::web::ws::{ScrapeJobDto, ScrapeJobEvent};
+use chrono::{DateTime, Utc};
 use serde_json::json;
 use sqlx::PgPool;
+use std::collections::HashMap;
 use std::sync::Arc;
 use std::time::{Duration, Instant};
 use tokio::sync::{RwLock, broadcast};
@@ -148,10 +151,9 @@ impl Scheduler {

    /// Core scheduling logic that analyzes data and creates scrape jobs.
    ///
-    /// Strategy:
-    /// 1. Fetch all subjects for the current term from Banner API
-    /// 2. Query existing jobs in a single batch query
-    /// 3. Create jobs only for subjects that don't have pending jobs
+    /// Uses adaptive scheduling to determine per-subject scrape intervals based
+    /// on recent change rates, failure patterns, and time of day. Only subjects
+    /// that are eligible (i.e. their cooldown has elapsed) are enqueued.
    ///
    /// This is a static method (not &self) to allow it to be called from spawned tasks.
    #[tracing::instrument(skip_all, fields(term))]
@@ -160,10 +162,6 @@ impl Scheduler {
        banner_api: &BannerApi,
        job_events_tx: Option<&broadcast::Sender<ScrapeJobEvent>>,
    ) -> Result<()> {
-        // For now, we will implement a simple baseline scheduling strategy:
-        // 1. Get a list of all subjects from the Banner API.
-        // 2. Query existing jobs for all subjects in a single query.
-        // 3. Create new jobs only for subjects that don't have existing jobs.
        let term = Term::get_current().inner().to_string();

        tracing::Span::current().record("term", term.as_str());
@@ -175,13 +173,70 @@ impl Scheduler {
            "Retrieved subjects from API"
        );

-        // Create payloads for all subjects
-        let subject_payloads: Vec<_> = subjects
-            .iter()
-            .map(|subject| json!({ "subject": subject.code }))
+        // Fetch per-subject stats and build a lookup map
+        let stats_rows = scrape_jobs::fetch_subject_stats(db_pool).await?;
+        let stats_map: HashMap<String, SubjectStats> = stats_rows
+            .into_iter()
+            .map(|row| {
+                let subject = row.subject.clone();
+                (subject, SubjectStats::from(row))
+            })
            .collect();

-        // Query existing jobs for all subjects in a single query
+        // Evaluate each subject using adaptive scheduling
+        let now = Utc::now();
+        let is_past_term = false; // Scheduler currently only fetches current term subjects
+        let mut eligible_subjects: Vec<String> = Vec::new();
+        let mut cooldown_count: usize = 0;
+        let mut paused_count: usize = 0;
+        let mut read_only_count: usize = 0;
+
+        for subject in &subjects {
+            let stats = stats_map.get(&subject.code).cloned().unwrap_or_else(|| {
+                // Cold start: no history for this subject
+                SubjectStats {
+                    subject: subject.code.clone(),
+                    recent_runs: 0,
+                    avg_change_ratio: 0.0,
+                    consecutive_zero_changes: 0,
+                    consecutive_empty_fetches: 0,
+                    recent_failure_count: 0,
+                    recent_success_count: 0,
+                    last_completed: DateTime::<Utc>::MIN_UTC,
+                }
+            });
+
+            match evaluate_subject(&stats, now, is_past_term) {
+                SubjectSchedule::Eligible(_) => {
+                    eligible_subjects.push(subject.code.clone());
+                }
+                SubjectSchedule::Cooldown(_) => cooldown_count += 1,
+                SubjectSchedule::Paused => paused_count += 1,
+                SubjectSchedule::ReadOnly => read_only_count += 1,
+            }
+        }
+
+        info!(
+            total = subjects.len(),
+            eligible = eligible_subjects.len(),
+            cooldown = cooldown_count,
+            paused = paused_count,
+            read_only = read_only_count,
+            "Adaptive scheduling decisions"
+        );
+
+        if eligible_subjects.is_empty() {
+            debug!("No eligible subjects to schedule");
+            return Ok(());
+        }
+
+        // Create payloads only for eligible subjects
+        let subject_payloads: Vec<_> = eligible_subjects
+            .iter()
+            .map(|code| json!({ "subject": code }))
+            .collect();
+
+        // Query existing jobs for eligible subjects only
        let existing_payloads = scrape_jobs::find_existing_job_payloads(
            TargetType::Subject,
            &subject_payloads,
@@ -189,12 +244,12 @@ impl Scheduler {
        )
        .await?;

-        // Filter out subjects that already have jobs and prepare new jobs
+        // Filter out subjects that already have pending jobs
        let mut skipped_count = 0;
-        let new_jobs: Vec<_> = subjects
+        let new_jobs: Vec<_> = eligible_subjects
            .into_iter()
-            .filter_map(|subject| {
-                let job = SubjectJob::new(subject.code.clone());
+            .filter_map(|subject_code| {
+                let job = SubjectJob::new(subject_code.clone());
                let payload = serde_json::to_value(&job).unwrap();
                let payload_str = payload.to_string();

@@ -202,7 +257,7 @@ impl Scheduler {
                    skipped_count += 1;
                    None
                } else {
-                    Some((payload, subject.code))
+                    Some((payload, subject_code))
                }
            })
            .collect();
@@ -250,8 +305,17 @@ impl Scheduler {
        crate::data::rmp::batch_upsert_rmp_professors(&professors, db_pool).await?;
        info!(total, "RMP professors upserted");

-        let matched = crate::data::rmp::auto_match_instructors(db_pool).await?;
-        info!(total, matched, "RMP sync complete");
+        let stats = crate::data::rmp_matching::generate_candidates(db_pool).await?;
+        info!(
+            total,
+            stats.total_unmatched,
+            stats.candidates_created,
+            stats.candidates_rescored,
+            stats.auto_matched,
+            stats.skipped_unparseable,
+            stats.skipped_no_candidates,
+            "RMP sync complete"
+        );

        Ok(())
    }
@@ -1,10 +1,10 @@
 use crate::banner::{BannerApi, BannerApiError};
-use crate::data::models::{ScrapeJob, ScrapeJobStatus};
+use crate::data::models::{ScrapeJob, ScrapeJobStatus, UpsertCounts};
 use crate::data::scrape_jobs;
 use crate::error::Result;
 use crate::scraper::jobs::{JobError, JobType};
 use crate::web::ws::ScrapeJobEvent;
-use chrono::Utc;
+use chrono::{DateTime, Utc};
 use sqlx::PgPool;
 use std::sync::Arc;
 use std::time::Duration;
@@ -72,10 +72,15 @@ impl Worker {
            let job_id = job.id;
            let retry_count = job.retry_count;
            let max_retries = job.max_retries;
+            let target_type = job.target_type;
+            let payload = job.target_payload.clone();
+            let priority = job.priority;
+            let queued_at = job.queued_at;
+            let started_at = Utc::now();
            let start = std::time::Instant::now();

            // Emit JobLocked event
-            let locked_at = Utc::now().to_rfc3339();
+            let locked_at = started_at.to_rfc3339();
            debug!(job_id, "Emitting JobLocked event");
            let _ = self.job_events_tx.send(ScrapeJobEvent::JobLocked {
                id: job_id,
@@ -105,8 +110,19 @@ impl Worker {
            let duration = start.elapsed();

            // Handle the job processing result
-            self.handle_job_result(job_id, retry_count, max_retries, process_result, duration)
-                .await;
+            self.handle_job_result(
+                job_id,
+                retry_count,
+                max_retries,
+                process_result,
+                duration,
+                target_type,
+                payload,
+                priority,
+                queued_at,
+                started_at,
+            )
+            .await;
        }
    }

@@ -118,7 +134,7 @@ impl Worker {
        scrape_jobs::fetch_and_lock_job(&self.db_pool).await
    }

-    async fn process_job(&self, job: ScrapeJob) -> Result<(), JobError> {
+    async fn process_job(&self, job: ScrapeJob) -> Result<UpsertCounts, JobError> {
        // Convert the database job to our job type
        let job_type = JobType::from_target_type_and_payload(job.target_type, job.target_payload)
            .map_err(|e| JobError::Unrecoverable(anyhow::anyhow!(e)))?; // Parse errors are unrecoverable
@@ -145,9 +161,7 @@ impl Worker {
            job_impl
                .process(&self.banner_api, &self.db_pool)
                .await
-                .map_err(JobError::Recoverable)?;
-
-            Ok(())
+                .map_err(JobError::Recoverable)
        }
        .instrument(span)
        .await
@@ -191,22 +205,53 @@ impl Worker {
    }

    /// Handle the result of job processing
+    #[allow(clippy::too_many_arguments)]
    async fn handle_job_result(
        &self,
        job_id: i32,
        retry_count: i32,
        max_retries: i32,
-        result: Result<(), JobError>,
+        result: Result<UpsertCounts, JobError>,
        duration: std::time::Duration,
+        target_type: crate::data::models::TargetType,
+        payload: serde_json::Value,
+        priority: crate::data::models::ScrapePriority,
+        queued_at: DateTime<Utc>,
+        started_at: DateTime<Utc>,
    ) {
+        let duration_ms = duration.as_millis() as i32;
+
        match result {
-            Ok(()) => {
+            Ok(counts) => {
                debug!(
                    worker_id = self.id,
                    job_id,
                    duration_ms = duration.as_millis(),
+                    courses_fetched = counts.courses_fetched,
+                    courses_changed = counts.courses_changed,
+                    courses_unchanged = counts.courses_unchanged,
                    "Job completed successfully"
                );
+
+                // Log the result
+                if let Err(e) = scrape_jobs::insert_job_result(
+                    target_type,
+                    payload,
+                    priority,
+                    queued_at,
+                    started_at,
+                    duration_ms,
+                    true,
+                    None,
+                    retry_count,
+                    Some(&counts),
+                    &self.db_pool,
+                )
+                .await
+                {
+                    error!(worker_id = self.id, job_id, error = ?e, "Failed to insert job result");
+                }
+
                if let Err(e) = self.delete_job(job_id).await {
                    error!(worker_id = self.id, job_id, error = ?e, "Failed to delete completed job");
                }
@@ -216,10 +261,41 @@ impl Worker {
                    .send(ScrapeJobEvent::JobCompleted { id: job_id });
            }
            Err(JobError::Recoverable(e)) => {
-                self.handle_recoverable_error(job_id, retry_count, max_retries, e, duration)
-                    .await;
+                self.handle_recoverable_error(
+                    job_id,
+                    retry_count,
+                    max_retries,
+                    e,
+                    duration,
+                    target_type,
+                    payload,
+                    priority,
+                    queued_at,
+                    started_at,
+                )
+                .await;
            }
            Err(JobError::Unrecoverable(e)) => {
+                // Log the failed result
+                let err_msg = format!("{e:#}");
+                if let Err(log_err) = scrape_jobs::insert_job_result(
+                    target_type,
+                    payload,
+                    priority,
+                    queued_at,
+                    started_at,
+                    duration_ms,
+                    false,
+                    Some(&err_msg),
+                    retry_count,
+                    None,
+                    &self.db_pool,
+                )
+                .await
+                {
+                    error!(worker_id = self.id, job_id, error = ?log_err, "Failed to insert job result");
+                }
+
                error!(
                    worker_id = self.id,
                    job_id,
@@ -239,6 +315,7 @@ impl Worker {
    }

    /// Handle recoverable errors by logging appropriately and unlocking the job
+    #[allow(clippy::too_many_arguments)]
    async fn handle_recoverable_error(
        &self,
        job_id: i32,
@@ -246,6 +323,11 @@ impl Worker {
        max_retries: i32,
        e: anyhow::Error,
        duration: std::time::Duration,
+        target_type: crate::data::models::TargetType,
+        payload: serde_json::Value,
+        priority: crate::data::models::ScrapePriority,
+        queued_at: DateTime<Utc>,
+        started_at: DateTime<Utc>,
    ) {
        let next_attempt = retry_count.saturating_add(1);
        let remaining_retries = max_retries.saturating_sub(next_attempt);
@@ -276,7 +358,7 @@ impl Worker {

        // Atomically unlock and increment retry count, checking if retry is allowed
        match self.unlock_and_increment_retry(job_id, max_retries).await {
-            Ok(Some(queued_at)) => {
+            Ok(Some(new_queued_at)) => {
                debug!(
                    worker_id = self.id,
                    job_id,
@@ -288,12 +370,33 @@ impl Worker {
                let _ = self.job_events_tx.send(ScrapeJobEvent::JobRetried {
                    id: job_id,
                    retry_count: next_attempt,
-                    queued_at: queued_at.to_rfc3339(),
+                    queued_at: new_queued_at.to_rfc3339(),
                    status: ScrapeJobStatus::Pending,
                });
+                // Don't log a result yet — the job will be retried
            }
            Ok(None) => {
-                // Max retries exceeded (detected atomically)
+                // Max retries exceeded — log final failure result
+                let duration_ms = duration.as_millis() as i32;
+                let err_msg = format!("{e:#}");
+                if let Err(log_err) = scrape_jobs::insert_job_result(
+                    target_type,
+                    payload,
+                    priority,
+                    queued_at,
+                    started_at,
+                    duration_ms,
+                    false,
+                    Some(&err_msg),
+                    next_attempt,
+                    None,
+                    &self.db_pool,
+                )
+                .await
+                {
+                    error!(worker_id = self.id, job_id, error = ?log_err, "Failed to insert job result");
+                }
+
                error!(
                    worker_id = self.id,
                    job_id,
@@ -51,6 +51,33 @@ impl WebService {
            }
        }
    }
+
+    /// Periodically cleans up expired sessions from the database and in-memory cache.
+    async fn session_cleanup_loop(state: AppState, mut shutdown_rx: broadcast::Receiver<()>) {
+        use std::time::Duration;
+        // Run every hour
+        let mut interval = tokio::time::interval(Duration::from_secs(3600));
+
+        loop {
+            tokio::select! {
+                _ = interval.tick() => {
+                    match state.session_cache.cleanup_expired().await {
+                        Ok(deleted) => {
+                            if deleted > 0 {
+                                info!(deleted, "cleaned up expired sessions");
+                            }
+                        }
+                        Err(e) => {
+                            warn!(error = %e, "session cleanup failed");
+                        }
+                    }
+                }
+                _ = shutdown_rx.recv() => {
+                    break;
+                }
+            }
+        }
+    }
 }

 #[async_trait::async_trait]
@@ -87,6 +114,13 @@ impl Service for WebService {
            Self::db_health_check_loop(health_state, health_shutdown_rx).await;
        });

+        // Spawn session cleanup task
+        let cleanup_state = self.app_state.clone();
+        let cleanup_shutdown_rx = shutdown_tx.subscribe();
+        tokio::spawn(async move {
+            Self::session_cleanup_loop(cleanup_state, cleanup_shutdown_rx).await;
+        });
+
        // Use axum's graceful shutdown with the internal shutdown signal
        axum::serve(listener, app)
            .with_graceful_shutdown(async move {
@@ -4,6 +4,7 @@ use crate::banner::BannerApi;
 use crate::banner::Course;
 use crate::data::models::ReferenceData;
 use crate::status::ServiceStatusRegistry;
+use crate::web::schedule_cache::ScheduleCache;
 use crate::web::session_cache::{OAuthStateStore, SessionCache};
 use crate::web::ws::ScrapeJobEvent;
 use anyhow::Result;
@@ -76,12 +77,14 @@ pub struct AppState {
    pub reference_cache: Arc<RwLock<ReferenceCache>>,
    pub session_cache: SessionCache,
    pub oauth_state_store: OAuthStateStore,
+    pub schedule_cache: ScheduleCache,
    pub scrape_job_tx: broadcast::Sender<ScrapeJobEvent>,
 }

 impl AppState {
    pub fn new(banner_api: Arc<BannerApi>, db_pool: PgPool) -> Self {
        let (scrape_job_tx, _) = broadcast::channel(64);
+        let schedule_cache = ScheduleCache::new(db_pool.clone());
        Self {
            session_cache: SessionCache::new(db_pool.clone()),
            oauth_state_store: OAuthStateStore::new(),
@@ -89,6 +92,7 @@ impl AppState {
            db_pool,
            service_statuses: ServiceStatusRegistry::new(),
            reference_cache: Arc::new(RwLock::new(ReferenceCache::new())),
+            schedule_cache,
            scrape_job_tx,
        }
    }
@@ -0,0 +1,827 @@
+//! Admin API handlers for RMP instructor matching management.
+
+use axum::extract::{Path, Query, State};
+use axum::http::StatusCode;
+use axum::response::Json;
+use serde::{Deserialize, Serialize};
+use serde_json::{Value, json};
+use ts_rs::TS;
+
+use crate::state::AppState;
+use crate::web::extractors::AdminUser;
+
+// ---------------------------------------------------------------------------
+// Query / body types
+// ---------------------------------------------------------------------------
+
+#[derive(Deserialize)]
+pub struct ListInstructorsParams {
+    status: Option<String>,
+    search: Option<String>,
+    page: Option<i32>,
+    per_page: Option<i32>,
+    sort: Option<String>,
+}
+
+#[derive(Deserialize)]
+#[serde(rename_all = "camelCase")]
+pub struct MatchBody {
+    rmp_legacy_id: i32,
+}
+
+#[derive(Deserialize)]
+#[serde(rename_all = "camelCase")]
+pub struct RejectCandidateBody {
+    rmp_legacy_id: i32,
+}
+
+// ---------------------------------------------------------------------------
+// Response types
+// ---------------------------------------------------------------------------
+
+/// Simple acknowledgement response for mutating operations.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct OkResponse {
+    pub ok: bool,
+}
+
+/// A top-candidate summary shown in the instructor list view.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct TopCandidateResponse {
+    pub rmp_legacy_id: i32,
+    pub score: Option<f32>,
+    #[ts(as = "Option<std::collections::HashMap<String, f32>>")]
+    pub score_breakdown: Option<serde_json::Value>,
+    pub first_name: Option<String>,
+    pub last_name: Option<String>,
+    pub department: Option<String>,
+    pub avg_rating: Option<f32>,
+    pub num_ratings: Option<i32>,
+}
+
+/// An instructor row in the paginated list.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct InstructorListItem {
+    pub id: i32,
+    pub display_name: String,
+    pub email: String,
+    pub rmp_match_status: String,
+    #[ts(as = "i32")]
+    pub rmp_link_count: i64,
+    #[ts(as = "i32")]
+    pub candidate_count: i64,
+    #[ts(as = "i32")]
+    pub course_subject_count: i64,
+    pub top_candidate: Option<TopCandidateResponse>,
+}
+
+/// Aggregate status counts for the instructor list.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct InstructorStats {
+    #[ts(as = "i32")]
+    pub total: i64,
+    #[ts(as = "i32")]
+    pub unmatched: i64,
+    #[ts(as = "i32")]
+    pub auto: i64,
+    #[ts(as = "i32")]
+    pub confirmed: i64,
+    #[ts(as = "i32")]
+    pub rejected: i64,
+    #[ts(as = "i32")]
+    pub with_candidates: i64,
+}
+
+/// Response for `GET /api/admin/instructors`.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct ListInstructorsResponse {
+    pub instructors: Vec<InstructorListItem>,
+    #[ts(as = "i32")]
+    pub total: i64,
+    pub page: i32,
+    pub per_page: i32,
+    pub stats: InstructorStats,
+}
+
+/// Instructor summary in the detail view.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct InstructorDetail {
+    pub id: i32,
+    pub display_name: String,
+    pub email: String,
+    pub rmp_match_status: String,
+    pub subjects_taught: Vec<String>,
+    #[ts(as = "i32")]
+    pub course_count: i64,
+}
+
+/// A linked RMP profile in the detail view.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct LinkedRmpProfile {
+    pub link_id: i32,
+    pub legacy_id: i32,
+    pub first_name: Option<String>,
+    pub last_name: Option<String>,
+    pub department: Option<String>,
+    pub avg_rating: Option<f32>,
+    pub avg_difficulty: Option<f32>,
+    pub num_ratings: Option<i32>,
+    pub would_take_again_pct: Option<f32>,
+}
+
+/// A match candidate in the detail view.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct CandidateResponse {
+    pub id: i32,
+    pub rmp_legacy_id: i32,
+    pub first_name: Option<String>,
+    pub last_name: Option<String>,
+    pub department: Option<String>,
+    pub avg_rating: Option<f32>,
+    pub avg_difficulty: Option<f32>,
+    pub num_ratings: Option<i32>,
+    pub would_take_again_pct: Option<f32>,
+    pub score: Option<f32>,
+    #[ts(as = "Option<std::collections::HashMap<String, f32>>")]
+    pub score_breakdown: Option<serde_json::Value>,
+    pub status: String,
+}
+
+/// Response for `GET /api/admin/instructors/{id}` and `POST .../match`.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct InstructorDetailResponse {
+    pub instructor: InstructorDetail,
+    pub current_matches: Vec<LinkedRmpProfile>,
+    pub candidates: Vec<CandidateResponse>,
+}
+
+/// Response for `POST /api/admin/rmp/rescore`.
+#[derive(Debug, Clone, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct RescoreResponse {
+    pub total_unmatched: usize,
+    pub candidates_created: usize,
+    pub candidates_rescored: usize,
+    pub auto_matched: usize,
+    pub skipped_unparseable: usize,
+    pub skipped_no_candidates: usize,
+}
+
+// ---------------------------------------------------------------------------
+// Helper: map sqlx errors to the standard admin error tuple
+// ---------------------------------------------------------------------------
+
+fn db_error(context: &str, e: sqlx::Error) -> (StatusCode, Json<Value>) {
+    tracing::error!(error = %e, "{context}");
+    (
+        StatusCode::INTERNAL_SERVER_ERROR,
+        Json(json!({"error": context})),
+    )
+}
+
+// ---------------------------------------------------------------------------
+// Row types for SQL queries
+// ---------------------------------------------------------------------------
+
+#[derive(sqlx::FromRow)]
+struct InstructorRow {
+    id: i32,
+    display_name: String,
+    email: String,
+    rmp_match_status: String,
+    rmp_link_count: Option<i64>,
+    top_candidate_rmp_id: Option<i32>,
+    top_candidate_score: Option<f32>,
+    top_candidate_breakdown: Option<serde_json::Value>,
+    tc_first_name: Option<String>,
+    tc_last_name: Option<String>,
+    tc_department: Option<String>,
+    tc_avg_rating: Option<f32>,
+    tc_num_ratings: Option<i32>,
+    candidate_count: Option<i64>,
+    course_subject_count: Option<i64>,
+}
+
+#[derive(sqlx::FromRow)]
+struct StatusCount {
+    rmp_match_status: String,
+    count: i64,
+}
+
+#[derive(sqlx::FromRow)]
+struct CandidateRow {
+    id: i32,
+    rmp_legacy_id: i32,
+    score: Option<f32>,
+    score_breakdown: Option<serde_json::Value>,
+    status: String,
+    first_name: Option<String>,
+    last_name: Option<String>,
+    department: Option<String>,
+    avg_rating: Option<f32>,
+    avg_difficulty: Option<f32>,
+    num_ratings: Option<i32>,
+    would_take_again_pct: Option<f32>,
+}
+
+#[derive(sqlx::FromRow)]
+struct LinkedRmpProfileRow {
+    link_id: i32,
+    legacy_id: i32,
+    first_name: Option<String>,
+    last_name: Option<String>,
+    department: Option<String>,
+    avg_rating: Option<f32>,
+    avg_difficulty: Option<f32>,
+    num_ratings: Option<i32>,
+    would_take_again_pct: Option<f32>,
+}
+
+// ---------------------------------------------------------------------------
+// 1. GET /api/admin/instructors — paginated list with filtering
+// ---------------------------------------------------------------------------
+
+/// `GET /api/admin/instructors` — List instructors with filtering and pagination.
+pub async fn list_instructors(
+    AdminUser(_user): AdminUser,
+    State(state): State<AppState>,
+    Query(params): Query<ListInstructorsParams>,
+) -> Result<Json<ListInstructorsResponse>, (StatusCode, Json<Value>)> {
+    let page = params.page.unwrap_or(1).max(1);
+    let per_page = params.per_page.unwrap_or(50).clamp(1, 100);
+    let offset = (page - 1) * per_page;
+
+    let sort_clause = match params.sort.as_deref() {
+        Some("name_asc") => "i.display_name ASC",
+        Some("name_desc") => "i.display_name DESC",
+        Some("status") => "i.rmp_match_status ASC, i.display_name ASC",
+        _ => "tc.score DESC NULLS LAST, i.display_name ASC",
+    };
+
+    // Build WHERE clause
+    let mut conditions = Vec::new();
+    let mut bind_idx = 0u32;
+
+    if params.status.is_some() {
+        bind_idx += 1;
+        conditions.push(format!("i.rmp_match_status = ${bind_idx}"));
+    }
+    if params.search.is_some() {
+        bind_idx += 1;
+        conditions.push(format!(
+            "(i.display_name ILIKE ${bind_idx} OR i.email ILIKE ${bind_idx})"
+        ));
+    }
+
+    let where_clause = if conditions.is_empty() {
+        String::new()
+    } else {
+        format!("WHERE {}", conditions.join(" AND "))
+    };
+
+    let query_str = format!(
+        r#"
+        SELECT
+            i.id, i.display_name, i.email, i.rmp_match_status,
+            (SELECT COUNT(*) FROM instructor_rmp_links irl WHERE irl.instructor_id = i.id) as rmp_link_count,
+            tc.rmp_legacy_id as top_candidate_rmp_id,
+            tc.score as top_candidate_score,
+            tc.score_breakdown as top_candidate_breakdown,
+            rp.first_name as tc_first_name,
+            rp.last_name as tc_last_name,
+            rp.department as tc_department,
+            rp.avg_rating as tc_avg_rating,
+            rp.num_ratings as tc_num_ratings,
+            (SELECT COUNT(*) FROM rmp_match_candidates mc WHERE mc.instructor_id = i.id AND mc.status = 'pending') as candidate_count,
+            (SELECT COUNT(DISTINCT c.subject) FROM course_instructors ci JOIN courses c ON c.id = ci.course_id WHERE ci.instructor_id = i.id) as course_subject_count
+        FROM instructors i
+        LEFT JOIN LATERAL (
+            SELECT mc.rmp_legacy_id, mc.score, mc.score_breakdown
+            FROM rmp_match_candidates mc
+            WHERE mc.instructor_id = i.id AND mc.status = 'pending'
+            ORDER BY mc.score DESC
+            LIMIT 1
+        ) tc ON true
+        LEFT JOIN rmp_professors rp ON rp.legacy_id = tc.rmp_legacy_id
+        {where_clause}
+        ORDER BY {sort_clause}
+        LIMIT {per_page} OFFSET {offset}
+        "#
+    );
+
+    // Build the query with dynamic binds
+    let mut query = sqlx::query_as::<_, InstructorRow>(&query_str);
+    if let Some(ref status) = params.status {
+        query = query.bind(status);
+    }
+    if let Some(ref search) = params.search {
+        query = query.bind(format!("%{search}%"));
+    }
+
+    let rows = query
+        .fetch_all(&state.db_pool)
+        .await
+        .map_err(|e| db_error("failed to list instructors", e))?;
+
+    // Count total with filters
+    let count_query_str = format!("SELECT COUNT(*) FROM instructors i {where_clause}");
+    let mut count_query = sqlx::query_as::<_, (i64,)>(&count_query_str);
+    if let Some(ref status) = params.status {
+        count_query = count_query.bind(status);
+    }
+    if let Some(ref search) = params.search {
+        count_query = count_query.bind(format!("%{search}%"));
+    }
+
+    let (total,) = count_query
+        .fetch_one(&state.db_pool)
+        .await
+        .map_err(|e| db_error("failed to count instructors", e))?;
+
+    // Aggregate stats (unfiltered)
+    let stats_rows = sqlx::query_as::<_, StatusCount>(
+        "SELECT rmp_match_status, COUNT(*) as count FROM instructors GROUP BY rmp_match_status",
+    )
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to get instructor stats", e))?;
+
+    // Count instructors with at least one candidate (for progress bar denominator)
+    let (with_candidates,): (i64,) =
+        sqlx::query_as("SELECT COUNT(DISTINCT instructor_id) FROM rmp_match_candidates")
+            .fetch_one(&state.db_pool)
+            .await
+            .map_err(|e| db_error("failed to count instructors with candidates", e))?;
+
+    let mut stats = InstructorStats {
+        total: 0,
+        unmatched: 0,
+        auto: 0,
+        confirmed: 0,
+        rejected: 0,
+        with_candidates,
+    };
+    for row in &stats_rows {
+        stats.total += row.count;
+        match row.rmp_match_status.as_str() {
+            "unmatched" => stats.unmatched = row.count,
+            "auto" => stats.auto = row.count,
+            "confirmed" => stats.confirmed = row.count,
+            "rejected" => stats.rejected = row.count,
+            _ => {}
+        }
+    }
+
+    let instructors: Vec<InstructorListItem> = rows
+        .iter()
+        .map(|r| {
+            let top_candidate = r.top_candidate_rmp_id.map(|rmp_id| TopCandidateResponse {
+                rmp_legacy_id: rmp_id,
+                score: r.top_candidate_score,
+                score_breakdown: r.top_candidate_breakdown.clone(),
+                first_name: r.tc_first_name.clone(),
+                last_name: r.tc_last_name.clone(),
+                department: r.tc_department.clone(),
+                avg_rating: r.tc_avg_rating,
+                num_ratings: r.tc_num_ratings,
+            });
+
+            InstructorListItem {
+                id: r.id,
+                display_name: r.display_name.clone(),
+                email: r.email.clone(),
+                rmp_match_status: r.rmp_match_status.clone(),
+                rmp_link_count: r.rmp_link_count.unwrap_or(0),
+                candidate_count: r.candidate_count.unwrap_or(0),
+                course_subject_count: r.course_subject_count.unwrap_or(0),
+                top_candidate,
+            }
+        })
+        .collect();
+
+    Ok(Json(ListInstructorsResponse {
+        instructors,
+        total,
+        page,
+        per_page,
+        stats,
+    }))
+}
+
+// ---------------------------------------------------------------------------
+// 2. GET /api/admin/instructors/{id} — full detail
+// ---------------------------------------------------------------------------
+
+/// `GET /api/admin/instructors/{id}` — Full instructor detail with candidates.
+pub async fn get_instructor(
+    AdminUser(_user): AdminUser,
+    State(state): State<AppState>,
+    Path(id): Path<i32>,
+) -> Result<Json<InstructorDetailResponse>, (StatusCode, Json<Value>)> {
+    build_instructor_detail(&state, id).await
+}
+
+/// Shared helper that builds the full instructor detail response.
+async fn build_instructor_detail(
+    state: &AppState,
+    id: i32,
+) -> Result<Json<InstructorDetailResponse>, (StatusCode, Json<Value>)> {
+    // Fetch instructor
+    let instructor: Option<(i32, String, String, String)> = sqlx::query_as(
+        "SELECT id, display_name, email, rmp_match_status FROM instructors WHERE id = $1",
+    )
+    .bind(id)
+    .fetch_optional(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to fetch instructor", e))?;
+
+    let (inst_id, display_name, email, rmp_match_status) = instructor.ok_or_else(|| {
+        (
+            StatusCode::NOT_FOUND,
+            Json(json!({"error": "instructor not found"})),
+        )
+    })?;
+
+    // Subjects taught
+    let subjects: Vec<(String,)> = sqlx::query_as(
+        "SELECT DISTINCT c.subject FROM course_instructors ci JOIN courses c ON c.id = ci.course_id WHERE ci.instructor_id = $1 ORDER BY c.subject",
+    )
+    .bind(inst_id)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to fetch subjects", e))?;
+
+    // Course count
+    let (course_count,): (i64,) = sqlx::query_as(
+        "SELECT COUNT(DISTINCT ci.course_id) FROM course_instructors ci WHERE ci.instructor_id = $1",
+    )
+    .bind(inst_id)
+    .fetch_one(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to count courses", e))?;
+
+    // Candidates with RMP professor info
+    let candidates = sqlx::query_as::<_, CandidateRow>(
+        r#"
+        SELECT mc.id, mc.rmp_legacy_id, mc.score, mc.score_breakdown, mc.status,
+               rp.first_name, rp.last_name, rp.department,
+               rp.avg_rating, rp.avg_difficulty, rp.num_ratings, rp.would_take_again_pct
+        FROM rmp_match_candidates mc
+        JOIN rmp_professors rp ON rp.legacy_id = mc.rmp_legacy_id
+        WHERE mc.instructor_id = $1
+        ORDER BY mc.score DESC
+        "#,
+    )
+    .bind(inst_id)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to fetch candidates", e))?;
+
+    // Current matches (all linked RMP profiles)
+    let current_matches = sqlx::query_as::<_, LinkedRmpProfileRow>(
+        r#"
+        SELECT irl.id as link_id,
+               rp.legacy_id, rp.first_name, rp.last_name, rp.department,
+               rp.avg_rating, rp.avg_difficulty, rp.num_ratings, rp.would_take_again_pct
+        FROM instructor_rmp_links irl
+        JOIN rmp_professors rp ON rp.legacy_id = irl.rmp_legacy_id
+        WHERE irl.instructor_id = $1
+        ORDER BY rp.num_ratings DESC NULLS LAST
+        "#,
+    )
+    .bind(inst_id)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to fetch linked rmp profiles", e))?;
+
+    let current_matches_resp: Vec<LinkedRmpProfile> = current_matches
+        .into_iter()
+        .map(|p| LinkedRmpProfile {
+            link_id: p.link_id,
+            legacy_id: p.legacy_id,
+            first_name: p.first_name,
+            last_name: p.last_name,
+            department: p.department,
+            avg_rating: p.avg_rating,
+            avg_difficulty: p.avg_difficulty,
+            num_ratings: p.num_ratings,
+            would_take_again_pct: p.would_take_again_pct,
+        })
+        .collect();
+
+    let candidates_resp: Vec<CandidateResponse> = candidates
+        .into_iter()
+        .map(|c| CandidateResponse {
+            id: c.id,
+            rmp_legacy_id: c.rmp_legacy_id,
+            first_name: c.first_name,
+            last_name: c.last_name,
+            department: c.department,
+            avg_rating: c.avg_rating,
+            avg_difficulty: c.avg_difficulty,
+            num_ratings: c.num_ratings,
+            would_take_again_pct: c.would_take_again_pct,
+            score: c.score,
+            score_breakdown: c.score_breakdown,
+            status: c.status,
+        })
+        .collect();
+
+    Ok(Json(InstructorDetailResponse {
+        instructor: InstructorDetail {
+            id: inst_id,
+            display_name,
+            email,
+            rmp_match_status,
+            subjects_taught: subjects.into_iter().map(|(s,)| s).collect(),
+            course_count,
+        },
+        current_matches: current_matches_resp,
+        candidates: candidates_resp,
+    }))
+}
+
+// ---------------------------------------------------------------------------
+// 3. POST /api/admin/instructors/{id}/match — accept a candidate
+// ---------------------------------------------------------------------------
+
+/// `POST /api/admin/instructors/{id}/match` — Accept a candidate match.
+pub async fn match_instructor(
+    AdminUser(user): AdminUser,
+    State(state): State<AppState>,
+    Path(id): Path<i32>,
+    Json(body): Json<MatchBody>,
+) -> Result<Json<InstructorDetailResponse>, (StatusCode, Json<Value>)> {
+    // Verify the candidate exists and is pending
+    let candidate: Option<(i32,)> = sqlx::query_as(
+        "SELECT id FROM rmp_match_candidates WHERE instructor_id = $1 AND rmp_legacy_id = $2 AND status = 'pending'",
+    )
+    .bind(id)
+    .bind(body.rmp_legacy_id)
+    .fetch_optional(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to check candidate", e))?;
+
+    if candidate.is_none() {
+        return Err((
+            StatusCode::NOT_FOUND,
+            Json(json!({"error": "pending candidate not found for this instructor"})),
+        ));
+    }
+
+    // Check if this RMP profile is already linked to a different instructor
+    let conflict: Option<(i32,)> = sqlx::query_as(
+        "SELECT instructor_id FROM instructor_rmp_links WHERE rmp_legacy_id = $1 AND instructor_id != $2",
+    )
+    .bind(body.rmp_legacy_id)
+    .bind(id)
+    .fetch_optional(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to check rmp uniqueness", e))?;
+
+    if let Some((other_id,)) = conflict {
+        return Err((
+            StatusCode::CONFLICT,
+            Json(json!({
+                "error": "RMP profile already linked to another instructor",
+                "conflictingInstructorId": other_id,
+            })),
+        ));
+    }
+
+    let mut tx = state
+        .db_pool
+        .begin()
+        .await
+        .map_err(|e| db_error("failed to begin transaction", e))?;
+
+    // Insert link into instructor_rmp_links
+    sqlx::query(
+        "INSERT INTO instructor_rmp_links (instructor_id, rmp_legacy_id, created_by, source) VALUES ($1, $2, $3, 'manual') ON CONFLICT (rmp_legacy_id) DO NOTHING",
+    )
+    .bind(id)
+    .bind(body.rmp_legacy_id)
+    .bind(user.discord_id)
+    .execute(&mut *tx)
+    .await
+    .map_err(|e| db_error("failed to insert rmp link", e))?;
+
+    // Update instructor match status
+    sqlx::query("UPDATE instructors SET rmp_match_status = 'confirmed' WHERE id = $1")
+        .bind(id)
+        .execute(&mut *tx)
+        .await
+        .map_err(|e| db_error("failed to update instructor match status", e))?;
+
+    // Accept the candidate
+    sqlx::query(
+        "UPDATE rmp_match_candidates SET status = 'accepted', resolved_at = NOW(), resolved_by = $1 WHERE instructor_id = $2 AND rmp_legacy_id = $3",
+    )
+    .bind(user.discord_id)
+    .bind(id)
+    .bind(body.rmp_legacy_id)
+    .execute(&mut *tx)
+    .await
+    .map_err(|e| db_error("failed to accept candidate", e))?;
+
+    tx.commit()
+        .await
+        .map_err(|e| db_error("failed to commit transaction", e))?;
+
+    build_instructor_detail(&state, id).await
+}
+
+// ---------------------------------------------------------------------------
+// 4. POST /api/admin/instructors/{id}/reject-candidate — reject one candidate
+// ---------------------------------------------------------------------------
+
+/// `POST /api/admin/instructors/{id}/reject-candidate` — Reject a single candidate.
+pub async fn reject_candidate(
+    AdminUser(user): AdminUser,
+    State(state): State<AppState>,
+    Path(id): Path<i32>,
+    Json(body): Json<RejectCandidateBody>,
+) -> Result<Json<OkResponse>, (StatusCode, Json<Value>)> {
+    let result = sqlx::query(
+        "UPDATE rmp_match_candidates SET status = 'rejected', resolved_at = NOW(), resolved_by = $1 WHERE instructor_id = $2 AND rmp_legacy_id = $3 AND status = 'pending'",
+    )
+    .bind(user.discord_id)
+    .bind(id)
+    .bind(body.rmp_legacy_id)
+    .execute(&state.db_pool)
+    .await
+    .map_err(|e| db_error("failed to reject candidate", e))?;
+
+    if result.rows_affected() == 0 {
+        return Err((
+            StatusCode::NOT_FOUND,
+            Json(json!({"error": "pending candidate not found"})),
+        ));
+    }
+
+    Ok(Json(OkResponse { ok: true }))
+}
+
+// ---------------------------------------------------------------------------
+// 5. POST /api/admin/instructors/{id}/reject-all — no valid match
+// ---------------------------------------------------------------------------
+
+/// `POST /api/admin/instructors/{id}/reject-all` — Mark instructor as having no valid RMP match.
+pub async fn reject_all(
+    AdminUser(user): AdminUser,
+    State(state): State<AppState>,
+    Path(id): Path<i32>,
+) -> Result<Json<OkResponse>, (StatusCode, Json<Value>)> {
+    let mut tx = state
+        .db_pool
+        .begin()
+        .await
+        .map_err(|e| db_error("failed to begin transaction", e))?;
+
+    // Check current status — cannot reject an instructor with confirmed matches
+    let current_status: Option<(String,)> =
+        sqlx::query_as("SELECT rmp_match_status FROM instructors WHERE id = $1")
+            .bind(id)
+            .fetch_optional(&mut *tx)
+            .await
+            .map_err(|e| db_error("failed to fetch instructor status", e))?;
+
+    let (status,) = current_status.ok_or_else(|| {
+        (
+            StatusCode::NOT_FOUND,
+            Json(json!({"error": "instructor not found"})),
+        )
+    })?;
+
+    if status == "confirmed" {
+        return Err((
+            StatusCode::CONFLICT,
+            Json(
+                json!({"error": "cannot reject instructor with confirmed matches — unmatch first"}),
+            ),
+        ));
+    }
+
+    // Update instructor status
+    sqlx::query("UPDATE instructors SET rmp_match_status = 'rejected' WHERE id = $1")
+        .bind(id)
+        .execute(&mut *tx)
+        .await
+        .map_err(|e| db_error("failed to update instructor status", e))?;
+
+    // Reject all pending candidates
+    sqlx::query(
+        "UPDATE rmp_match_candidates SET status = 'rejected', resolved_at = NOW(), resolved_by = $1 WHERE instructor_id = $2 AND status = 'pending'",
+    )
+    .bind(user.discord_id)
+    .bind(id)
+    .execute(&mut *tx)
+    .await
+    .map_err(|e| db_error("failed to reject candidates", e))?;
+
+    tx.commit()
+        .await
+        .map_err(|e| db_error("failed to commit transaction", e))?;
+
+    Ok(Json(OkResponse { ok: true }))
+}
+
+// ---------------------------------------------------------------------------
+// 6. POST /api/admin/instructors/{id}/unmatch — remove current match
+// ---------------------------------------------------------------------------
+
+/// Body for unmatch — optional `rmpLegacyId` to remove a specific link.
+/// If omitted (or null), all links are removed.
+#[derive(Deserialize, Default)]
+#[serde(rename_all = "camelCase")]
+pub struct UnmatchBody {
+    rmp_legacy_id: Option<i32>,
+}
+
+/// `POST /api/admin/instructors/{id}/unmatch` — Remove RMP link(s).
+///
+/// Send `{ "rmpLegacyId": N }` to remove a specific link, or an empty body / `{}`
+/// to remove all links for the instructor.
+pub async fn unmatch_instructor(
+    AdminUser(_user): AdminUser,
+    State(state): State<AppState>,
+    Path(id): Path<i32>,
+    body: Option<Json<UnmatchBody>>,
+) -> Result<Json<OkResponse>, (StatusCode, Json<Value>)> {
+    let rmp_legacy_id = body.and_then(|b| b.rmp_legacy_id);
+
+    // Verify instructor exists
+    let exists: Option<(i32,)> = sqlx::query_as("SELECT id FROM instructors WHERE id = $1")
+        .bind(id)
+        .fetch_optional(&state.db_pool)
+        .await
+        .map_err(|e| db_error("failed to check instructor", e))?;
+
+    if exists.is_none() {
+        return Err((
+            StatusCode::NOT_FOUND,
+            Json(json!({"error": "instructor not found"})),
+        ));
+    }
+
+    // Use the data layer function to perform the unmatch
+    crate::data::rmp::unmatch_instructor(&state.db_pool, id, rmp_legacy_id)
+        .await
+        .map_err(|e| {
+            tracing::error!(error = %e, "failed to unmatch instructor");
+            (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                Json(json!({"error": "failed to unmatch instructor"})),
+            )
+        })?;
+
+    Ok(Json(OkResponse { ok: true }))
+}
+
+// ---------------------------------------------------------------------------
+// 7. POST /api/admin/rmp/rescore — re-run candidate generation
+// ---------------------------------------------------------------------------
+
+/// `POST /api/admin/rmp/rescore` — Re-run RMP candidate generation.
+pub async fn rescore(
+    AdminUser(_user): AdminUser,
+    State(state): State<AppState>,
+) -> Result<Json<RescoreResponse>, (StatusCode, Json<Value>)> {
+    let stats = crate::data::rmp_matching::generate_candidates(&state.db_pool)
+        .await
+        .map_err(|e| {
+            tracing::error!(error = %e, "failed to run candidate generation");
+            (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                Json(json!({"error": "candidate generation failed"})),
+            )
+        })?;
+
+    Ok(Json(RescoreResponse {
+        total_unmatched: stats.total_unmatched,
+        candidates_created: stats.candidates_created,
+        candidates_rescored: stats.candidates_rescored,
+        auto_matched: stats.auto_matched,
+        skipped_unparseable: stats.skipped_unparseable,
+        skipped_no_candidates: stats.skipped_no_candidates,
+    }))
+}
@@ -0,0 +1,523 @@
+//! Admin API handlers for scraper observability.
+//!
+//! All endpoints require the `AdminUser` extractor, returning 401/403 as needed.
+
+use axum::extract::{Path, Query, State};
+use axum::http::StatusCode;
+use axum::response::Json;
+use chrono::{DateTime, Utc};
+use serde::{Deserialize, Serialize};
+use serde_json::json;
+use sqlx::Row;
+use ts_rs::TS;
+
+use crate::banner::models::terms::Term;
+use crate::data::scrape_jobs;
+use crate::scraper::adaptive::{self, SubjectSchedule, SubjectStats};
+use crate::state::AppState;
+use crate::web::extractors::AdminUser;
+
+type ApiError = (StatusCode, Json<serde_json::Value>);
+
+fn parse_period(period: &str) -> Result<chrono::Duration, ApiError> {
+    match period {
+        "1h" => Ok(chrono::Duration::hours(1)),
+        "6h" => Ok(chrono::Duration::hours(6)),
+        "24h" => Ok(chrono::Duration::hours(24)),
+        "7d" => Ok(chrono::Duration::days(7)),
+        "30d" => Ok(chrono::Duration::days(30)),
+        _ => Err((
+            StatusCode::BAD_REQUEST,
+            Json(
+                json!({"error": format!("Invalid period '{period}'. Valid: 1h, 6h, 24h, 7d, 30d")}),
+            ),
+        )),
+    }
+}
+
+fn period_to_interval_str(period: &str) -> &'static str {
+    match period {
+        "1h" => "1 hour",
+        "6h" => "6 hours",
+        "24h" => "24 hours",
+        "7d" => "7 days",
+        "30d" => "30 days",
+        _ => "24 hours",
+    }
+}
+
+fn parse_bucket(bucket: &str) -> Result<&'static str, ApiError> {
+    match bucket {
+        "1m" => Ok("1 minute"),
+        "5m" => Ok("5 minutes"),
+        "15m" => Ok("15 minutes"),
+        "1h" => Ok("1 hour"),
+        "6h" => Ok("6 hours"),
+        _ => Err((
+            StatusCode::BAD_REQUEST,
+            Json(
+                json!({"error": format!("Invalid bucket '{bucket}'. Valid: 1m, 5m, 15m, 1h, 6h")}),
+            ),
+        )),
+    }
+}
+
+fn default_bucket_for_period(period: &str) -> &'static str {
+    match period {
+        "1h" => "1m",
+        "6h" => "5m",
+        "24h" => "15m",
+        "7d" => "1h",
+        "30d" => "6h",
+        _ => "15m",
+    }
+}
+
+// ---------------------------------------------------------------------------
+// Endpoint 1: GET /api/admin/scraper/stats
+// ---------------------------------------------------------------------------
+
+#[derive(Deserialize)]
+pub struct StatsParams {
+    #[serde(default = "default_period")]
+    period: String,
+}
+
+fn default_period() -> String {
+    "24h".to_string()
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct ScraperStatsResponse {
+    period: String,
+    #[ts(type = "number")]
+    total_scrapes: i64,
+    #[ts(type = "number")]
+    successful_scrapes: i64,
+    #[ts(type = "number")]
+    failed_scrapes: i64,
+    success_rate: Option<f64>,
+    avg_duration_ms: Option<f64>,
+    #[ts(type = "number")]
+    total_courses_changed: i64,
+    #[ts(type = "number")]
+    total_courses_fetched: i64,
+    #[ts(type = "number")]
+    total_audits_generated: i64,
+    #[ts(type = "number")]
+    pending_jobs: i64,
+    #[ts(type = "number")]
+    locked_jobs: i64,
+}
+
+pub async fn scraper_stats(
+    _admin: AdminUser,
+    State(state): State<AppState>,
+    Query(params): Query<StatsParams>,
+) -> Result<Json<ScraperStatsResponse>, ApiError> {
+    let _duration = parse_period(&params.period)?;
+    let interval_str = period_to_interval_str(&params.period);
+
+    let row = sqlx::query(
+        "SELECT \
+            COUNT(*) AS total_scrapes, \
+            COUNT(*) FILTER (WHERE success) AS successful_scrapes, \
+            COUNT(*) FILTER (WHERE NOT success) AS failed_scrapes, \
+            (AVG(duration_ms) FILTER (WHERE success))::FLOAT8 AS avg_duration_ms, \
+            COALESCE(SUM(courses_changed) FILTER (WHERE success), 0) AS total_courses_changed, \
+            COALESCE(SUM(courses_fetched) FILTER (WHERE success), 0) AS total_courses_fetched, \
+            COALESCE(SUM(audits_generated) FILTER (WHERE success), 0) AS total_audits_generated \
+         FROM scrape_job_results \
+         WHERE completed_at > NOW() - $1::interval",
+    )
+    .bind(interval_str)
+    .fetch_one(&state.db_pool)
+    .await
+    .map_err(|e| {
+        tracing::error!(error = %e, "Failed to fetch scraper stats");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            Json(json!({"error": "Failed to fetch scraper stats"})),
+        )
+    })?;
+
+    let total_scrapes: i64 = row.get("total_scrapes");
+    let successful_scrapes: i64 = row.get("successful_scrapes");
+    let failed_scrapes: i64 = row.get("failed_scrapes");
+    let avg_duration_ms: Option<f64> = row.get("avg_duration_ms");
+    let total_courses_changed: i64 = row.get("total_courses_changed");
+    let total_courses_fetched: i64 = row.get("total_courses_fetched");
+    let total_audits_generated: i64 = row.get("total_audits_generated");
+
+    let queue_row = sqlx::query(
+        "SELECT \
+            COUNT(*) FILTER (WHERE locked_at IS NULL) AS pending_jobs, \
+            COUNT(*) FILTER (WHERE locked_at IS NOT NULL) AS locked_jobs \
+         FROM scrape_jobs",
+    )
+    .fetch_one(&state.db_pool)
+    .await
+    .map_err(|e| {
+        tracing::error!(error = %e, "Failed to fetch queue stats");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            Json(json!({"error": "Failed to fetch queue stats"})),
+        )
+    })?;
+
+    let pending_jobs: i64 = queue_row.get("pending_jobs");
+    let locked_jobs: i64 = queue_row.get("locked_jobs");
+
+    let success_rate = if total_scrapes > 0 {
+        Some(successful_scrapes as f64 / total_scrapes as f64)
+    } else {
+        None
+    };
+
+    Ok(Json(ScraperStatsResponse {
+        period: params.period,
+        total_scrapes,
+        successful_scrapes,
+        failed_scrapes,
+        success_rate,
+        avg_duration_ms,
+        total_courses_changed,
+        total_courses_fetched,
+        total_audits_generated,
+        pending_jobs,
+        locked_jobs,
+    }))
+}
+
+// ---------------------------------------------------------------------------
+// Endpoint 2: GET /api/admin/scraper/timeseries
+// ---------------------------------------------------------------------------
+
+#[derive(Deserialize)]
+pub struct TimeseriesParams {
+    #[serde(default = "default_period")]
+    period: String,
+    bucket: Option<String>,
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct TimeseriesResponse {
+    period: String,
+    bucket: String,
+    points: Vec<TimeseriesPoint>,
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct TimeseriesPoint {
+    timestamp: DateTime<Utc>,
+    #[ts(type = "number")]
+    scrape_count: i64,
+    #[ts(type = "number")]
+    success_count: i64,
+    #[ts(type = "number")]
+    error_count: i64,
+    #[ts(type = "number")]
+    courses_changed: i64,
+    avg_duration_ms: f64,
+}
+
+pub async fn scraper_timeseries(
+    _admin: AdminUser,
+    State(state): State<AppState>,
+    Query(params): Query<TimeseriesParams>,
+) -> Result<Json<TimeseriesResponse>, ApiError> {
+    let _duration = parse_period(&params.period)?;
+    let period_interval = period_to_interval_str(&params.period);
+
+    let bucket_code = match &params.bucket {
+        Some(b) => {
+            // Validate the bucket
+            parse_bucket(b)?;
+            b.as_str()
+        }
+        None => default_bucket_for_period(&params.period),
+    };
+    let bucket_interval = parse_bucket(bucket_code)?;
+
+    let rows = sqlx::query(
+        "WITH buckets AS ( \
+            SELECT generate_series( \
+                date_bin($1::interval, NOW() - $2::interval, '2020-01-01'::timestamptz), \
+                date_bin($1::interval, NOW(), '2020-01-01'::timestamptz), \
+                $1::interval \
+            ) AS bucket_start \
+         ), \
+         raw AS ( \
+            SELECT date_bin($1::interval, completed_at, '2020-01-01'::timestamptz) AS bucket_start, \
+                   COUNT(*)::BIGINT AS scrape_count, \
+                   COUNT(*) FILTER (WHERE success)::BIGINT AS success_count, \
+                   COUNT(*) FILTER (WHERE NOT success)::BIGINT AS error_count, \
+                   COALESCE(SUM(courses_changed) FILTER (WHERE success), 0)::BIGINT AS courses_changed, \
+                   COALESCE(AVG(duration_ms) FILTER (WHERE success), 0)::FLOAT8 AS avg_duration_ms \
+            FROM scrape_job_results \
+            WHERE completed_at > NOW() - $2::interval \
+            GROUP BY 1 \
+         ) \
+         SELECT b.bucket_start, \
+                COALESCE(r.scrape_count, 0) AS scrape_count, \
+                COALESCE(r.success_count, 0) AS success_count, \
+                COALESCE(r.error_count, 0) AS error_count, \
+                COALESCE(r.courses_changed, 0) AS courses_changed, \
+                COALESCE(r.avg_duration_ms, 0) AS avg_duration_ms \
+         FROM buckets b \
+         LEFT JOIN raw r ON b.bucket_start = r.bucket_start \
+         ORDER BY b.bucket_start",
+    )
+    .bind(bucket_interval)
+    .bind(period_interval)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| {
+        tracing::error!(error = %e, "Failed to fetch scraper timeseries");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            Json(json!({"error": "Failed to fetch scraper timeseries"})),
+        )
+    })?;
+
+    let points = rows
+        .iter()
+        .map(|row| TimeseriesPoint {
+            timestamp: row.get("bucket_start"),
+            scrape_count: row.get("scrape_count"),
+            success_count: row.get("success_count"),
+            error_count: row.get("error_count"),
+            courses_changed: row.get("courses_changed"),
+            avg_duration_ms: row.get("avg_duration_ms"),
+        })
+        .collect();
+
+    Ok(Json(TimeseriesResponse {
+        period: params.period,
+        bucket: bucket_code.to_string(),
+        points,
+    }))
+}
+
+// ---------------------------------------------------------------------------
+// Endpoint 3: GET /api/admin/scraper/subjects
+// ---------------------------------------------------------------------------
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct SubjectsResponse {
+    subjects: Vec<SubjectSummary>,
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct SubjectSummary {
+    subject: String,
+    subject_description: Option<String>,
+    #[ts(type = "number")]
+    tracked_course_count: i64,
+    schedule_state: String,
+    #[ts(type = "number")]
+    current_interval_secs: u64,
+    time_multiplier: u32,
+    last_scraped: DateTime<Utc>,
+    next_eligible_at: Option<DateTime<Utc>>,
+    #[ts(type = "number | null")]
+    cooldown_remaining_secs: Option<u64>,
+    avg_change_ratio: f64,
+    #[ts(type = "number")]
+    consecutive_zero_changes: i64,
+    #[ts(type = "number")]
+    recent_runs: i64,
+    #[ts(type = "number")]
+    recent_failures: i64,
+}
+
+pub async fn scraper_subjects(
+    _admin: AdminUser,
+    State(state): State<AppState>,
+) -> Result<Json<SubjectsResponse>, ApiError> {
+    let raw_stats = scrape_jobs::fetch_subject_stats(&state.db_pool)
+        .await
+        .map_err(|e| {
+            tracing::error!(error = %e, "Failed to fetch subject stats");
+            (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                Json(json!({"error": "Failed to fetch subject stats"})),
+            )
+        })?;
+
+    let now = Utc::now();
+    let multiplier = adaptive::time_of_day_multiplier(now);
+
+    // Look up subject descriptions from the reference cache
+    let ref_cache = state.reference_cache.read().await;
+
+    // Count tracked courses per subject for the current term
+    let term = Term::get_current().inner().to_string();
+    let course_counts: std::collections::HashMap<String, i64> = sqlx::query_as(
+        "SELECT subject, COUNT(*)::BIGINT AS cnt FROM courses WHERE term_code = $1 GROUP BY subject",
+    )
+    .bind(&term)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| {
+        tracing::error!(error = %e, "Failed to fetch course counts");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            Json(json!({"error": "Failed to fetch course counts"})),
+        )
+    })?
+    .into_iter()
+    .map(|(subject, cnt): (String, i64)| (subject, cnt))
+    .collect();
+
+    let subjects = raw_stats
+        .into_iter()
+        .map(|row| {
+            let stats: SubjectStats = row.into();
+            let schedule = adaptive::evaluate_subject(&stats, now, false);
+            let base_interval = adaptive::compute_base_interval(&stats);
+
+            let schedule_state = match &schedule {
+                SubjectSchedule::Eligible(_) => "eligible",
+                SubjectSchedule::Cooldown(_) => "cooldown",
+                SubjectSchedule::Paused => "paused",
+                SubjectSchedule::ReadOnly => "read_only",
+            };
+
+            let current_interval_secs = base_interval.as_secs() * multiplier as u64;
+
+            let (next_eligible_at, cooldown_remaining_secs) = match &schedule {
+                SubjectSchedule::Eligible(_) => (Some(now), Some(0)),
+                SubjectSchedule::Cooldown(remaining) => {
+                    let remaining_secs = remaining.as_secs();
+                    (
+                        Some(now + chrono::Duration::seconds(remaining_secs as i64)),
+                        Some(remaining_secs),
+                    )
+                }
+                SubjectSchedule::Paused | SubjectSchedule::ReadOnly => (None, None),
+            };
+
+            let subject_description = ref_cache
+                .lookup("subject", &stats.subject)
+                .map(|s| s.to_string());
+
+            let tracked_course_count = course_counts.get(&stats.subject).copied().unwrap_or(0);
+
+            SubjectSummary {
+                subject: stats.subject,
+                subject_description,
+                tracked_course_count,
+                schedule_state: schedule_state.to_string(),
+                current_interval_secs,
+                time_multiplier: multiplier,
+                last_scraped: stats.last_completed,
+                next_eligible_at,
+                cooldown_remaining_secs,
+                avg_change_ratio: stats.avg_change_ratio,
+                consecutive_zero_changes: stats.consecutive_zero_changes,
+                recent_runs: stats.recent_runs,
+                recent_failures: stats.recent_failure_count,
+            }
+        })
+        .collect();
+
+    Ok(Json(SubjectsResponse { subjects }))
+}
+
+// ---------------------------------------------------------------------------
+// Endpoint 4: GET /api/admin/scraper/subjects/{subject}
+// ---------------------------------------------------------------------------
+
+#[derive(Deserialize)]
+pub struct SubjectDetailParams {
+    #[serde(default = "default_detail_limit")]
+    limit: i32,
+}
+
+fn default_detail_limit() -> i32 {
+    50
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct SubjectDetailResponse {
+    subject: String,
+    results: Vec<SubjectResultEntry>,
+}
+
+#[derive(Serialize, TS)]
+#[ts(export)]
+#[serde(rename_all = "camelCase")]
+pub struct SubjectResultEntry {
+    #[ts(type = "number")]
+    id: i64,
+    completed_at: DateTime<Utc>,
+    duration_ms: i32,
+    success: bool,
+    error_message: Option<String>,
+    courses_fetched: Option<i32>,
+    courses_changed: Option<i32>,
+    courses_unchanged: Option<i32>,
+    audits_generated: Option<i32>,
+    metrics_generated: Option<i32>,
+}
+
+pub async fn scraper_subject_detail(
+    _admin: AdminUser,
+    State(state): State<AppState>,
+    Path(subject): Path<String>,
+    Query(params): Query<SubjectDetailParams>,
+) -> Result<Json<SubjectDetailResponse>, ApiError> {
+    let limit = params.limit.clamp(1, 200);
+
+    let rows = sqlx::query(
+        "SELECT id, completed_at, duration_ms, success, error_message, \
+                courses_fetched, courses_changed, courses_unchanged, \
+                audits_generated, metrics_generated \
+         FROM scrape_job_results \
+         WHERE target_type = 'Subject' AND payload->>'subject' = $1 \
+         ORDER BY completed_at DESC \
+         LIMIT $2",
+    )
+    .bind(&subject)
+    .bind(limit)
+    .fetch_all(&state.db_pool)
+    .await
+    .map_err(|e| {
+        tracing::error!(error = %e, subject = %subject, "Failed to fetch subject detail");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            Json(json!({"error": "Failed to fetch subject detail"})),
+        )
+    })?;
+
+    let results = rows
+        .iter()
+        .map(|row| SubjectResultEntry {
+            id: row.get("id"),
+            completed_at: row.get("completed_at"),
+            duration_ms: row.get("duration_ms"),
+            success: row.get("success"),
+            error_message: row.get("error_message"),
+            courses_fetched: row.get("courses_fetched"),
+            courses_changed: row.get("courses_changed"),
+            courses_unchanged: row.get("courses_unchanged"),
+            audits_generated: row.get("audits_generated"),
+            metrics_generated: row.get("metrics_generated"),
+        })
+        .collect();
+
+    Ok(Json(SubjectDetailResponse { subject, results }))
+}
@@ -235,7 +235,7 @@ pub async fn auth_callback(
    let session = crate::data::sessions::create_session(
        &state.db_pool,
        discord_id,
-        Duration::from_secs(7 * 24 * 3600),
+        Duration::from_secs(crate::data::sessions::SESSION_DURATION_SECS),
    )
    .await
    .map_err(|e| {
@@ -248,7 +248,11 @@ pub async fn auth_callback(

    // 6. Build response with session cookie
    let secure = redirect_uri.starts_with("https://");
-    let cookie = session_cookie(&session.id, 604800, secure);
+    let cookie = session_cookie(
+        &session.id,
+        crate::data::sessions::SESSION_DURATION_SECS as i64,
+        secure,
+    );

    let redirect_to = if user.is_admin { "/admin" } else { "/" };

@@ -0,0 +1,136 @@
+//! Web API endpoints for calendar export (ICS download + Google Calendar redirect).
+
+use axum::{
+    extract::{Path, State},
+    http::{StatusCode, header},
+    response::{IntoResponse, Redirect, Response},
+};
+
+use crate::calendar::{CalendarCourse, generate_gcal_url, generate_ics};
+use crate::data::models::DbMeetingTime;
+use crate::state::AppState;
+
+/// Fetch course + meeting times, build a `CalendarCourse`.
+async fn load_calendar_course(
+    state: &AppState,
+    term: &str,
+    crn: &str,
+) -> Result<(CalendarCourse, Vec<DbMeetingTime>), (StatusCode, String)> {
+    let course = crate::data::courses::get_course_by_crn(&state.db_pool, crn, term)
+        .await
+        .map_err(|e| {
+            tracing::error!(error = %e, "Calendar: course lookup failed");
+            (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                "Lookup failed".to_string(),
+            )
+        })?
+        .ok_or_else(|| (StatusCode::NOT_FOUND, "Course not found".to_string()))?;
+
+    let instructors = crate::data::courses::get_course_instructors(&state.db_pool, course.id)
+        .await
+        .unwrap_or_default();
+
+    let primary_instructor = instructors
+        .iter()
+        .find(|i| i.is_primary)
+        .or(instructors.first())
+        .map(|i| i.display_name.clone());
+
+    let meeting_times: Vec<DbMeetingTime> =
+        serde_json::from_value(course.meeting_times.clone()).unwrap_or_default();
+
+    let cal_course = CalendarCourse {
+        crn: course.crn.clone(),
+        subject: course.subject.clone(),
+        course_number: course.course_number.clone(),
+        title: course.title.clone(),
+        sequence_number: course.sequence_number.clone(),
+        primary_instructor,
+    };
+
+    Ok((cal_course, meeting_times))
+}
+
+/// `GET /api/courses/{term}/{crn}/calendar.ics`
+///
+/// Returns an ICS file download for the course.
+pub async fn course_ics(
+    State(state): State<AppState>,
+    Path((term, crn)): Path<(String, String)>,
+) -> Result<Response, (StatusCode, String)> {
+    let (cal_course, meeting_times) = load_calendar_course(&state, &term, &crn).await?;
+
+    if meeting_times.is_empty() {
+        return Err((
+            StatusCode::NOT_FOUND,
+            "No meeting times found for this course".to_string(),
+        ));
+    }
+
+    let result = generate_ics(&cal_course, &meeting_times).map_err(|e| {
+        tracing::error!(error = %e, "ICS generation failed");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            "Failed to generate ICS file".to_string(),
+        )
+    })?;
+
+    let response = (
+        [
+            (header::CONTENT_TYPE, "text/calendar; charset=utf-8"),
+            (
+                header::CONTENT_DISPOSITION,
+                &format!("attachment; filename=\"{}\"", result.filename),
+            ),
+            (header::CACHE_CONTROL, "no-cache"),
+        ],
+        result.content,
+    )
+        .into_response();
+
+    Ok(response)
+}
+
+/// `GET /api/courses/{term}/{crn}/gcal`
+///
+/// Redirects to Google Calendar with a pre-filled event for the first meeting time.
+/// If multiple meeting times exist, uses the first one with scheduled days/times.
+pub async fn course_gcal(
+    State(state): State<AppState>,
+    Path((term, crn)): Path<(String, String)>,
+) -> Result<Response, (StatusCode, String)> {
+    let (cal_course, meeting_times) = load_calendar_course(&state, &term, &crn).await?;
+
+    if meeting_times.is_empty() {
+        return Err((
+            StatusCode::NOT_FOUND,
+            "No meeting times found for this course".to_string(),
+        ));
+    }
+
+    // Prefer the first meeting time that has actual days/times scheduled
+    let mt = meeting_times
+        .iter()
+        .find(|mt| {
+            mt.begin_time.is_some()
+                && (mt.monday
+                    || mt.tuesday
+                    || mt.wednesday
+                    || mt.thursday
+                    || mt.friday
+                    || mt.saturday
+                    || mt.sunday)
+        })
+        .unwrap_or(&meeting_times[0]);
+
+    let url = generate_gcal_url(&cal_course, mt).map_err(|e| {
+        tracing::error!(error = %e, "Google Calendar URL generation failed");
+        (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            "Failed to generate Google Calendar URL".to_string(),
+        )
+    })?;
+
+    Ok(Redirect::temporary(&url).into_response())
+}
@@ -1,14 +1,19 @@
 //! Web API module for the banner application.

 pub mod admin;
+pub mod admin_rmp;
+pub mod admin_scraper;
 #[cfg(feature = "embed-assets")]
 pub mod assets;
 pub mod auth;
+pub mod calendar;
 #[cfg(feature = "embed-assets")]
 pub mod encoding;
 pub mod extractors;
 pub mod routes;
+pub mod schedule_cache;
 pub mod session_cache;
+pub mod timeline;
 pub mod ws;

 pub use routes::*;
@@ -9,9 +9,13 @@ use axum::{
    routing::{get, post, put},
 };

-use crate::web::admin;
+use crate::web::admin_scraper;
 use crate::web::auth::{self, AuthConfig};
+use crate::web::calendar;
+use crate::web::timeline;
 use crate::web::ws;
+use crate::{data, web::admin};
+use crate::{data::models, web::admin_rmp};
 #[cfg(feature = "embed-assets")]
 use axum::{
    http::{HeaderMap, StatusCode, Uri},
@@ -43,9 +47,15 @@ pub fn create_router(app_state: AppState, auth_config: AuthConfig) -> Router {
        .route("/metrics", get(metrics))
        .route("/courses/search", get(search_courses))
        .route("/courses/{term}/{crn}", get(get_course))
+        .route(
+            "/courses/{term}/{crn}/calendar.ics",
+            get(calendar::course_ics),
+        )
+        .route("/courses/{term}/{crn}/gcal", get(calendar::course_gcal))
        .route("/terms", get(get_terms))
        .route("/subjects", get(get_subjects))
        .route("/reference/{category}", get(get_reference))
+        .route("/timeline", post(timeline::timeline))
        .with_state(app_state.clone());

    let auth_router = Router::new()
@@ -66,6 +76,38 @@ pub fn create_router(app_state: AppState, auth_config: AuthConfig) -> Router {
        .route("/admin/scrape-jobs", get(admin::list_scrape_jobs))
        .route("/admin/scrape-jobs/ws", get(ws::scrape_jobs_ws))
        .route("/admin/audit-log", get(admin::list_audit_log))
+        .route("/admin/instructors", get(admin_rmp::list_instructors))
+        .route("/admin/instructors/{id}", get(admin_rmp::get_instructor))
+        .route(
+            "/admin/instructors/{id}/match",
+            post(admin_rmp::match_instructor),
+        )
+        .route(
+            "/admin/instructors/{id}/reject-candidate",
+            post(admin_rmp::reject_candidate),
+        )
+        .route(
+            "/admin/instructors/{id}/reject-all",
+            post(admin_rmp::reject_all),
+        )
+        .route(
+            "/admin/instructors/{id}/unmatch",
+            post(admin_rmp::unmatch_instructor),
+        )
+        .route("/admin/rmp/rescore", post(admin_rmp::rescore))
+        .route("/admin/scraper/stats", get(admin_scraper::scraper_stats))
+        .route(
+            "/admin/scraper/timeseries",
+            get(admin_scraper::scraper_timeseries),
+        )
+        .route(
+            "/admin/scraper/subjects",
+            get(admin_scraper::scraper_subjects),
+        )
+        .route(
+            "/admin/scraper/subjects/{subject}",
+            get(admin_scraper::scraper_subject_detail),
+        )
        .with_state(app_state);

    let mut router = Router::new()
@@ -426,7 +468,7 @@ pub struct CourseResponse {
    link_identifier: Option<String>,
    is_section_linked: Option<bool>,
    part_of_term: Option<String>,
-    meeting_times: Vec<crate::data::models::DbMeetingTime>,
+    meeting_times: Vec<models::DbMeetingTime>,
    attributes: Vec<String>,
    instructors: Vec<InstructorResponse>,
 }
@@ -435,9 +477,10 @@ pub struct CourseResponse {
 #[serde(rename_all = "camelCase")]
 #[ts(export)]
 pub struct InstructorResponse {
+    instructor_id: i32,
    banner_id: String,
    display_name: String,
-    email: Option<String>,
+    email: String,
    is_primary: bool,
    rmp_rating: Option<f32>,
    rmp_num_ratings: Option<i32>,
@@ -462,14 +505,24 @@ pub struct CodeDescription {
    description: String,
 }

+#[derive(Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct TermResponse {
+    code: String,
+    slug: String,
+    description: String,
+}
+
 /// Build a `CourseResponse` from a DB course with pre-fetched instructor details.
 fn build_course_response(
-    course: &crate::data::models::Course,
-    instructors: Vec<crate::data::models::CourseInstructorDetail>,
+    course: &models::Course,
+    instructors: Vec<models::CourseInstructorDetail>,
 ) -> CourseResponse {
    let instructors = instructors
        .into_iter()
        .map(|i| InstructorResponse {
+            instructor_id: i.instructor_id,
            banner_id: i.banner_id,
            display_name: i.display_name,
            email: i.email,
@@ -513,12 +566,20 @@ async fn search_courses(
    State(state): State<AppState>,
    axum_extra::extract::Query(params): axum_extra::extract::Query<SearchParams>,
 ) -> Result<Json<SearchResponse>, (AxumStatusCode, String)> {
+    use crate::banner::models::terms::Term;
+
+    let term_code = Term::resolve_to_code(&params.term).ok_or_else(|| {
+        (
+            AxumStatusCode::BAD_REQUEST,
+            format!("Invalid term: {}", params.term),
+        )
+    })?;
    let limit = params.limit.clamp(1, 100);
    let offset = params.offset.max(0);

-    let (courses, total_count) = crate::data::courses::search_courses(
+    let (courses, total_count) = data::courses::search_courses(
        &state.db_pool,
-        &params.term,
+        &term_code,
        if params.subject.is_empty() {
            None
        } else {
@@ -547,7 +608,7 @@ async fn search_courses(
    // Batch-fetch all instructors in a single query instead of N+1
    let course_ids: Vec<i32> = courses.iter().map(|c| c.id).collect();
    let mut instructor_map =
-        crate::data::courses::get_instructors_for_courses(&state.db_pool, &course_ids)
+        data::courses::get_instructors_for_courses(&state.db_pool, &course_ids)
            .await
            .unwrap_or_default();

@@ -572,7 +633,7 @@ async fn get_course(
    State(state): State<AppState>,
    Path((term, crn)): Path<(String, String)>,
 ) -> Result<Json<CourseResponse>, (AxumStatusCode, String)> {
-    let course = crate::data::courses::get_course_by_crn(&state.db_pool, &crn, &term)
+    let course = data::courses::get_course_by_crn(&state.db_pool, &crn, &term)
        .await
        .map_err(|e| {
            tracing::error!(error = %e, "Course lookup failed");
@@ -583,7 +644,7 @@ async fn get_course(
        })?
        .ok_or_else(|| (AxumStatusCode::NOT_FOUND, "Course not found".to_string()))?;

-    let instructors = crate::data::courses::get_course_instructors(&state.db_pool, course.id)
+    let instructors = data::courses::get_course_instructors(&state.db_pool, course.id)
        .await
        .unwrap_or_default();
    Ok(Json(build_course_response(&course, instructors)))
@@ -592,9 +653,10 @@ async fn get_course(
 /// `GET /api/terms`
 async fn get_terms(
    State(state): State<AppState>,
-) -> Result<Json<Vec<CodeDescription>>, (AxumStatusCode, String)> {
-    let cache = state.reference_cache.read().await;
-    let term_codes = crate::data::courses::get_available_terms(&state.db_pool)
+) -> Result<Json<Vec<TermResponse>>, (AxumStatusCode, String)> {
+    use crate::banner::models::terms::Term;
+
+    let term_codes = data::courses::get_available_terms(&state.db_pool)
        .await
        .map_err(|e| {
            tracing::error!(error = %e, "Failed to get terms");
@@ -604,14 +666,15 @@ async fn get_terms(
            )
        })?;

-    let terms: Vec<CodeDescription> = term_codes
+    let terms: Vec<TermResponse> = term_codes
        .into_iter()
-        .map(|code| {
-            let description = cache
-                .lookup("term", &code)
-                .unwrap_or("Unknown Term")
-                .to_string();
-            CodeDescription { code, description }
+        .filter_map(|code| {
+            let term: Term = code.parse().ok()?;
+            Some(TermResponse {
+                code,
+                slug: term.slug(),
+                description: term.description(),
+            })
        })
        .collect();

@@ -623,7 +686,15 @@ async fn get_subjects(
    State(state): State<AppState>,
    Query(params): Query<SubjectsParams>,
 ) -> Result<Json<Vec<CodeDescription>>, (AxumStatusCode, String)> {
-    let rows = crate::data::courses::get_subjects_by_enrollment(&state.db_pool, &params.term)
+    use crate::banner::models::terms::Term;
+
+    let term_code = Term::resolve_to_code(&params.term).ok_or_else(|| {
+        (
+            AxumStatusCode::BAD_REQUEST,
+            format!("Invalid term: {}", params.term),
+        )
+    })?;
+    let rows = data::courses::get_subjects_by_enrollment(&state.db_pool, &term_code)
        .await
        .map_err(|e| {
            tracing::error!(error = %e, "Failed to get subjects");
@@ -652,7 +723,7 @@ async fn get_reference(
    if entries.is_empty() {
        // Fall back to DB query in case cache doesn't have this category
        drop(cache);
-        let rows = crate::data::reference::get_by_category(&category, &state.db_pool)
+        let rows = data::reference::get_by_category(&category, &state.db_pool)
            .await
            .map_err(|e| {
                tracing::error!(error = %e, category = %category, "Reference lookup failed");
@@ -0,0 +1,443 @@
+//! ISR-style schedule cache for timeline enrollment queries.
+//!
+//! Loads all courses with their meeting times from the database, parses the
+//! JSONB meeting times into a compact in-memory representation, and caches
+//! the result. The cache is refreshed in the background every hour using a
+//! stale-while-revalidate pattern with singleflight deduplication — readers
+//! always get the current cached value instantly, never blocking on a refresh.
+
+use chrono::NaiveDate;
+use serde_json::Value;
+use sqlx::PgPool;
+use std::sync::Arc;
+use std::sync::atomic::{AtomicBool, Ordering};
+use tokio::sync::watch;
+use tracing::{debug, error, info};
+
+/// How often the cache is considered fresh (1 hour).
+const REFRESH_INTERVAL: std::time::Duration = std::time::Duration::from_secs(60 * 60);
+
+// ── Compact schedule representation ─────────────────────────────────
+
+/// A single meeting time block, pre-parsed for fast filtering.
+#[derive(Debug, Clone)]
+pub(crate) struct ParsedSchedule {
+    /// Bitmask of days: bit 0 = Monday, bit 6 = Sunday.
+    days: u8,
+    /// Minutes since midnight for start (e.g. 600 = 10:00).
+    begin_minutes: u16,
+    /// Minutes since midnight for end (e.g. 650 = 10:50).
+    end_minutes: u16,
+    /// First day the meeting pattern is active.
+    start_date: NaiveDate,
+    /// Last day the meeting pattern is active.
+    end_date: NaiveDate,
+}
+
+/// A course with its enrollment and pre-parsed schedule blocks.
+#[derive(Debug, Clone)]
+pub(crate) struct CachedCourse {
+    pub(crate) subject: String,
+    pub(crate) enrollment: i32,
+    pub(crate) schedules: Vec<ParsedSchedule>,
+}
+
+/// The immutable snapshot of all courses, swapped atomically on refresh.
+#[derive(Debug, Clone)]
+pub(crate) struct ScheduleSnapshot {
+    pub(crate) courses: Vec<CachedCourse>,
+    refreshed_at: std::time::Instant,
+}
+
+// ── Cache handle ────────────────────────────────────────────────────
+
+/// Shared schedule cache. Clone-cheap (all `Arc`-wrapped internals).
+#[derive(Clone)]
+pub struct ScheduleCache {
+    /// Current snapshot, updated via `watch` channel for lock-free reads.
+    rx: watch::Receiver<Arc<ScheduleSnapshot>>,
+    /// Sender side, held to push new snapshots.
+    tx: Arc<watch::Sender<Arc<ScheduleSnapshot>>>,
+    /// Singleflight guard — true while a refresh task is in flight.
+    refreshing: Arc<AtomicBool>,
+    /// Database pool for refresh queries.
+    pool: PgPool,
+}
+
+impl ScheduleCache {
+    /// Create a new cache with an empty initial snapshot.
+    pub(crate) fn new(pool: PgPool) -> Self {
+        let empty = Arc::new(ScheduleSnapshot {
+            courses: Vec::new(),
+            refreshed_at: std::time::Instant::now(),
+        });
+        let (tx, rx) = watch::channel(empty);
+        Self {
+            rx,
+            tx: Arc::new(tx),
+            refreshing: Arc::new(AtomicBool::new(false)),
+            pool,
+        }
+    }
+
+    /// Get the current snapshot. Never blocks on refresh.
+    pub(crate) fn snapshot(&self) -> Arc<ScheduleSnapshot> {
+        self.rx.borrow().clone()
+    }
+
+    /// Check freshness and trigger a background refresh if stale.
+    /// Always returns immediately — the caller uses the current snapshot.
+    pub(crate) fn ensure_fresh(&self) {
+        let snap = self.rx.borrow();
+        if snap.refreshed_at.elapsed() < REFRESH_INTERVAL {
+            return;
+        }
+        // Singleflight: only one refresh at a time.
+        if self
+            .refreshing
+            .compare_exchange(false, true, Ordering::AcqRel, Ordering::Acquire)
+            .is_err()
+        {
+            debug!("Schedule cache refresh already in flight, skipping");
+            return;
+        }
+        let cache = self.clone();
+        tokio::spawn(async move {
+            match load_snapshot(&cache.pool).await {
+                Ok(snap) => {
+                    let count = snap.courses.len();
+                    let _ = cache.tx.send(Arc::new(snap));
+                    info!(courses = count, "Schedule cache refreshed");
+                }
+                Err(e) => {
+                    error!(error = %e, "Failed to refresh schedule cache");
+                }
+            }
+            cache.refreshing.store(false, Ordering::Release);
+        });
+    }
+
+    /// Force an initial load (blocking). Call once at startup.
+    pub(crate) async fn load(&self) -> anyhow::Result<()> {
+        let snap = load_snapshot(&self.pool).await?;
+        let count = snap.courses.len();
+        let _ = self.tx.send(Arc::new(snap));
+        info!(courses = count, "Schedule cache initially loaded");
+        Ok(())
+    }
+}
+
+// ── Database loading ────────────────────────────────────────────────
+
+/// Row returned from the lightweight schedule query.
+#[derive(sqlx::FromRow)]
+struct ScheduleRow {
+    subject: String,
+    enrollment: i32,
+    meeting_times: Value,
+}
+
+/// Load all courses and parse their meeting times into a snapshot.
+async fn load_snapshot(pool: &PgPool) -> anyhow::Result<ScheduleSnapshot> {
+    let start = std::time::Instant::now();
+
+    let rows: Vec<ScheduleRow> =
+        sqlx::query_as("SELECT subject, enrollment, meeting_times FROM courses")
+            .fetch_all(pool)
+            .await?;
+
+    let courses: Vec<CachedCourse> = rows
+        .into_iter()
+        .map(|row| {
+            let schedules = parse_meeting_times(&row.meeting_times);
+            CachedCourse {
+                subject: row.subject,
+                enrollment: row.enrollment,
+                schedules,
+            }
+        })
+        .collect();
+
+    debug!(
+        courses = courses.len(),
+        elapsed_ms = start.elapsed().as_millis(),
+        "Schedule snapshot built"
+    );
+
+    Ok(ScheduleSnapshot {
+        courses,
+        refreshed_at: std::time::Instant::now(),
+    })
+}
+
+// ── Meeting time parsing ────────────────────────────────────────────
+
+/// Parse the JSONB `meeting_times` array into compact `ParsedSchedule` values.
+fn parse_meeting_times(value: &Value) -> Vec<ParsedSchedule> {
+    let Value::Array(arr) = value else {
+        return Vec::new();
+    };
+
+    arr.iter().filter_map(parse_one_meeting).collect()
+}
+
+fn parse_one_meeting(mt: &Value) -> Option<ParsedSchedule> {
+    let begin_time = mt.get("begin_time")?.as_str()?;
+    let end_time = mt.get("end_time")?.as_str()?;
+
+    let begin_minutes = parse_hhmm(begin_time)?;
+    let end_minutes = parse_hhmm(end_time)?;
+
+    if end_minutes <= begin_minutes {
+        return None;
+    }
+
+    let start_date = parse_date(mt.get("start_date")?.as_str()?)?;
+    let end_date = parse_date(mt.get("end_date")?.as_str()?)?;
+
+    const DAY_KEYS: [&str; 7] = [
+        "monday",
+        "tuesday",
+        "wednesday",
+        "thursday",
+        "friday",
+        "saturday",
+        "sunday",
+    ];
+    let mut days: u8 = 0;
+    for (bit, key) in DAY_KEYS.iter().enumerate() {
+        if mt.get(*key).and_then(Value::as_bool).unwrap_or(false) {
+            days |= 1 << bit;
+        }
+    }
+
+    // Skip meetings with no days (online async, etc.)
+    if days == 0 {
+        return None;
+    }
+
+    Some(ParsedSchedule {
+        days,
+        begin_minutes,
+        end_minutes,
+        start_date,
+        end_date,
+    })
+}
+
+/// Parse "HHMM" → minutes since midnight.
+fn parse_hhmm(s: &str) -> Option<u16> {
+    if s.len() != 4 {
+        return None;
+    }
+    let hours: u16 = s[..2].parse().ok()?;
+    let mins: u16 = s[2..].parse().ok()?;
+    if hours >= 24 || mins >= 60 {
+        return None;
+    }
+    Some(hours * 60 + mins)
+}
+
+/// Parse "MM/DD/YYYY" → NaiveDate.
+fn parse_date(s: &str) -> Option<NaiveDate> {
+    NaiveDate::parse_from_str(s, "%m/%d/%Y").ok()
+}
+
+// ── Slot matching ───────────────────────────────────────────────────
+
+/// Day-of-week as our bitmask index (Monday = 0 .. Sunday = 6).
+/// Chrono's `weekday().num_days_from_monday()` already gives 0=Mon..6=Sun.
+pub(crate) fn weekday_bit(day: chrono::Weekday) -> u8 {
+    1 << day.num_days_from_monday()
+}
+
+impl ParsedSchedule {
+    /// Check if this schedule is active during a given slot.
+    ///
+    /// `slot_date` is the calendar date of the slot.
+    /// `slot_start` / `slot_end` are minutes since midnight for the 15-min window.
+    #[inline]
+    pub(crate) fn active_during(
+        &self,
+        slot_date: NaiveDate,
+        slot_weekday_bit: u8,
+        slot_start_minutes: u16,
+        slot_end_minutes: u16,
+    ) -> bool {
+        // Day-of-week check
+        if self.days & slot_weekday_bit == 0 {
+            return false;
+        }
+        // Date range check
+        if slot_date < self.start_date || slot_date > self.end_date {
+            return false;
+        }
+        // Time overlap: meeting [begin, end) overlaps slot [start, end)
+        self.begin_minutes < slot_end_minutes && self.end_minutes > slot_start_minutes
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use chrono::NaiveDate;
+    use serde_json::json;
+
+    #[test]
+    fn parse_hhmm_valid() {
+        assert_eq!(parse_hhmm("0000"), Some(0));
+        assert_eq!(parse_hhmm("0930"), Some(570));
+        assert_eq!(parse_hhmm("1350"), Some(830));
+        assert_eq!(parse_hhmm("2359"), Some(1439));
+    }
+
+    #[test]
+    fn parse_hhmm_invalid() {
+        assert_eq!(parse_hhmm(""), None);
+        assert_eq!(parse_hhmm("abc"), None);
+        assert_eq!(parse_hhmm("2500"), None);
+        assert_eq!(parse_hhmm("0060"), None);
+    }
+
+    #[test]
+    fn parse_date_valid() {
+        assert_eq!(
+            parse_date("08/26/2025"),
+            Some(NaiveDate::from_ymd_opt(2025, 8, 26).unwrap())
+        );
+    }
+
+    #[test]
+    fn parse_meeting_times_basic() {
+        let json = json!([{
+            "begin_time": "1000",
+            "end_time": "1050",
+            "start_date": "08/26/2025",
+            "end_date": "12/13/2025",
+            "monday": true,
+            "tuesday": false,
+            "wednesday": true,
+            "thursday": false,
+            "friday": true,
+            "saturday": false,
+            "sunday": false,
+            "building": "NPB",
+            "building_description": "North Paseo Building",
+            "room": "1.238",
+            "campus": "11",
+            "meeting_type": "FF",
+            "meeting_schedule_type": "AFF"
+        }]);
+
+        let schedules = parse_meeting_times(&json);
+        assert_eq!(schedules.len(), 1);
+
+        let s = &schedules[0];
+        assert_eq!(s.begin_minutes, 600); // 10:00
+        assert_eq!(s.end_minutes, 650); // 10:50
+        assert_eq!(s.days, 0b0010101); // Mon, Wed, Fri
+    }
+
+    #[test]
+    fn parse_meeting_times_skips_null_times() {
+        let json = json!([{
+            "begin_time": null,
+            "end_time": null,
+            "start_date": "08/26/2025",
+            "end_date": "12/13/2025",
+            "monday": false,
+            "tuesday": false,
+            "wednesday": false,
+            "thursday": false,
+            "friday": false,
+            "saturday": false,
+            "sunday": false,
+            "meeting_type": "OS",
+            "meeting_schedule_type": "AFF"
+        }]);
+
+        let schedules = parse_meeting_times(&json);
+        assert!(schedules.is_empty());
+    }
+
+    #[test]
+    fn active_during_matching_slot() {
+        let sched = ParsedSchedule {
+            days: 0b0000001, // Monday
+            begin_minutes: 600,
+            end_minutes: 650,
+            start_date: NaiveDate::from_ymd_opt(2025, 8, 26).unwrap(),
+            end_date: NaiveDate::from_ymd_opt(2025, 12, 13).unwrap(),
+        };
+
+        // Monday Sept 1 2025, 10:00-10:15 slot
+        let date = NaiveDate::from_ymd_opt(2025, 9, 1).unwrap();
+        assert!(sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 600, 615));
+    }
+
+    #[test]
+    fn active_during_wrong_day() {
+        let sched = ParsedSchedule {
+            days: 0b0000001, // Monday only
+            begin_minutes: 600,
+            end_minutes: 650,
+            start_date: NaiveDate::from_ymd_opt(2025, 8, 26).unwrap(),
+            end_date: NaiveDate::from_ymd_opt(2025, 12, 13).unwrap(),
+        };
+
+        // Tuesday Sept 2 2025
+        let date = NaiveDate::from_ymd_opt(2025, 9, 2).unwrap();
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Tue), 600, 615));
+    }
+
+    #[test]
+    fn active_during_no_time_overlap() {
+        let sched = ParsedSchedule {
+            days: 0b0000001,
+            begin_minutes: 600, // 10:00
+            end_minutes: 650,   // 10:50
+            start_date: NaiveDate::from_ymd_opt(2025, 8, 26).unwrap(),
+            end_date: NaiveDate::from_ymd_opt(2025, 12, 13).unwrap(),
+        };
+
+        let date = NaiveDate::from_ymd_opt(2025, 9, 1).unwrap(); // Monday
+        // Slot 11:00-11:15 — after the meeting ends
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 660, 675));
+        // Slot 9:45-10:00 — just before meeting starts (end=600, begin=600 → no overlap)
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 585, 600));
+    }
+
+    #[test]
+    fn active_during_outside_date_range() {
+        let sched = ParsedSchedule {
+            days: 0b0000001,
+            begin_minutes: 600,
+            end_minutes: 650,
+            start_date: NaiveDate::from_ymd_opt(2025, 8, 26).unwrap(),
+            end_date: NaiveDate::from_ymd_opt(2025, 12, 13).unwrap(),
+        };
+
+        // Monday Jan 6 2025 — before semester
+        let date = NaiveDate::from_ymd_opt(2025, 1, 6).unwrap();
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 600, 615));
+    }
+
+    #[test]
+    fn active_during_edge_overlap() {
+        let sched = ParsedSchedule {
+            days: 0b0000001,
+            begin_minutes: 600,
+            end_minutes: 650,
+            start_date: NaiveDate::from_ymd_opt(2025, 8, 26).unwrap(),
+            end_date: NaiveDate::from_ymd_opt(2025, 12, 13).unwrap(),
+        };
+
+        let date = NaiveDate::from_ymd_opt(2025, 9, 1).unwrap();
+        // Slot 10:45-11:00 — overlaps last 5 minutes of meeting
+        assert!(sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 645, 660));
+        // Slot 9:45-10:00 — ends exactly when meeting starts, no overlap
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 585, 600));
+        // Slot 10:50-11:05 — starts exactly when meeting ends, no overlap
+        assert!(!sched.active_during(date, weekday_bit(chrono::Weekday::Mon), 650, 665));
+    }
+}
@@ -108,7 +108,6 @@ impl SessionCache {
    /// Delete expired sessions from the database and sweep the in-memory cache.
    ///
    /// Returns the number of sessions deleted from the database.
-    #[allow(dead_code)] // Intended for periodic cleanup task (not yet wired)
    pub async fn cleanup_expired(&self) -> anyhow::Result<u64> {
        let deleted = crate::data::sessions::cleanup_expired(&self.db_pool).await?;

@@ -0,0 +1,258 @@
+//! Timeline API endpoint for enrollment aggregation by subject over time.
+//!
+//! Accepts multiple time ranges, merges overlaps, aligns to 15-minute
+//! slot boundaries, and returns per-subject enrollment totals for each slot.
+//! Only courses whose meeting times overlap a given slot contribute to that
+//! slot's totals — so the chart reflects the actual class schedule rhythm.
+//!
+//! Course data is served from an ISR-style in-memory cache (see
+//! [`ScheduleCache`]) that refreshes hourly in the background with
+//! stale-while-revalidate semantics.
+
+use axum::{
+    extract::State,
+    http::StatusCode,
+    response::{IntoResponse, Json, Response},
+};
+use chrono::{DateTime, Datelike, Duration, NaiveTime, Timelike, Utc};
+use chrono_tz::US::Central;
+use serde::{Deserialize, Serialize};
+use std::collections::{BTreeMap, BTreeSet};
+use ts_rs::TS;
+
+use crate::state::AppState;
+use crate::web::schedule_cache::weekday_bit;
+
+/// 15 minutes in seconds, matching the frontend `SLOT_INTERVAL_MS`.
+const SLOT_SECONDS: i64 = 15 * 60;
+const SLOT_MINUTES: u16 = 15;
+
+/// Maximum number of ranges in a single request.
+const MAX_RANGES: usize = 20;
+
+/// Maximum span of a single range (72 hours).
+const MAX_RANGE_SPAN: Duration = Duration::hours(72);
+
+/// Maximum total span across all ranges to prevent excessive queries.
+const MAX_TOTAL_SPAN: Duration = Duration::hours(168); // 1 week
+
+// ── Request / Response types ────────────────────────────────────────
+
+#[derive(Debug, Deserialize)]
+pub(crate) struct TimelineRequest {
+    ranges: Vec<TimeRange>,
+}
+
+#[derive(Debug, Deserialize)]
+pub(crate) struct TimeRange {
+    start: DateTime<Utc>,
+    end: DateTime<Utc>,
+}
+
+#[derive(Debug, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct TimelineResponse {
+    /// 15-minute slots with per-subject enrollment totals, sorted by time.
+    slots: Vec<TimelineSlot>,
+    /// All subject codes present in the returned data.
+    subjects: Vec<String>,
+}
+
+#[derive(Debug, Serialize, TS)]
+#[serde(rename_all = "camelCase")]
+#[ts(export)]
+pub struct TimelineSlot {
+    /// ISO-8601 timestamp at the start of this 15-minute bucket.
+    time: DateTime<Utc>,
+    /// Subject code → total enrollment in this slot.
+    subjects: BTreeMap<String, i64>,
+}
+
+// ── Error type ──────────────────────────────────────────────────────
+
+pub(crate) struct TimelineError {
+    status: StatusCode,
+    message: String,
+}
+
+impl TimelineError {
+    fn bad_request(msg: impl Into<String>) -> Self {
+        Self {
+            status: StatusCode::BAD_REQUEST,
+            message: msg.into(),
+        }
+    }
+}
+
+impl IntoResponse for TimelineError {
+    fn into_response(self) -> Response {
+        (
+            self.status,
+            Json(serde_json::json!({ "error": self.message })),
+        )
+            .into_response()
+    }
+}
+
+// ── Alignment helpers ───────────────────────────────────────────────
+
+/// Floor a timestamp to the nearest 15-minute boundary.
+fn align_floor(ts: DateTime<Utc>) -> DateTime<Utc> {
+    let secs = ts.timestamp();
+    let aligned = (secs / SLOT_SECONDS) * SLOT_SECONDS;
+    DateTime::from_timestamp(aligned, 0).unwrap_or(ts)
+}
+
+/// Ceil a timestamp to the nearest 15-minute boundary.
+fn align_ceil(ts: DateTime<Utc>) -> DateTime<Utc> {
+    let secs = ts.timestamp();
+    let aligned = ((secs + SLOT_SECONDS - 1) / SLOT_SECONDS) * SLOT_SECONDS;
+    DateTime::from_timestamp(aligned, 0).unwrap_or(ts)
+}
+
+// ── Range merging ───────────────────────────────────────────────────
+
+/// Aligned, validated range.
+#[derive(Debug, Clone, Copy)]
+struct AlignedRange {
+    start: DateTime<Utc>,
+    end: DateTime<Utc>,
+}
+
+/// Merge overlapping/adjacent ranges into a minimal set.
+fn merge_ranges(mut ranges: Vec<AlignedRange>) -> Vec<AlignedRange> {
+    if ranges.is_empty() {
+        return ranges;
+    }
+    ranges.sort_by_key(|r| r.start);
+    let mut merged: Vec<AlignedRange> = vec![ranges[0]];
+    for r in &ranges[1..] {
+        let last = merged.last_mut().unwrap();
+        if r.start <= last.end {
+            last.end = last.end.max(r.end);
+        } else {
+            merged.push(*r);
+        }
+    }
+    merged
+}
+
+/// Generate all aligned slot timestamps within the merged ranges.
+fn generate_slots(merged: &[AlignedRange]) -> BTreeSet<DateTime<Utc>> {
+    let mut slots = BTreeSet::new();
+    for range in merged {
+        let mut t = range.start;
+        while t < range.end {
+            slots.insert(t);
+            t += Duration::seconds(SLOT_SECONDS);
+        }
+    }
+    slots
+}
+
+// ── Handler ─────────────────────────────────────────────────────────
+
+/// `POST /api/timeline`
+///
+/// Accepts a JSON body with multiple time ranges. Returns per-subject
+/// enrollment totals bucketed into 15-minute slots. Only courses whose
+/// meeting schedule overlaps a slot contribute to that slot's count.
+pub(crate) async fn timeline(
+    State(state): State<AppState>,
+    Json(body): Json<TimelineRequest>,
+) -> Result<Json<TimelineResponse>, TimelineError> {
+    // ── Validate ────────────────────────────────────────────────────
+    if body.ranges.is_empty() {
+        return Err(TimelineError::bad_request("At least one range is required"));
+    }
+    if body.ranges.len() > MAX_RANGES {
+        return Err(TimelineError::bad_request(format!(
+            "Too many ranges (max {MAX_RANGES})"
+        )));
+    }
+
+    let mut aligned: Vec<AlignedRange> = Vec::with_capacity(body.ranges.len());
+    for r in &body.ranges {
+        if r.end <= r.start {
+            return Err(TimelineError::bad_request(format!(
+                "Range end ({}) must be after start ({})",
+                r.end, r.start
+            )));
+        }
+        let span = r.end - r.start;
+        if span > MAX_RANGE_SPAN {
+            return Err(TimelineError::bad_request(format!(
+                "Range span ({} hours) exceeds maximum ({} hours)",
+                span.num_hours(),
+                MAX_RANGE_SPAN.num_hours()
+            )));
+        }
+        aligned.push(AlignedRange {
+            start: align_floor(r.start),
+            end: align_ceil(r.end),
+        });
+    }
+
+    let merged = merge_ranges(aligned);
+
+    // Validate total span
+    let total_span: Duration = merged.iter().map(|r| r.end - r.start).sum();
+    if total_span > MAX_TOTAL_SPAN {
+        return Err(TimelineError::bad_request(format!(
+            "Total time span ({} hours) exceeds maximum ({} hours)",
+            total_span.num_hours(),
+            MAX_TOTAL_SPAN.num_hours()
+        )));
+    }
+
+    // ── Get cached schedule data (ISR: stale-while-revalidate) ───────
+    state.schedule_cache.ensure_fresh();
+    let snapshot = state.schedule_cache.snapshot();
+
+    // ── Build per-slot enrollment by filtering on meeting times ──────
+    let slot_times = generate_slots(&merged);
+    let mut all_subjects: BTreeSet<String> = BTreeSet::new();
+
+    let slots: Vec<TimelineSlot> = slot_times
+        .into_iter()
+        .map(|utc_time| {
+            // Convert UTC slot to Central time for local day-of-week and time-of-day
+            let local = utc_time.with_timezone(&Central);
+            let local_date = local.date_naive();
+            let local_time = local.time();
+            let weekday = local.weekday();
+            let wday_bit = weekday_bit(weekday);
+            let slot_start_minutes = time_to_minutes(local_time);
+            let slot_end_minutes = slot_start_minutes + SLOT_MINUTES;
+
+            let mut subject_totals: BTreeMap<String, i64> = BTreeMap::new();
+
+            for course in &snapshot.courses {
+                let active = course.schedules.iter().any(|s| {
+                    s.active_during(local_date, wday_bit, slot_start_minutes, slot_end_minutes)
+                });
+                if active {
+                    *subject_totals.entry(course.subject.clone()).or_default() +=
+                        course.enrollment as i64;
+                }
+            }
+
+            all_subjects.extend(subject_totals.keys().cloned());
+
+            TimelineSlot {
+                time: utc_time,
+                subjects: subject_totals,
+            }
+        })
+        .collect();
+
+    let subjects: Vec<String> = all_subjects.into_iter().collect();
+
+    Ok(Json(TimelineResponse { slots, subjects }))
+}
+
+/// Convert a `NaiveTime` to minutes since midnight.
+fn time_to_minutes(t: NaiveTime) -> u16 {
+    (t.hour() * 60 + t.minute()) as u16
+}
@@ -0,0 +1,103 @@
+#[allow(dead_code)]
+mod helpers;
+
+use banner::data::rmp::unmatch_instructor;
+use sqlx::PgPool;
+
+/// Test that unmatching an instructor resets accepted candidates back to pending.
+///
+/// When a user unmatches an instructor, accepted candidates should be reset to
+/// 'pending' so they can be re-matched later. This prevents the bug where
+/// candidates remain 'accepted' but have no corresponding link.
+#[sqlx::test]
+async fn unmatch_resets_accepted_candidates_to_pending(pool: PgPool) {
+    // ARRANGE: Create an instructor
+    let (instructor_id,): (i32,) = sqlx::query_as(
+        "INSERT INTO instructors (display_name, email) 
+         VALUES ('Test, Instructor', 'test@utsa.edu') 
+         RETURNING id",
+    )
+    .fetch_one(&pool)
+    .await
+    .expect("failed to create instructor");
+
+    // ARRANGE: Create an RMP professor
+    let (rmp_legacy_id,): (i32,) = sqlx::query_as(
+        "INSERT INTO rmp_professors (legacy_id, graphql_id, first_name, last_name, num_ratings) 
+         VALUES (9999999, 'test-graphql-id', 'Test', 'Professor', 10) 
+         RETURNING legacy_id",
+    )
+    .fetch_one(&pool)
+    .await
+    .expect("failed to create rmp professor");
+
+    // ARRANGE: Create a match candidate with 'accepted' status
+    sqlx::query(
+        "INSERT INTO rmp_match_candidates (instructor_id, rmp_legacy_id, score, status) 
+         VALUES ($1, $2, 0.85, 'accepted')",
+    )
+    .bind(instructor_id)
+    .bind(rmp_legacy_id)
+    .execute(&pool)
+    .await
+    .expect("failed to create candidate");
+
+    // ARRANGE: Create a link in instructor_rmp_links
+    sqlx::query(
+        "INSERT INTO instructor_rmp_links (instructor_id, rmp_legacy_id, source) 
+         VALUES ($1, $2, 'manual')",
+    )
+    .bind(instructor_id)
+    .bind(rmp_legacy_id)
+    .execute(&pool)
+    .await
+    .expect("failed to create link");
+
+    // ARRANGE: Update instructor status to 'confirmed'
+    sqlx::query("UPDATE instructors SET rmp_match_status = 'confirmed' WHERE id = $1")
+        .bind(instructor_id)
+        .execute(&pool)
+        .await
+        .expect("failed to update instructor status");
+
+    // ACT: Unmatch the specific RMP profile
+    unmatch_instructor(&pool, instructor_id, Some(rmp_legacy_id))
+        .await
+        .expect("unmatch should succeed");
+
+    // ASSERT: Candidate should be reset to pending
+    let (candidate_status,): (String,) = sqlx::query_as(
+        "SELECT status FROM rmp_match_candidates 
+         WHERE instructor_id = $1 AND rmp_legacy_id = $2",
+    )
+    .bind(instructor_id)
+    .bind(rmp_legacy_id)
+    .fetch_one(&pool)
+    .await
+    .expect("failed to fetch candidate status");
+    assert_eq!(
+        candidate_status, "pending",
+        "candidate should be reset to pending after unmatch"
+    );
+
+    // ASSERT: Link should be deleted
+    let (link_count,): (i64,) =
+        sqlx::query_as("SELECT COUNT(*) FROM instructor_rmp_links WHERE instructor_id = $1")
+            .bind(instructor_id)
+            .fetch_one(&pool)
+            .await
+            .expect("failed to count links");
+    assert_eq!(link_count, 0, "link should be deleted");
+
+    // ASSERT: Instructor status should be unmatched
+    let (instructor_status,): (String,) =
+        sqlx::query_as("SELECT rmp_match_status FROM instructors WHERE id = $1")
+            .bind(instructor_id)
+            .fetch_one(&pool)
+            .await
+            .expect("failed to fetch instructor status");
+    assert_eq!(
+        instructor_status, "unmatched",
+        "instructor should be unmatched"
+    );
+}
@@ -1,3 +1,4 @@
+#[allow(dead_code)]
 mod helpers;

 use banner::data::batch::batch_upsert_courses;
@@ -213,7 +214,7 @@ async fn test_batch_upsert_unique_constraint_crn_term(pool: PgPool) {

 #[sqlx::test]
 async fn test_batch_upsert_creates_audit_and_metric_entries(pool: PgPool) {
-    // Insert initial data — should NOT create audits/metrics (it's a fresh insert)
+    // Insert initial data — should create a baseline metric but no audits
    let initial = vec![helpers::make_course(
        "50001",
        "202510",
@@ -241,10 +242,21 @@ async fn test_batch_upsert_creates_audit_and_metric_entries(pool: PgPool) {
        .await
        .unwrap();
    assert_eq!(
-        metric_count, 0,
-        "initial insert should not create metric entries"
+        metric_count, 1,
+        "initial insert should create a baseline metric"
    );

+    // Verify baseline metric values
+    let (enrollment, wait_count, seats): (i32, i32, i32) = sqlx::query_as(
+        "SELECT enrollment, wait_count, seats_available FROM course_metrics ORDER BY timestamp LIMIT 1",
+    )
+    .fetch_one(&pool)
+    .await
+    .unwrap();
+    assert_eq!(enrollment, 10);
+    assert_eq!(wait_count, 0);
+    assert_eq!(seats, 25); // 35 - 10
+
    // Update enrollment and wait_count
    let updated = vec![helpers::make_course(
        "50001",
@@ -269,16 +281,16 @@ async fn test_batch_upsert_creates_audit_and_metric_entries(pool: PgPool) {
        "should have audit entries for enrollment and wait_count changes, got {audit_count}"
    );

-    // Should have exactly 1 metric entry
+    // Should have 2 metric entries: baseline + change
    let (metric_count,): (i64,) = sqlx::query_as("SELECT COUNT(*) FROM course_metrics")
        .fetch_one(&pool)
        .await
        .unwrap();
-    assert_eq!(metric_count, 1, "should have 1 metric snapshot");
+    assert_eq!(metric_count, 2, "should have baseline + 1 change metric");

-    // Verify metric values
+    // Verify the latest metric values
    let (enrollment, wait_count, seats): (i32, i32, i32) = sqlx::query_as(
-        "SELECT enrollment, wait_count, seats_available FROM course_metrics LIMIT 1",
+        "SELECT enrollment, wait_count, seats_available FROM course_metrics ORDER BY timestamp DESC LIMIT 1",
    )
    .fetch_one(&pool)
    .await
@@ -290,7 +302,7 @@ async fn test_batch_upsert_creates_audit_and_metric_entries(pool: PgPool) {

 #[sqlx::test]
 async fn test_batch_upsert_no_change_no_audit(pool: PgPool) {
-    // Insert then re-insert identical data — should produce zero audits/metrics
+    // Insert then re-insert identical data — should produce baseline metric but no audits or extra metrics
    let course = vec![helpers::make_course(
        "60001",
        "202510",
@@ -319,7 +331,7 @@ async fn test_batch_upsert_no_change_no_audit(pool: PgPool) {
        .await
        .unwrap();
    assert_eq!(
-        metric_count, 0,
-        "identical re-upsert should not create metric entries"
+        metric_count, 1,
+        "identical re-upsert should only have the baseline metric"
    );
 }
@@ -1,3 +1,4 @@
+#[allow(dead_code)]
 mod helpers;

 use banner::data::models::{ScrapePriority, TargetType};
@@ -10,6 +10,7 @@
        "d3-shape": "^3.2.0",
        "d3-time-format": "^4.1.0",
        "date-fns": "^4.1.0",
+        "layerchart": "^1.0.13",
        "overlayscrollbars": "^2.14.0",
        "overlayscrollbars-svelte": "^0.5.5",
      },
@@ -40,6 +41,8 @@
    },
  },
  "packages": {
+    "@alloc/quick-lru": ["@alloc/quick-lru@5.2.0", "", {}, "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw=="],
+
    "@asamuzakjp/css-color": ["@asamuzakjp/css-color@3.2.0", "", { "dependencies": { "@csstools/css-calc": "^2.1.3", "@csstools/css-color-parser": "^3.0.9", "@csstools/css-parser-algorithms": "^3.0.4", "@csstools/css-tokenizer": "^3.0.3", "lru-cache": "^10.4.3" } }, "sha512-K1A6z8tS3XsmCMM86xoWdn7Fkdn9m6RSVtocUrJYIwZnFVkng/PvkEoWtOWmP+Scc6saYWHWZYbndEEXxl24jw=="],

    "@biomejs/biome": ["@biomejs/biome@1.9.4", "", { "optionalDependencies": { "@biomejs/cli-darwin-arm64": "1.9.4", "@biomejs/cli-darwin-x64": "1.9.4", "@biomejs/cli-linux-arm64": "1.9.4", "@biomejs/cli-linux-arm64-musl": "1.9.4", "@biomejs/cli-linux-x64": "1.9.4", "@biomejs/cli-linux-x64-musl": "1.9.4", "@biomejs/cli-win32-arm64": "1.9.4", "@biomejs/cli-win32-x64": "1.9.4" }, "bin": { "biome": "bin/biome" } }, "sha512-1rkd7G70+o9KkTn5KLmDYXihGoTaIGO9PIIN2ZB7UJxFrWw04CZHPYiMRjYsaDvVV7hP1dYNRLxSANLaBFGpog=="],
@@ -70,6 +73,10 @@

    "@csstools/css-tokenizer": ["@csstools/css-tokenizer@3.0.4", "", {}, "sha512-Vd/9EVDiu6PPJt9yAh6roZP6El1xHrdvIVGjyBsHR0RYwNHgL7FJPyIIW4fANJNG6FtyZfvlRPpFI4ZM/lubvw=="],

+    "@dagrejs/dagre": ["@dagrejs/dagre@1.1.8", "", { "dependencies": { "@dagrejs/graphlib": "2.2.4" } }, "sha512-5SEDlndt4W/LaVzPYJW+bSmSEZc9EzTf8rJ20WCKvjS5EAZAN0b+x0Yww7VMT4R3Wootkg+X9bUfUxazYw6Blw=="],
+
+    "@dagrejs/graphlib": ["@dagrejs/graphlib@2.2.4", "", {}, "sha512-mepCf/e9+SKYy1d02/UkvSy6+6MoyXhVxP8lLDfA7BPE1X1d4dR0sZznmbM8/XVJ1GPM+Svnx7Xj6ZweByWUkw=="],
+
    "@esbuild/aix-ppc64": ["@esbuild/aix-ppc64@0.25.12", "", { "os": "aix", "cpu": "ppc64" }, "sha512-Hhmwd6CInZ3dwpuGTF8fJG6yoWmsToE+vYgD4nytZVxcu1ulHpUQRAB1UJ8+N1Am3Mz4+xOByoQoSZf4D+CpkA=="],

    "@esbuild/android-arm": ["@esbuild/android-arm@0.25.12", "", { "os": "android", "cpu": "arm" }, "sha512-VJ+sKvNA/GE7Ccacc9Cha7bpS8nyzVv0jdVgwNDaR4gDMC/2TTRc33Ip8qrNYUcpkOHUT5OZ0bUcNNVZQ9RLlg=="],
@@ -144,8 +151,22 @@

    "@jridgewell/trace-mapping": ["@jridgewell/trace-mapping@0.3.31", "", { "dependencies": { "@jridgewell/resolve-uri": "^3.1.0", "@jridgewell/sourcemap-codec": "^1.4.14" } }, "sha512-zzNR+SdQSDJzc8joaeP8QQoCQr8NuYx2dIIytl1QeBEZHJ9uW6hebsrYgbz8hJwUQao3TWCMtmfV8Nu1twOLAw=="],

+    "@layerstack/svelte-actions": ["@layerstack/svelte-actions@1.0.1", "", { "dependencies": { "@floating-ui/dom": "^1.6.13", "@layerstack/utils": "1.0.1", "d3-array": "^3.2.4", "d3-scale": "^4.0.2", "date-fns": "^4.1.0", "lodash-es": "^4.17.21" } }, "sha512-Tv8B3TeT7oaghx0R0I4avnSdfAT6GxEK+StL8k/hEaa009iNOIGFl3f76kfvNvPioQHAMFGtnWGLPHfsfD41nQ=="],
+
+    "@layerstack/svelte-stores": ["@layerstack/svelte-stores@1.0.2", "", { "dependencies": { "@layerstack/utils": "1.0.1", "d3-array": "^3.2.4", "date-fns": "^4.1.0", "immer": "^10.1.1", "lodash-es": "^4.17.21", "zod": "^3.24.2" } }, "sha512-IxK0UKD0PVxg1VsyaR+n7NyJ+NlvyqvYYAp+J10lkjDQxm0yx58CaF2LBV08T22C3aY1iTlqJaatn/VHV4SoQg=="],
+
+    "@layerstack/tailwind": ["@layerstack/tailwind@1.0.1", "", { "dependencies": { "@layerstack/utils": "^1.0.1", "clsx": "^2.1.1", "culori": "^4.0.1", "d3-array": "^3.2.4", "date-fns": "^4.1.0", "lodash-es": "^4.17.21", "tailwind-merge": "^2.5.4", "tailwindcss": "^3.4.15" } }, "sha512-nlshEkUCfaV0zYzrFXVVYRnS8bnBjs4M7iui6l/tu6NeBBlxDivIyRraJkdYGCSL1lZHi6FqacLQ3eerHtz90A=="],
+
+    "@layerstack/utils": ["@layerstack/utils@1.0.1", "", { "dependencies": { "d3-array": "^3.2.4", "date-fns": "^4.1.0", "lodash-es": "^4.17.21" } }, "sha512-sWP9b+SFMkJYMZyYFI01aLxbg2ZUrix6Tv+BCDmeOrcLNxtWFsMYAomMhALzTMHbb+Vis/ua5vXhpdNXEw8a2Q=="],
+
    "@lucide/svelte": ["@lucide/svelte@0.563.1", "", { "peerDependencies": { "svelte": "^5" } }, "sha512-Kt+MbnE5D9RsuI/csmf7M+HWxALe57x3A0DhQ8pPnnUpneh7zuldrYjlT+veWtk+tVnp5doQtaAAxLujzIlhBw=="],

+    "@nodelib/fs.scandir": ["@nodelib/fs.scandir@2.1.5", "", { "dependencies": { "@nodelib/fs.stat": "2.0.5", "run-parallel": "^1.1.9" } }, "sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g=="],
+
+    "@nodelib/fs.stat": ["@nodelib/fs.stat@2.0.5", "", {}, "sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A=="],
+
+    "@nodelib/fs.walk": ["@nodelib/fs.walk@1.2.8", "", { "dependencies": { "@nodelib/fs.scandir": "2.1.5", "fastq": "^1.6.0" } }, "sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg=="],
+
    "@polka/url": ["@polka/url@1.0.0-next.29", "", {}, "sha512-wwQAWhWSuHaag8c4q/KN/vCoeOJYshAIvMQwD4GpSb3OiZklFfvAgmj0VCBBImRpuF/aFgIRzllXlVX93Jevww=="],

    "@rollup/rollup-android-arm-eabi": ["@rollup/rollup-android-arm-eabi@4.57.0", "", { "os": "android", "cpu": "arm" }, "sha512-tPgXB6cDTndIe1ah7u6amCI1T0SsnlOuKgg10Xh3uizJk4e5M1JGaUMk7J4ciuAUcFpbOiNhm2XIjP9ON0dUqA=="],
@@ -282,16 +303,28 @@

    "agent-base": ["agent-base@7.1.4", "", {}, "sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ=="],

+    "any-promise": ["any-promise@1.3.0", "", {}, "sha512-7UvmKalWRt1wgjL1RrGxoSJW/0QZFIegpeGvZG9kjp8vrRu55XTHbwnqq2GpXm9uLbcuhxm3IqX9OB4MZR1b2A=="],
+
+    "anymatch": ["anymatch@3.1.3", "", { "dependencies": { "normalize-path": "^3.0.0", "picomatch": "^2.0.4" } }, "sha512-KMReFUr0B4t+D+OBkjR3KYqvocp2XaSzO55UcB6mgQMd3KbcE+mWTyvVV7D/zsdEbNnV6acZUutkiHQXvTr1Rw=="],
+
+    "arg": ["arg@5.0.2", "", {}, "sha512-PYjyFOLKQ9y57JvQ6QLo8dAgNqswh8M1RMJYdQduT6xbWSgK36P/Z/v+p888pM69jMMfS8Xd8F6I1kQ/I9HUGg=="],
+
    "aria-query": ["aria-query@5.3.2", "", {}, "sha512-COROpnaoap1E2F000S62r6A60uHZnmlvomhfyT2DlTcrY1OrBKn2UhH7qn5wTC9zMvD0AY7csdPSNwKP+7WiQw=="],

    "assertion-error": ["assertion-error@2.0.1", "", {}, "sha512-Izi8RQcffqCeNVgFigKli1ssklIbpHnCYc6AknXGYoB6grJqyeby7jv12JUQgmTAnIDnbck1uxksT4dzN3PWBA=="],

    "axobject-query": ["axobject-query@4.1.0", "", {}, "sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ=="],

+    "binary-extensions": ["binary-extensions@2.3.0", "", {}, "sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw=="],
+
    "bits-ui": ["bits-ui@1.8.0", "", { "dependencies": { "@floating-ui/core": "^1.6.4", "@floating-ui/dom": "^1.6.7", "@internationalized/date": "^3.5.6", "css.escape": "^1.5.1", "esm-env": "^1.1.2", "runed": "^0.23.2", "svelte-toolbelt": "^0.7.1", "tabbable": "^6.2.0" }, "peerDependencies": { "svelte": "^5.11.0" } }, "sha512-CXD6Orp7l8QevNDcRPLXc/b8iMVgxDWT2LyTwsdLzJKh9CxesOmPuNePSPqAxKoT59FIdU4aFPS1k7eBdbaCxg=="],

+    "braces": ["braces@3.0.3", "", { "dependencies": { "fill-range": "^7.1.1" } }, "sha512-yQbXgO/OSZVD2IsiLlro+7Hf6Q18EJrKSEsdoMzKePKXct3gvD8oLcOQdIzGupr5Fj+EDe8gO/lxc1BzfMpxvA=="],
+
    "cac": ["cac@6.7.14", "", {}, "sha512-b6Ilus+c3RrdDk+JhLKUAQfzzgLEPy6wcXqS7f/xe1EETvsDP6GORG7SFuOs6cID5YkqchW/LXZbX5bc8j7ZcQ=="],

+    "camelcase-css": ["camelcase-css@2.0.1", "", {}, "sha512-QOSvevhslijgYwRx6Rv7zKdMF8lbRmx+uQGx2+vDc+KI/eBnsy9kit5aj23AgGu3pa4t9AgwbnXWqS+iOY+2aA=="],
+
    "chai": ["chai@5.3.3", "", { "dependencies": { "assertion-error": "^2.0.1", "check-error": "^2.1.1", "deep-eql": "^5.0.1", "loupe": "^3.1.0", "pathval": "^2.0.0" } }, "sha512-4zNhdJD/iOjSH0A05ea+Ke6MU5mmpQcbQsSOkgdaUMJ9zTlDTD/GYlwohmIE2u0gaxHYiVHEn1Fw9mZ/ktJWgw=="],

    "check-error": ["check-error@2.1.3", "", {}, "sha512-PAJdDJusoxnwm1VwW07VWwUN1sl7smmC3OKggvndJFadxxDRyFJBX/ggnu/KE4kQAB7a3Dp8f/YXC1FlUprWmA=="],
@@ -300,30 +333,66 @@

    "clsx": ["clsx@2.1.1", "", {}, "sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA=="],

+    "commander": ["commander@7.2.0", "", {}, "sha512-QrWXB+ZQSVPmIWIhtEO9H+gwHaMGYiF5ChvoJ+K9ZGHG/sVsa6yiesAD1GC/x46sET00Xlwo1u49RVVVzvcSkw=="],
+
    "cookie": ["cookie@0.6.0", "", {}, "sha512-U71cyTamuh1CRNCfpGY6to28lxvNwPG4Guz/EVjgf3Jmzv0vlDp1atT9eS5dDjMYHucpHbWns6Lwf3BKz6svdw=="],

    "css.escape": ["css.escape@1.5.1", "", {}, "sha512-YUifsXXuknHlUsmlgyY0PKzgPOr7/FjCePfHNt0jxm83wHZi44VDMQ7/fGNkjY3/jV1MC+1CmZbaHzugyeRtpg=="],

+    "cssesc": ["cssesc@3.0.0", "", { "bin": { "cssesc": "bin/cssesc" } }, "sha512-/Tb/JcjK111nNScGob5MNtsntNM1aCNUDipB/TkwZFhyDrrE47SOx/18wF2bbjgc3ZzCSKW1T5nt5EbFoAz/Vg=="],
+
    "cssstyle": ["cssstyle@4.6.0", "", { "dependencies": { "@asamuzakjp/css-color": "^3.2.0", "rrweb-cssom": "^0.8.0" } }, "sha512-2z+rWdzbbSZv6/rhtvzvqeZQHrBaqgogqt85sqFNbabZOuFbCVFb8kPeEtZjiKkbrm395irpNKiYeFeLiQnFPg=="],

+    "culori": ["culori@4.0.2", "", {}, "sha512-1+BhOB8ahCn4O0cep0Sh2l9KCOfOdY+BXJnKMHFFzDEouSr/el18QwXEMRlOj9UY5nCeA8UN3a/82rUWRBeyBw=="],
+
    "d3-array": ["d3-array@3.2.4", "", { "dependencies": { "internmap": "1 - 2" } }, "sha512-tdQAmyA18i4J7wprpYq8ClcxZy3SC31QMeByyCFyRt7BVHdREQZ5lpzoe5mFEYZUWe+oq8HBvk9JjpibyEV4Jg=="],

    "d3-color": ["d3-color@3.1.0", "", {}, "sha512-zg/chbXyeBtMQ1LbD/WSoW2DpC3I0mpmPdW+ynRTj/x2DAWYrIY7qeZIHidozwV24m4iavr15lNwIwLxRmOxhA=="],

+    "d3-delaunay": ["d3-delaunay@6.0.4", "", { "dependencies": { "delaunator": "5" } }, "sha512-mdjtIZ1XLAM8bm/hx3WwjfHt6Sggek7qH043O8KEjDXN40xi3vx/6pYSVTwLjEgiXQTbvaouWKynLBiUZ6SK6A=="],
+
+    "d3-dispatch": ["d3-dispatch@3.0.1", "", {}, "sha512-rzUyPU/S7rwUflMyLc1ETDeBj0NRuHKKAcvukozwhshr6g6c5d8zh4c2gQjY2bZ0dXeGLWc1PF174P2tVvKhfg=="],
+
+    "d3-dsv": ["d3-dsv@3.0.1", "", { "dependencies": { "commander": "7", "iconv-lite": "0.6", "rw": "1" }, "bin": { "csv2json": "bin/dsv2json.js", "csv2tsv": "bin/dsv2dsv.js", "dsv2dsv": "bin/dsv2dsv.js", "dsv2json": "bin/dsv2json.js", "json2csv": "bin/json2dsv.js", "json2dsv": "bin/json2dsv.js", "json2tsv": "bin/json2dsv.js", "tsv2csv": "bin/dsv2dsv.js", "tsv2json": "bin/dsv2json.js" } }, "sha512-UG6OvdI5afDIFP9w4G0mNq50dSOsXHJaRE8arAS5o9ApWnIElp8GZw1Dun8vP8OyHOZ/QJUKUJwxiiCCnUwm+Q=="],
+
+    "d3-force": ["d3-force@3.0.0", "", { "dependencies": { "d3-dispatch": "1 - 3", "d3-quadtree": "1 - 3", "d3-timer": "1 - 3" } }, "sha512-zxV/SsA+U4yte8051P4ECydjD/S+qeYtnaIyAs9tgHCqfguma/aAQDjo85A9Z6EKhBirHRJHXIgJUlffT4wdLg=="],
+
    "d3-format": ["d3-format@3.1.2", "", {}, "sha512-AJDdYOdnyRDV5b6ArilzCPPwc1ejkHcoyFarqlPqT7zRYjhavcT3uSrqcMvsgh2CgoPbK3RCwyHaVyxYcP2Arg=="],

+    "d3-geo": ["d3-geo@3.1.1", "", { "dependencies": { "d3-array": "2.5.0 - 3" } }, "sha512-637ln3gXKXOwhalDzinUgY83KzNWZRKbYubaG+fGVuc/dxO64RRljtCTnf5ecMyE1RIdtqpkVcq0IbtU2S8j2Q=="],
+
+    "d3-geo-voronoi": ["d3-geo-voronoi@2.1.0", "", { "dependencies": { "d3-array": "3", "d3-delaunay": "6", "d3-geo": "3", "d3-tricontour": "1" } }, "sha512-kqE4yYuOjPbKdBXG0xztCacPwkVSK2REF1opSNrnqqtXJmNcM++UbwQ8SxvwP6IQTj9RvIjjK4qeiVsEfj0Z2Q=="],
+
+    "d3-hierarchy": ["d3-hierarchy@3.1.2", "", {}, "sha512-FX/9frcub54beBdugHjDCdikxThEqjnR93Qt7PvQTOHxyiNCAlvMrHhclk3cD5VeAaq9fxmfRp+CnWw9rEMBuA=="],
+
    "d3-interpolate": ["d3-interpolate@3.0.1", "", { "dependencies": { "d3-color": "1 - 3" } }, "sha512-3bYs1rOD33uo8aqJfKP3JWPAibgw8Zm2+L9vBKEHJ2Rg+viTR7o5Mmv5mZcieN+FRYaAOWX5SJATX6k1PWz72g=="],

+    "d3-interpolate-path": ["d3-interpolate-path@2.3.0", "", {}, "sha512-tZYtGXxBmbgHsIc9Wms6LS5u4w6KbP8C09a4/ZYc4KLMYYqub57rRBUgpUr2CIarIrJEpdAWWxWQvofgaMpbKQ=="],
+
    "d3-path": ["d3-path@3.1.0", "", {}, "sha512-p3KP5HCf/bvjBSSKuXid6Zqijx7wIfNW+J/maPs+iwR35at5JCbLUT0LzF1cnjbCHWhqzQTIN2Jpe8pRebIEFQ=="],

+    "d3-quadtree": ["d3-quadtree@3.0.1", "", {}, "sha512-04xDrxQTDTCFwP5H6hRhsRcb9xxv2RzkcsygFzmkSIOJy3PeRJP7sNk3VRIbKXcog561P9oU0/rVH6vDROAgUw=="],
+
+    "d3-random": ["d3-random@3.0.1", "", {}, "sha512-FXMe9GfxTxqd5D6jFsQ+DJ8BJS4E/fT5mqqdjovykEB2oFbTMDVdg1MGFxfQW+FBOGoB++k8swBrgwSHT1cUXQ=="],
+
+    "d3-sankey": ["d3-sankey@0.12.3", "", { "dependencies": { "d3-array": "1 - 2", "d3-shape": "^1.2.0" } }, "sha512-nQhsBRmM19Ax5xEIPLMY9ZmJ/cDvd1BG3UVvt5h3WRxKg5zGRbvnteTyWAbzeSvlh3tW7ZEmq4VwR5mB3tutmQ=="],
+
    "d3-scale": ["d3-scale@4.0.2", "", { "dependencies": { "d3-array": "2.10.0 - 3", "d3-format": "1 - 3", "d3-interpolate": "1.2.0 - 3", "d3-time": "2.1.1 - 3", "d3-time-format": "2 - 4" } }, "sha512-GZW464g1SH7ag3Y7hXjf8RoUuAFIqklOAq3MRl4OaWabTFJY9PN/E1YklhXLh+OQ3fM9yS2nOkCoS+WLZ6kvxQ=="],

+    "d3-scale-chromatic": ["d3-scale-chromatic@3.1.0", "", { "dependencies": { "d3-color": "1 - 3", "d3-interpolate": "1 - 3" } }, "sha512-A3s5PWiZ9YCXFye1o246KoscMWqf8BsD9eRiJ3He7C9OBaxKhAd5TFCdEx/7VbKtxxTsu//1mMJFrEt572cEyQ=="],
+
    "d3-shape": ["d3-shape@3.2.0", "", { "dependencies": { "d3-path": "^3.1.0" } }, "sha512-SaLBuwGm3MOViRq2ABk3eLoxwZELpH6zhl3FbAoJ7Vm1gofKx6El1Ib5z23NUEhF9AsGl7y+dzLe5Cw2AArGTA=="],

+    "d3-tile": ["d3-tile@1.0.0", "", {}, "sha512-79fnTKpPMPDS5xQ0xuS9ir0165NEwwkFpe/DSOmc2Gl9ldYzKKRDWogmTTE8wAJ8NA7PMapNfEcyKhI9Lxdu5Q=="],
+
    "d3-time": ["d3-time@3.1.0", "", { "dependencies": { "d3-array": "2 - 3" } }, "sha512-VqKjzBLejbSMT4IgbmVgDjpkYrNWUYJnbCGo874u7MMKIWsILRX+OpX/gTk8MqjpT1A/c6HY2dCA77ZN0lkQ2Q=="],

    "d3-time-format": ["d3-time-format@4.1.0", "", { "dependencies": { "d3-time": "1 - 3" } }, "sha512-dJxPBlzC7NugB2PDLwo9Q8JiTR3M3e4/XANkreKSUxF8vvXKqm1Yfq4Q5dl8budlunRVlUUaDUgFt7eA8D6NLg=="],

+    "d3-timer": ["d3-timer@3.0.1", "", {}, "sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA=="],
+
+    "d3-tricontour": ["d3-tricontour@1.1.0", "", { "dependencies": { "d3-delaunay": "6", "d3-scale": "4" } }, "sha512-G7gHKj89n2owmkGb6WX6ixcnQ0Kf/0wpa9VIh9DGdbHu8wdrlaHU4ir3/bFNERl8N8nn4G7e7qbtBG8N9caihQ=="],
+
    "data-urls": ["data-urls@5.0.0", "", { "dependencies": { "whatwg-mimetype": "^4.0.0", "whatwg-url": "^14.0.0" } }, "sha512-ZYP5VBHshaDAiVZxjbRVcFJpc+4xGgT0bK3vzy1HLN8jTO975HEbuYzZJcHoQEY5K1a0z8YayJkyVETa08eNTg=="],

    "date-fns": ["date-fns@4.1.0", "", {}, "sha512-Ukq0owbQXxa/U3EGtsdVBkR1w7KOQ5gIBqdH2hkvknzZPYvBxb/aa6E8L7tmjFtkwZBu3UXBbjIgPo/Ez4xaNg=="],
@@ -336,10 +405,16 @@

    "deepmerge": ["deepmerge@4.3.1", "", {}, "sha512-3sUqbMEc77XqpdNO7FRyRog+eW3ph+GYCbj+rK+uYyRMuwsVy0rMiVtPn+QJlKFvWP/1PYpapqYn0Me2knFn+A=="],

+    "delaunator": ["delaunator@5.0.1", "", { "dependencies": { "robust-predicates": "^3.0.2" } }, "sha512-8nvh+XBe96aCESrGOqMp/84b13H9cdKbG5P2ejQCh4d4sK9RL4371qou9drQjMhvnPmhWl5hnmqbEE0fXr9Xnw=="],
+
    "detect-libc": ["detect-libc@2.1.2", "", {}, "sha512-Btj2BOOO83o3WyH59e8MgXsxEQVcarkUOpEYrubB0urwnN10yQ364rsiByU11nZlqWYZm05i/of7io4mzihBtQ=="],

    "devalue": ["devalue@5.6.2", "", {}, "sha512-nPRkjWzzDQlsejL1WVifk5rvcFi/y1onBRxjaFMjZeR9mFpqu2gmAZ9xUB9/IEanEP/vBtGeGganC/GO1fmufg=="],

+    "didyoumean": ["didyoumean@1.2.2", "", {}, "sha512-gxtyfqMg7GKyhQmb056K7M3xszy/myH8w+B4RT+QXBQsvAOdc3XymqDDPHx1BgPgsdAA5SIifona89YtRATDzw=="],
+
+    "dlv": ["dlv@1.1.3", "", {}, "sha512-+HlytyjlPKnIG8XuRG8WvmBP8xs8P71y+SKKS6ZXWoEgLuePxtDoUEiH7WkdePWrQ5JBpE6aoVqfZfJUQkjXwA=="],
+
    "enhanced-resolve": ["enhanced-resolve@5.18.4", "", { "dependencies": { "graceful-fs": "^4.2.4", "tapable": "^2.2.0" } }, "sha512-LgQMM4WXU3QI+SYgEc2liRgznaD5ojbmY3sb8LxyguVkIg5FxdpTkvk72te2R38/TGKxH634oLxXRGY6d7AP+Q=="],

    "entities": ["entities@6.0.1", "", {}, "sha512-aN97NXWF6AWBTahfVOIrB/NShkzi5H7F9r1s9mD3cDj4Ko5f2qhhVoYMibXF7GlLveb/D2ioWay8lxI97Ven3g=="],
@@ -356,12 +431,24 @@

    "expect-type": ["expect-type@1.3.0", "", {}, "sha512-knvyeauYhqjOYvQ66MznSMs83wmHrCycNEN6Ao+2AeYEfxUIkuiVxdEa1qlGEPK+We3n0THiDciYSsCcgW/DoA=="],

+    "fast-glob": ["fast-glob@3.3.3", "", { "dependencies": { "@nodelib/fs.stat": "^2.0.2", "@nodelib/fs.walk": "^1.2.3", "glob-parent": "^5.1.2", "merge2": "^1.3.0", "micromatch": "^4.0.8" } }, "sha512-7MptL8U0cqcFdzIzwOTHoilX9x5BrNqye7Z/LuC7kCMRio1EMSyqRK3BEAUD7sXRq4iT4AzTVuZdhgQ2TCvYLg=="],
+
+    "fastq": ["fastq@1.20.1", "", { "dependencies": { "reusify": "^1.0.4" } }, "sha512-GGToxJ/w1x32s/D2EKND7kTil4n8OVk/9mycTc4VDza13lOvpUZTGX3mFSCtV9ksdGBVzvsyAVLM6mHFThxXxw=="],
+
    "fdir": ["fdir@6.5.0", "", { "peerDependencies": { "picomatch": "^3 || ^4" }, "optionalPeers": ["picomatch"] }, "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg=="],

+    "fill-range": ["fill-range@7.1.1", "", { "dependencies": { "to-regex-range": "^5.0.1" } }, "sha512-YsGpe3WHLK8ZYi4tWDg2Jy3ebRz2rXowDxnld4bkQB00cc/1Zw9AWnC0i9ztDJitivtQvaI9KaLyKrc+hBW0yg=="],
+
    "fsevents": ["fsevents@2.3.3", "", { "os": "darwin" }, "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw=="],

+    "function-bind": ["function-bind@1.1.2", "", {}, "sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA=="],
+
+    "glob-parent": ["glob-parent@6.0.2", "", { "dependencies": { "is-glob": "^4.0.3" } }, "sha512-XxwI8EOhVQgWp6iDL+3b0r86f4d6AX6zSU55HfB4ydCEuXLXc5FcYeOu+nnGftS4TEju/11rt4KJPTMgbfmv4A=="],
+
    "graceful-fs": ["graceful-fs@4.2.11", "", {}, "sha512-RbJ5/jmFcNNCcDV5o9eTnBLJ/HszWV0P73bc+Ff4nS/rJj+YaS6IGyiOL0VoBYX+l1Wrl3k63h/KrH+nhJ0XvQ=="],

+    "hasown": ["hasown@2.0.2", "", { "dependencies": { "function-bind": "^1.1.2" } }, "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ=="],
+
    "html-encoding-sniffer": ["html-encoding-sniffer@4.0.0", "", { "dependencies": { "whatwg-encoding": "^3.1.1" } }, "sha512-Y22oTqIU4uuPgEemfz7NDJz6OeKf12Lsu+QC+s3BVpda64lTiMYCyGwg5ki4vFxkMwQdeZDl2adZoqUgdFuTgQ=="],

    "http-proxy-agent": ["http-proxy-agent@7.0.2", "", { "dependencies": { "agent-base": "^7.1.0", "debug": "^4.3.4" } }, "sha512-T1gkAiYYDWYx3V5Bmyu7HcfcvL7mUrTWiM6yOfa3PIphViJ/gFPbvidQ+veqSOHci/PxBcDabeUNCzpOODJZig=="],
@@ -370,10 +457,22 @@

    "iconv-lite": ["iconv-lite@0.6.3", "", { "dependencies": { "safer-buffer": ">= 2.1.2 < 3.0.0" } }, "sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw=="],

+    "immer": ["immer@10.2.0", "", {}, "sha512-d/+XTN3zfODyjr89gM3mPq1WNX2B8pYsu7eORitdwyA2sBubnTl3laYlBk4sXY5FUa5qTZGBDPJICVbvqzjlbw=="],
+
    "inline-style-parser": ["inline-style-parser@0.2.7", "", {}, "sha512-Nb2ctOyNR8DqQoR0OwRG95uNWIC0C1lCgf5Naz5H6Ji72KZ8OcFZLz2P5sNgwlyoJ8Yif11oMuYs5pBQa86csA=="],

    "internmap": ["internmap@2.0.3", "", {}, "sha512-5Hh7Y1wQbvY5ooGgPbDaL5iYLAPzMTUrjMulskHLH6wnv/A+1q5rgEaiuqEjB+oxGXIVZs1FF+R/KPN3ZSQYYg=="],

+    "is-binary-path": ["is-binary-path@2.1.0", "", { "dependencies": { "binary-extensions": "^2.0.0" } }, "sha512-ZMERYes6pDydyuGidse7OsHxtbI7WVeUEozgR/g7rd0xUimYNlvZRE/K2MgZTjWy725IfelLeVcEM97mmtRGXw=="],
+
+    "is-core-module": ["is-core-module@2.16.1", "", { "dependencies": { "hasown": "^2.0.2" } }, "sha512-UfoeMA6fIJ8wTYFEUjelnaGI67v6+N7qXJEvQuIGa99l4xsCruSYOVSQ0uPANn4dAzm8lkYPaKLrrijLq7x23w=="],
+
+    "is-extglob": ["is-extglob@2.1.1", "", {}, "sha512-SbKbANkN603Vi4jEZv49LeVJMn4yGwsbzZworEoyEiutsN3nJYdbO36zfhGJ6QEDpOZIFkDtnq5JRxmvl3jsoQ=="],
+
+    "is-glob": ["is-glob@4.0.3", "", { "dependencies": { "is-extglob": "^2.1.1" } }, "sha512-xelSayHH36ZgE7ZWhli7pW34hNbNl8Ojv5KVmkJD4hBdD3th8Tfk9vYasLM+mXWOZhFkgZfxhLSnrwRr4elSSg=="],
+
+    "is-number": ["is-number@7.0.0", "", {}, "sha512-41Cifkg6e8TylSpdtTpeLVMqvSBEVzTttHvERD741+pnZ8ANv0004MRL43QKPDlK9cGvNp6NZWZUBlbGXYxxng=="],
+
    "is-potential-custom-element-name": ["is-potential-custom-element-name@1.0.1", "", {}, "sha512-bCYeRA2rVibKZd+s2625gGnGF/t7DSqDs4dP7CrLA1m7jKWz6pps0LpYLJN8Q64HtmPKJ1hrN3nzPNKFEKOUiQ=="],

    "is-reference": ["is-reference@3.0.3", "", { "dependencies": { "@types/estree": "^1.0.6" } }, "sha512-ixkJoqQvAP88E6wLydLGGqCJsrFUnqoH6HnaczB8XmDH1oaWU+xxdptvikTgaEhtZ53Ky6YXiBuUI2WXLMCwjw=="],
@@ -386,6 +485,10 @@

    "kleur": ["kleur@4.1.5", "", {}, "sha512-o+NO+8WrRiQEE4/7nwRJhN1HWpVmJm511pBHUxPLtp0BUISzlBplORYSmTclCnJvQq2tKu/sgl3xVpkc7ZWuQQ=="],

+    "layercake": ["layercake@8.4.3", "", { "dependencies": { "d3-array": "^3.2.4", "d3-color": "^3.1.0", "d3-scale": "^4.0.2", "d3-shape": "^3.2.0" }, "peerDependencies": { "svelte": "3 - 5 || >=5.0.0-next.120", "typescript": "^5.0.2" } }, "sha512-PZDduaPFxgHHkxlmsz5MVBECf6ZCT39DI3LgMVvuMwrmlrtlXwXUM/elJp46zHYzCE1j+cGyDuBDxnANv94tOQ=="],
+
+    "layerchart": ["layerchart@1.0.13", "", { "dependencies": { "@dagrejs/dagre": "^1.1.4", "@layerstack/svelte-actions": "^1.0.1", "@layerstack/svelte-stores": "^1.0.2", "@layerstack/tailwind": "^1.0.1", "@layerstack/utils": "^1.0.1", "d3-array": "^3.2.4", "d3-color": "^3.1.0", "d3-delaunay": "^6.0.4", "d3-dsv": "^3.0.1", "d3-force": "^3.0.0", "d3-geo": "^3.1.1", "d3-geo-voronoi": "^2.1.0", "d3-hierarchy": "^3.1.2", "d3-interpolate": "^3.0.1", "d3-interpolate-path": "^2.3.0", "d3-path": "^3.1.0", "d3-quadtree": "^3.0.1", "d3-random": "^3.0.1", "d3-sankey": "^0.12.3", "d3-scale": "^4.0.2", "d3-scale-chromatic": "^3.1.0", "d3-shape": "^3.2.0", "d3-tile": "^1.0.0", "d3-time": "^3.1.0", "date-fns": "^4.1.0", "layercake": "8.4.3", "lodash-es": "^4.17.21" }, "peerDependencies": { "svelte": "^3.56.0 || ^4.0.0 || ^5.0.0" } }, "sha512-bjcrfyTdHtfYZn7yj26dvA1qUjM+R6+akp2VeBJ4JWKmDGhb5WvT9nMCs52Rb+gSd/omFq5SjZLz49MqlVljZw=="],
+
    "lightningcss": ["lightningcss@1.30.2", "", { "dependencies": { "detect-libc": "^2.0.3" }, "optionalDependencies": { "lightningcss-android-arm64": "1.30.2", "lightningcss-darwin-arm64": "1.30.2", "lightningcss-darwin-x64": "1.30.2", "lightningcss-freebsd-x64": "1.30.2", "lightningcss-linux-arm-gnueabihf": "1.30.2", "lightningcss-linux-arm64-gnu": "1.30.2", "lightningcss-linux-arm64-musl": "1.30.2", "lightningcss-linux-x64-gnu": "1.30.2", "lightningcss-linux-x64-musl": "1.30.2", "lightningcss-win32-arm64-msvc": "1.30.2", "lightningcss-win32-x64-msvc": "1.30.2" } }, "sha512-utfs7Pr5uJyyvDETitgsaqSyjCb2qNRAtuqUeWIAKztsOYdcACf2KtARYXg2pSvhkt+9NfoaNY7fxjl6nuMjIQ=="],

    "lightningcss-android-arm64": ["lightningcss-android-arm64@1.30.2", "", { "os": "android", "cpu": "arm64" }, "sha512-BH9sEdOCahSgmkVhBLeU7Hc9DWeZ1Eb6wNS6Da8igvUwAe0sqROHddIlvU06q3WyXVEOYDZ6ykBZQnjTbmo4+A=="],
@@ -410,30 +513,50 @@

    "lightningcss-win32-x64-msvc": ["lightningcss-win32-x64-msvc@1.30.2", "", { "os": "win32", "cpu": "x64" }, "sha512-5g1yc73p+iAkid5phb4oVFMB45417DkRevRbt/El/gKXJk4jid+vPFF/AXbxn05Aky8PapwzZrdJShv5C0avjw=="],

+    "lilconfig": ["lilconfig@3.1.3", "", {}, "sha512-/vlFKAoH5Cgt3Ie+JLhRbwOsCQePABiU3tJ1egGvyQ+33R/vcwM2Zl2QR/LzjsBeItPt3oSVXapn+m4nQDvpzw=="],
+
+    "lines-and-columns": ["lines-and-columns@1.2.4", "", {}, "sha512-7ylylesZQ/PV29jhEDl3Ufjo6ZX7gCqJr5F7PKrqc93v7fzSymt1BpwEU8nAUXs8qzzvqhbjhK5QZg6Mt/HkBg=="],
+
    "locate-character": ["locate-character@3.0.0", "", {}, "sha512-SW13ws7BjaeJ6p7Q6CO2nchbYEc3X3J6WrmTTDto7yMPqVSZTUyY5Tjbid+Ab8gLnATtygYtiDIJGQRRn2ZOiA=="],

+    "lodash-es": ["lodash-es@4.17.23", "", {}, "sha512-kVI48u3PZr38HdYz98UmfPnXl2DXrpdctLrFLCd3kOx1xUkOmpFPx7gCWWM5MPkL/fD8zb+Ph0QzjGFs4+hHWg=="],
+
    "loupe": ["loupe@3.2.1", "", {}, "sha512-CdzqowRJCeLU72bHvWqwRBBlLcMEtIvGrlvef74kMnV2AolS9Y8xUv1I0U/MNAWMhBlKIoyuEgoJ0t/bbwHbLQ=="],

    "lru-cache": ["lru-cache@10.4.3", "", {}, "sha512-JNAzZcXrCt42VGLuYz0zfAzDfAvJWW6AfYlDBQyDV5DClI2m5sAmK+OIO7s59XfsRsWHp02jAJrRadPRGTt6SQ=="],

    "magic-string": ["magic-string@0.30.21", "", { "dependencies": { "@jridgewell/sourcemap-codec": "^1.5.5" } }, "sha512-vd2F4YUyEXKGcLHoq+TEyCjxueSeHnFxyyjNp80yg0XV4vUhnDer/lvvlqM/arB5bXQN5K2/3oinyCRyx8T2CQ=="],

+    "merge2": ["merge2@1.4.1", "", {}, "sha512-8q7VEgMJW4J8tcfVPy8g09NcQwZdbwFEqhe/WZkoIzjn/3TGDwtOCYtXGxA3O8tPzpczCCDgv+P2P5y00ZJOOg=="],
+
+    "micromatch": ["micromatch@4.0.8", "", { "dependencies": { "braces": "^3.0.3", "picomatch": "^2.3.1" } }, "sha512-PXwfBhYu0hBCPw8Dn0E+WDYb7af3dSLVWKi3HGv84IdF4TyFoC0ysxFd0Goxw7nSv4T/PzEJQxsYsEiFCKo2BA=="],
+
    "mri": ["mri@1.2.0", "", {}, "sha512-tzzskb3bG8LvYGFF/mDTpq3jpI6Q9wc3LEmBaghu+DdCssd1FakN7Bc0hVNmEyGq1bq3RgfkCb3cmQLpNPOroA=="],

    "mrmime": ["mrmime@2.0.1", "", {}, "sha512-Y3wQdFg2Va6etvQ5I82yUhGdsKrcYox6p7FfL1LbK2J4V01F9TGlepTIhnK24t7koZibmg82KGglhA1XK5IsLQ=="],

    "ms": ["ms@2.1.3", "", {}, "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA=="],

+    "mz": ["mz@2.7.0", "", { "dependencies": { "any-promise": "^1.0.0", "object-assign": "^4.0.1", "thenify-all": "^1.0.0" } }, "sha512-z81GNO7nnYMEhrGh9LeymoE4+Yr0Wn5McHIZMK5cfQCl+NDX08sCZgUc9/6MHni9IWuFLm1Z3HTCXu2z9fN62Q=="],
+
    "nanoid": ["nanoid@3.3.11", "", { "bin": { "nanoid": "bin/nanoid.cjs" } }, "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w=="],

+    "normalize-path": ["normalize-path@3.0.0", "", {}, "sha512-6eZs5Ls3WtCisHWp9S2GUy8dqkpGi4BVSz3GaqiE6ezub0512ESztXUwUB6C6IKbQkY2Pnb/mD4WYojCRwcwLA=="],
+
    "nwsapi": ["nwsapi@2.2.23", "", {}, "sha512-7wfH4sLbt4M0gCDzGE6vzQBo0bfTKjU7Sfpqy/7gs1qBfYz2vEJH6vXcBKpO3+6Yu1telwd0t9HpyOoLEQQbIQ=="],

+    "object-assign": ["object-assign@4.1.1", "", {}, "sha512-rJgTQnkUnH1sFw8yT6VSU3zD3sWmu6sZhIseY8VX+GRu3P6F7Fu+JNDoXfklElbLJSnc3FUQHVe4cU5hj+BcUg=="],
+
+    "object-hash": ["object-hash@3.0.0", "", {}, "sha512-RSn9F68PjH9HqtltsSnqYC1XXoWe9Bju5+213R98cNGttag9q9yAOTzdbsqvIa7aNm5WffBZFpWYr2aWrklWAw=="],
+
    "overlayscrollbars": ["overlayscrollbars@2.14.0", "", {}, "sha512-RjV0pqc79kYhQLC3vTcLRb5GLpI1n6qh0Oua3g+bGH4EgNOJHVBGP7u0zZtxoAa0dkHlAqTTSYRb9MMmxNLjig=="],

    "overlayscrollbars-svelte": ["overlayscrollbars-svelte@0.5.5", "", { "peerDependencies": { "overlayscrollbars": "^2.0.0", "svelte": "^5.0.0" } }, "sha512-+dRW3YZSvFbKi5vDCpnUOHuoPLLSdu0BUVVMYZdmfVghu7XkafDRebG2y91/ImPqj6YDAUsz1rcWVYhCJSS/pQ=="],

    "parse5": ["parse5@7.3.0", "", { "dependencies": { "entities": "^6.0.0" } }, "sha512-IInvU7fabl34qmi9gY8XOVxhYyMyuH2xUNpb2q8/Y+7552KlejkRvqvD19nMoUW/uQGGbqNpA6Tufu5FL5BZgw=="],

+    "path-parse": ["path-parse@1.0.7", "", {}, "sha512-LDJzPVEEEPR+y48z93A0Ed0yXb8pAByGWo/k5YYdYgpY2/2EsOsksJrq7lOHxryrVOn1ejG6oAp8ahvOIQD8sw=="],
+
    "pathe": ["pathe@2.0.3", "", {}, "sha512-WUjGcAqP1gQacoQe+OBJsFA7Ld4DyXuUIjZ5cc75cLHvJ7dtNsTugphxIADwspS+AraAUePCKrSVtPLFj/F88w=="],

    "pathval": ["pathval@2.0.1", "", {}, "sha512-//nshmD55c46FuFw26xV/xFAaB5HF9Xdap7HJBBnrKdAd6/GxDBaNA1870O79+9ueg61cZLSVc+OaFlfmObYVQ=="],
@@ -442,18 +565,48 @@

    "picomatch": ["picomatch@4.0.3", "", {}, "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q=="],

+    "pify": ["pify@2.3.0", "", {}, "sha512-udgsAY+fTnvv7kI7aaxbqwWNb0AHiB0qBO89PZKPkoTmGOgdbrHDKD+0B2X4uTfJ/FT1R09r9gTsjUjNJotuog=="],
+
+    "pirates": ["pirates@4.0.7", "", {}, "sha512-TfySrs/5nm8fQJDcBDuUng3VOUKsd7S+zqvbOTiGXHfxX4wK31ard+hoNuvkicM/2YFzlpDgABOevKSsB4G/FA=="],
+
    "postcss": ["postcss@8.5.6", "", { "dependencies": { "nanoid": "^3.3.11", "picocolors": "^1.1.1", "source-map-js": "^1.2.1" } }, "sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg=="],

+    "postcss-import": ["postcss-import@15.1.0", "", { "dependencies": { "postcss-value-parser": "^4.0.0", "read-cache": "^1.0.0", "resolve": "^1.1.7" }, "peerDependencies": { "postcss": "^8.0.0" } }, "sha512-hpr+J05B2FVYUAXHeK1YyI267J/dDDhMU6B6civm8hSY1jYJnBXxzKDKDswzJmtLHryrjhnDjqqp/49t8FALew=="],
+
+    "postcss-js": ["postcss-js@4.1.0", "", { "dependencies": { "camelcase-css": "^2.0.1" }, "peerDependencies": { "postcss": "^8.4.21" } }, "sha512-oIAOTqgIo7q2EOwbhb8UalYePMvYoIeRY2YKntdpFQXNosSu3vLrniGgmH9OKs/qAkfoj5oB3le/7mINW1LCfw=="],
+
+    "postcss-load-config": ["postcss-load-config@6.0.1", "", { "dependencies": { "lilconfig": "^3.1.1" }, "peerDependencies": { "jiti": ">=1.21.0", "postcss": ">=8.0.9", "tsx": "^4.8.1", "yaml": "^2.4.2" }, "optionalPeers": ["jiti", "postcss", "tsx", "yaml"] }, "sha512-oPtTM4oerL+UXmx+93ytZVN82RrlY/wPUV8IeDxFrzIjXOLF1pN+EmKPLbubvKHT2HC20xXsCAH2Z+CKV6Oz/g=="],
+
+    "postcss-nested": ["postcss-nested@6.2.0", "", { "dependencies": { "postcss-selector-parser": "^6.1.1" }, "peerDependencies": { "postcss": "^8.2.14" } }, "sha512-HQbt28KulC5AJzG+cZtj9kvKB93CFCdLvog1WFLf1D+xmMvPGlBstkpTEZfK5+AN9hfJocyBFCNiqyS48bpgzQ=="],
+
+    "postcss-selector-parser": ["postcss-selector-parser@6.1.2", "", { "dependencies": { "cssesc": "^3.0.0", "util-deprecate": "^1.0.2" } }, "sha512-Q8qQfPiZ+THO/3ZrOrO0cJJKfpYCagtMUkXbnEfmgUjwXg6z/WBeOyS9APBBPCTSiDV+s4SwQGu8yFsiMRIudg=="],
+
+    "postcss-value-parser": ["postcss-value-parser@4.2.0", "", {}, "sha512-1NNCs6uurfkVbeXG4S8JFT9t19m45ICnif8zWLd5oPSZ50QnwMfK+H3jv408d4jw/7Bttv5axS5IiHoLaVNHeQ=="],
+
    "punycode": ["punycode@2.3.1", "", {}, "sha512-vYt7UD1U9Wg6138shLtLOvdAu+8DsC/ilFtEVHcH+wydcSpNE20AfSOduf6MkRFahL5FY7X1oU7nKVZFtfq8Fg=="],

+    "queue-microtask": ["queue-microtask@1.2.3", "", {}, "sha512-NuaNSa6flKT5JaSYQzJok04JzTL1CA6aGhv5rfLW3PgqA+M2ChpZQnAC8h8i4ZFkBS8X5RqkDBHA7r4hej3K9A=="],
+
+    "read-cache": ["read-cache@1.0.0", "", { "dependencies": { "pify": "^2.3.0" } }, "sha512-Owdv/Ft7IjOgm/i0xvNDZ1LrRANRfew4b2prF3OWMQLxLfu3bS8FVhCsrSCMK4lR56Y9ya+AThoTpDCTxCmpRA=="],
+
    "readdirp": ["readdirp@4.1.2", "", {}, "sha512-GDhwkLfywWL2s6vEjyhri+eXmfH6j1L7JE27WhqLeYzoh/A3DBaYGEj2H/HFZCn/kMfim73FXxEJTw06WtxQwg=="],

+    "resolve": ["resolve@1.22.11", "", { "dependencies": { "is-core-module": "^2.16.1", "path-parse": "^1.0.7", "supports-preserve-symlinks-flag": "^1.0.0" }, "bin": { "resolve": "bin/resolve" } }, "sha512-RfqAvLnMl313r7c9oclB1HhUEAezcpLjz95wFH4LVuhk9JF/r22qmVP9AMmOU4vMX7Q8pN8jwNg/CSpdFnMjTQ=="],
+
+    "reusify": ["reusify@1.1.0", "", {}, "sha512-g6QUff04oZpHs0eG5p83rFLhHeV00ug/Yf9nZM6fLeUrPguBTkTQOdpAWWspMh55TZfVQDPaN3NQJfbVRAxdIw=="],
+
+    "robust-predicates": ["robust-predicates@3.0.2", "", {}, "sha512-IXgzBWvWQwE6PrDI05OvmXUIruQTcoMDzRsOd5CDvHCVLcLHMTSYvOK5Cm46kWqlV3yAbuSpBZdJ5oP5OUoStg=="],
+
    "rollup": ["rollup@4.57.0", "", { "dependencies": { "@types/estree": "1.0.8" }, "optionalDependencies": { "@rollup/rollup-android-arm-eabi": "4.57.0", "@rollup/rollup-android-arm64": "4.57.0", "@rollup/rollup-darwin-arm64": "4.57.0", "@rollup/rollup-darwin-x64": "4.57.0", "@rollup/rollup-freebsd-arm64": "4.57.0", "@rollup/rollup-freebsd-x64": "4.57.0", "@rollup/rollup-linux-arm-gnueabihf": "4.57.0", "@rollup/rollup-linux-arm-musleabihf": "4.57.0", "@rollup/rollup-linux-arm64-gnu": "4.57.0", "@rollup/rollup-linux-arm64-musl": "4.57.0", "@rollup/rollup-linux-loong64-gnu": "4.57.0", "@rollup/rollup-linux-loong64-musl": "4.57.0", "@rollup/rollup-linux-ppc64-gnu": "4.57.0", "@rollup/rollup-linux-ppc64-musl": "4.57.0", "@rollup/rollup-linux-riscv64-gnu": "4.57.0", "@rollup/rollup-linux-riscv64-musl": "4.57.0", "@rollup/rollup-linux-s390x-gnu": "4.57.0", "@rollup/rollup-linux-x64-gnu": "4.57.0", "@rollup/rollup-linux-x64-musl": "4.57.0", "@rollup/rollup-openbsd-x64": "4.57.0", "@rollup/rollup-openharmony-arm64": "4.57.0", "@rollup/rollup-win32-arm64-msvc": "4.57.0", "@rollup/rollup-win32-ia32-msvc": "4.57.0", "@rollup/rollup-win32-x64-gnu": "4.57.0", "@rollup/rollup-win32-x64-msvc": "4.57.0", "fsevents": "~2.3.2" }, "bin": { "rollup": "dist/bin/rollup" } }, "sha512-e5lPJi/aui4TO1LpAXIRLySmwXSE8k3b9zoGfd42p67wzxog4WHjiZF3M2uheQih4DGyc25QEV4yRBbpueNiUA=="],

    "rrweb-cssom": ["rrweb-cssom@0.8.0", "", {}, "sha512-guoltQEx+9aMf2gDZ0s62EcV8lsXR+0w8915TC3ITdn2YueuNjdAYh/levpU9nFaoChh9RUS5ZdQMrKfVEN9tw=="],

+    "run-parallel": ["run-parallel@1.2.0", "", { "dependencies": { "queue-microtask": "^1.2.2" } }, "sha512-5l4VyZR86LZ/lDxZTR6jqL8AFE2S0IFLMP26AbjsLVADxHdhB/c0GUsH+y39UfCi3dzz8OlQuPmnaJOMoDHQBA=="],
+
    "runed": ["runed@0.23.4", "", { "dependencies": { "esm-env": "^1.0.0" }, "peerDependencies": { "svelte": "^5.7.0" } }, "sha512-9q8oUiBYeXIDLWNK5DfCWlkL0EW3oGbk845VdKlPeia28l751VpfesaB/+7pI6rnbx1I6rqoZ2fZxptOJLxILA=="],

+    "rw": ["rw@1.3.3", "", {}, "sha512-PdhdWy89SiZogBLaw42zdeqtRJ//zFd2PgQavcICDUgJT5oW10QCRKbJ6bg4r0/UY2M6BWd5tkxuGFRvCkgfHQ=="],
+
    "sade": ["sade@1.8.1", "", { "dependencies": { "mri": "^1.1.0" } }, "sha512-xal3CZX1Xlo/k4ApwCFrHVACi9fBqJ7V+mwhBsuf/1IOKbBy098Fex+Wa/5QMubw09pSZ/u8EY8PWgevJsXp1A=="],

    "safer-buffer": ["safer-buffer@2.1.2", "", {}, "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="],
@@ -476,7 +629,11 @@

    "style-to-object": ["style-to-object@1.0.14", "", { "dependencies": { "inline-style-parser": "0.2.7" } }, "sha512-LIN7rULI0jBscWQYaSswptyderlarFkjQ+t79nzty8tcIAceVomEVlLzH5VP4Cmsv6MtKhs7qaAiwlcp+Mgaxw=="],

-    "svelte": ["svelte@5.49.0", "", { "dependencies": { "@jridgewell/remapping": "^2.3.4", "@jridgewell/sourcemap-codec": "^1.5.0", "@sveltejs/acorn-typescript": "^1.0.5", "@types/estree": "^1.0.5", "acorn": "^8.12.1", "aria-query": "^5.3.1", "axobject-query": "^4.1.0", "clsx": "^2.1.1", "devalue": "^5.6.2", "esm-env": "^1.2.1", "esrap": "^2.2.1", "is-reference": "^3.0.3", "locate-character": "^3.0.0", "magic-string": "^0.30.11", "zimmerframe": "^1.1.2" } }, "sha512-Fn2mCc3XX0gnnbBYzWOTrZHi5WnF9KvqmB1+KGlUWoJkdioPmFYtg2ALBr6xl2dcnFTz3Vi7/mHpbKSVg/imVg=="],
+    "sucrase": ["sucrase@3.35.1", "", { "dependencies": { "@jridgewell/gen-mapping": "^0.3.2", "commander": "^4.0.0", "lines-and-columns": "^1.1.6", "mz": "^2.7.0", "pirates": "^4.0.1", "tinyglobby": "^0.2.11", "ts-interface-checker": "^0.1.9" }, "bin": { "sucrase": "bin/sucrase", "sucrase-node": "bin/sucrase-node" } }, "sha512-DhuTmvZWux4H1UOnWMB3sk0sbaCVOoQZjv8u1rDoTV0HTdGem9hkAZtl4JZy8P2z4Bg0nT+YMeOFyVr4zcG5Tw=="],
+
+    "supports-preserve-symlinks-flag": ["supports-preserve-symlinks-flag@1.0.0", "", {}, "sha512-ot0WnXS9fgdkgIcePe6RHNk1WA8+muPa6cSjeR3V8K27q9BB1rTE3R1p7Hv0z1ZyAc8s6Vvv8DIyWf681MAt0w=="],
+
+    "svelte": ["svelte@5.49.1", "", { "dependencies": { "@jridgewell/remapping": "^2.3.4", "@jridgewell/sourcemap-codec": "^1.5.0", "@sveltejs/acorn-typescript": "^1.0.5", "@types/estree": "^1.0.5", "acorn": "^8.12.1", "aria-query": "^5.3.1", "axobject-query": "^4.1.0", "clsx": "^2.1.1", "devalue": "^5.6.2", "esm-env": "^1.2.1", "esrap": "^2.2.2", "is-reference": "^3.0.3", "locate-character": "^3.0.0", "magic-string": "^0.30.11", "zimmerframe": "^1.1.2" } }, "sha512-jj95WnbKbXsXXngYj28a4zx8jeZx50CN/J4r0CEeax2pbfdsETv/J1K8V9Hbu3DCXnpHz5qAikICuxEooi7eNQ=="],

    "svelte-check": ["svelte-check@4.3.5", "", { "dependencies": { "@jridgewell/trace-mapping": "^0.3.25", "chokidar": "^4.0.1", "fdir": "^6.2.0", "picocolors": "^1.0.0", "sade": "^1.7.4" }, "peerDependencies": { "svelte": "^4.0.0 || ^5.0.0-next.0", "typescript": ">=5.0.0" }, "bin": { "svelte-check": "bin/svelte-check" } }, "sha512-e4VWZETyXaKGhpkxOXP+B/d0Fp/zKViZoJmneZWe/05Y2aqSKj3YN2nLfYPJBQ87WEiY4BQCQ9hWGu9mPT1a1Q=="],

@@ -492,6 +649,10 @@

    "tapable": ["tapable@2.3.0", "", {}, "sha512-g9ljZiwki/LfxmQADO3dEY1CbpmXT5Hm2fJ+QaGKwSXUylMybePR7/67YW7jOrrvjEgL1Fmz5kzyAjWVWLlucg=="],

+    "thenify": ["thenify@3.3.1", "", { "dependencies": { "any-promise": "^1.0.0" } }, "sha512-RVZSIV5IG10Hk3enotrhvz0T9em6cyHBLkH/YAZuKqd8hRkKhSfCGIcP2KUY0EPxndzANBmNllzWPwak+bheSw=="],
+
+    "thenify-all": ["thenify-all@1.6.0", "", { "dependencies": { "thenify": ">= 3.1.0 < 4" } }, "sha512-RNxQH/qI8/t3thXJDwcstUO4zeqo64+Uy/+sNVRBx4Xn2OX+OZ9oP+iJnNFqplFra2ZUVeKCSa2oVWi3T4uVmA=="],
+
    "tinybench": ["tinybench@2.9.0", "", {}, "sha512-0+DUvqWMValLmha6lr4kD8iAMK1HzV0/aKnCtWb9v9641TnP/MFb7Pc2bxoxQjTXAErryXVgUOfv2YqNllqGeg=="],

    "tinyexec": ["tinyexec@0.3.2", "", {}, "sha512-KQQR9yN7R5+OSwaK0XQoj22pwHoTlgYqmUscPYoknOoWCWfj/5/ABTMRi69FrKU5ffPVh5QcFikpWJI/P1ocHA=="],
@@ -508,18 +669,24 @@

    "tldts-core": ["tldts-core@6.1.86", "", {}, "sha512-Je6p7pkk+KMzMv2XXKmAE3McmolOQFdxkKw0R8EYNr7sELW46JqnNeTX8ybPiQgvg1ymCoF8LXs5fzFaZvJPTA=="],

+    "to-regex-range": ["to-regex-range@5.0.1", "", { "dependencies": { "is-number": "^7.0.0" } }, "sha512-65P7iz6X5yEr1cwcgvQxbbIw7Uk3gOy5dIdtZ4rDveLqhrdJP+Li/Hx6tyK0NEb+2GCyneCMJiGqrADCSNk8sQ=="],
+
    "totalist": ["totalist@3.0.1", "", {}, "sha512-sf4i37nQ2LBx4m3wB74y+ubopq6W/dIzXg0FDGjsYnZHVa1Da8FH853wlL2gtUhg+xJXjfk3kUZS3BRoQeoQBQ=="],

    "tough-cookie": ["tough-cookie@5.1.2", "", { "dependencies": { "tldts": "^6.1.32" } }, "sha512-FVDYdxtnj0G6Qm/DhNPSb8Ju59ULcup3tuJxkFb5K8Bv2pUXILbf0xZWU8PX8Ov19OXljbUyveOFwRMwkXzO+A=="],

    "tr46": ["tr46@5.1.1", "", { "dependencies": { "punycode": "^2.3.1" } }, "sha512-hdF5ZgjTqgAntKkklYw0R03MG2x/bSzTtkxmIRw/sTNV8YXsCJ1tfLAX23lhxhHJlEf3CRCOCGGWw3vI3GaSPw=="],

+    "ts-interface-checker": ["ts-interface-checker@0.1.13", "", {}, "sha512-Y/arvbn+rrz3JCKl9C4kVNfTfSm2/mEp5FSz5EsZSANGPSlQrpRI5M4PKF+mJnE52jOO90PnPSc3Ur3bTQw0gA=="],
+
    "tslib": ["tslib@2.8.1", "", {}, "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="],

    "typescript": ["typescript@5.9.3", "", { "bin": { "tsc": "bin/tsc", "tsserver": "bin/tsserver" } }, "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw=="],

    "undici-types": ["undici-types@7.16.0", "", {}, "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw=="],

+    "util-deprecate": ["util-deprecate@1.0.2", "", {}, "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="],
+
    "vite": ["vite@6.4.1", "", { "dependencies": { "esbuild": "^0.25.0", "fdir": "^6.4.4", "picomatch": "^4.0.2", "postcss": "^8.5.3", "rollup": "^4.34.9", "tinyglobby": "^0.2.13" }, "optionalDependencies": { "fsevents": "~2.3.3" }, "peerDependencies": { "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0", "jiti": ">=1.21.0", "less": "*", "lightningcss": "^1.21.0", "sass": "*", "sass-embedded": "*", "stylus": "*", "sugarss": "*", "terser": "^5.16.0", "tsx": "^4.8.1", "yaml": "^2.4.2" }, "optionalPeers": ["@types/node", "jiti", "less", "lightningcss", "sass", "sass-embedded", "stylus", "sugarss", "terser", "tsx", "yaml"], "bin": { "vite": "bin/vite.js" } }, "sha512-+Oxm7q9hDoLMyJOYfUYBuHQo+dkAloi33apOPP56pzj+vsdJDzr+j1NISE5pyaAuKL4A3UD34qd0lx5+kfKp2g=="],

    "vite-node": ["vite-node@3.2.4", "", { "dependencies": { "cac": "^6.7.14", "debug": "^4.4.1", "es-module-lexer": "^1.7.0", "pathe": "^2.0.3", "vite": "^5.0.0 || ^6.0.0 || ^7.0.0-0" }, "bin": { "vite-node": "vite-node.mjs" } }, "sha512-EbKSKh+bh1E1IFxeO0pg1n4dvoOTt0UDiXMd/qn++r98+jPO1xtJilvXldeuQ8giIB5IkpjCgMleHMNEsGH6pg=="],
@@ -548,6 +715,12 @@

    "zimmerframe": ["zimmerframe@1.1.4", "", {}, "sha512-B58NGBEoc8Y9MWWCQGl/gq9xBCe4IiKM0a2x7GZdQKOW5Exr8S1W24J6OgM1njK8xCRGvAJIL/MxXHf6SkmQKQ=="],

+    "zod": ["zod@3.25.76", "", {}, "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ=="],
+
+    "@layerstack/tailwind/tailwind-merge": ["tailwind-merge@2.6.0", "", {}, "sha512-P+Vu1qXfzediirmHOC3xKGAYeZtPcV9g76X+xg2FD4tYgR71ewMA35Y3sCz3zhiN/dwefRpJX0yBcgwi1fXNQA=="],
+
+    "@layerstack/tailwind/tailwindcss": ["tailwindcss@3.4.19", "", { "dependencies": { "@alloc/quick-lru": "^5.2.0", "arg": "^5.0.2", "chokidar": "^3.6.0", "didyoumean": "^1.2.2", "dlv": "^1.1.3", "fast-glob": "^3.3.2", "glob-parent": "^6.0.2", "is-glob": "^4.0.3", "jiti": "^1.21.7", "lilconfig": "^3.1.3", "micromatch": "^4.0.8", "normalize-path": "^3.0.0", "object-hash": "^3.0.0", "picocolors": "^1.1.1", "postcss": "^8.4.47", "postcss-import": "^15.1.0", "postcss-js": "^4.0.1", "postcss-load-config": "^4.0.2 || ^5.0 || ^6.0", "postcss-nested": "^6.2.0", "postcss-selector-parser": "^6.1.2", "resolve": "^1.22.8", "sucrase": "^3.35.0" }, "bin": { "tailwind": "lib/cli.js", "tailwindcss": "lib/cli.js" } }, "sha512-3ofp+LL8E+pK/JuPLPggVAIaEuhvIz4qNcf3nA1Xn2o/7fb7s/TYpHhwGDv1ZU3PkBluUVaF8PyCHcm48cKLWQ=="],
+
    "@tailwindcss/oxide-wasm32-wasi/@emnapi/core": ["@emnapi/core@1.8.1", "", { "dependencies": { "@emnapi/wasi-threads": "1.1.0", "tslib": "^2.4.0" }, "bundled": true }, "sha512-AvT9QFpxK0Zd8J0jopedNm+w/2fIzvtPKPjqyw9jwvBaReTTqPBk9Hixaz7KbjimP+QNz605/XnjFcDAL2pqBg=="],

    "@tailwindcss/oxide-wasm32-wasi/@emnapi/runtime": ["@emnapi/runtime@1.8.1", "", { "dependencies": { "tslib": "^2.4.0" }, "bundled": true }, "sha512-mehfKSMWjjNol8659Z8KxEMrdSJDDot5SXMq00dM8BN4o+CLNXQ0xH2V7EchNHV4RmbZLmmPdEaXZc5H2FXmDg=="],
@@ -559,5 +732,31 @@
    "@tailwindcss/oxide-wasm32-wasi/@tybys/wasm-util": ["@tybys/wasm-util@0.10.1", "", { "dependencies": { "tslib": "^2.4.0" }, "bundled": true }, "sha512-9tTaPJLSiejZKx+Bmog4uSubteqTvFrVrURwkmHixBo0G4seD0zUxp98E1DzUBJxLQ3NPwXrGKDiVjwx/DpPsg=="],

    "@tailwindcss/oxide-wasm32-wasi/tslib": ["tslib@2.8.1", "", { "bundled": true }, "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="],
+
+    "anymatch/picomatch": ["picomatch@2.3.1", "", {}, "sha512-JU3teHTNjmE2VCGFzuY8EXzCDVwEqB2a8fsIvwaStHhAWJEeVd1o1QD80CU6+ZdEXXSLbSsuLwJjkCBWqRQUVA=="],
+
+    "d3-sankey/d3-array": ["d3-array@2.12.1", "", { "dependencies": { "internmap": "^1.0.0" } }, "sha512-B0ErZK/66mHtEsR1TkPEEkwdy+WDesimkM5gpZr5Dsg54BiTA5RXtYW5qTLIAcekaS9xfZrzBLF/OAkB3Qn1YQ=="],
+
+    "d3-sankey/d3-shape": ["d3-shape@1.3.7", "", { "dependencies": { "d3-path": "1" } }, "sha512-EUkvKjqPFUAZyOlhY5gzCxCeI0Aep04LwIRpsZ/mLFelJiUfnK56jo5JMDSE7yyP2kLSb6LtF+S5chMk7uqPqw=="],
+
+    "fast-glob/glob-parent": ["glob-parent@5.1.2", "", { "dependencies": { "is-glob": "^4.0.1" } }, "sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow=="],
+
+    "micromatch/picomatch": ["picomatch@2.3.1", "", {}, "sha512-JU3teHTNjmE2VCGFzuY8EXzCDVwEqB2a8fsIvwaStHhAWJEeVd1o1QD80CU6+ZdEXXSLbSsuLwJjkCBWqRQUVA=="],
+
+    "sucrase/commander": ["commander@4.1.1", "", {}, "sha512-NOKm8xhkzAjzFx8B2v5OAHT+u5pRQc2UCa2Vq9jYL/31o2wi9mxBA7LIFs3sV5VSC49z6pEhfbMULvShKj26WA=="],
+
+    "@layerstack/tailwind/tailwindcss/chokidar": ["chokidar@3.6.0", "", { "dependencies": { "anymatch": "~3.1.2", "braces": "~3.0.2", "glob-parent": "~5.1.2", "is-binary-path": "~2.1.0", "is-glob": "~4.0.1", "normalize-path": "~3.0.0", "readdirp": "~3.6.0" }, "optionalDependencies": { "fsevents": "~2.3.2" } }, "sha512-7VT13fmjotKpGipCW9JEQAusEPE+Ei8nl6/g4FBAmIm0GOOLMua9NDDo/DWp0ZAxCr3cPq5ZpBqmPAQgDda2Pw=="],
+
+    "@layerstack/tailwind/tailwindcss/jiti": ["jiti@1.21.7", "", { "bin": { "jiti": "bin/jiti.js" } }, "sha512-/imKNG4EbWNrVjoNC/1H5/9GFy+tqjGBHCaSsN+P2RnPqjsLmv6UD3Ej+Kj8nBWaRAwyk7kK5ZUc+OEatnTR3A=="],
+
+    "d3-sankey/d3-array/internmap": ["internmap@1.0.1", "", {}, "sha512-lDB5YccMydFBtasVtxnZ3MRBHuaoE8GKsppq+EchKL2U4nK/DmEpPHNH8MZe5HkMtpSiTSOZwfN0tzYjO/lJEw=="],
+
+    "d3-sankey/d3-shape/d3-path": ["d3-path@1.0.9", "", {}, "sha512-VLaYcn81dtHVTjEHd8B+pbe9yHWpXKZUC87PzoFmsFrJqgFwDe/qxfp5MlfsfM1V5E/iVt0MmEbWQ7FVIXh/bg=="],
+
+    "@layerstack/tailwind/tailwindcss/chokidar/glob-parent": ["glob-parent@5.1.2", "", { "dependencies": { "is-glob": "^4.0.1" } }, "sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow=="],
+
+    "@layerstack/tailwind/tailwindcss/chokidar/readdirp": ["readdirp@3.6.0", "", { "dependencies": { "picomatch": "^2.2.1" } }, "sha512-hOS089on8RduqdbhvQ5Z37A0ESjsqz6qnRcffsMU3495FuTdqSm+7bhJ29JvIOsBDEEnan5DPu9t3To9VRlMzA=="],
+
+    "@layerstack/tailwind/tailwindcss/chokidar/readdirp/picomatch": ["picomatch@2.3.1", "", {}, "sha512-JU3teHTNjmE2VCGFzuY8EXzCDVwEqB2a8fsIvwaStHhAWJEeVd1o1QD80CU6+ZdEXXSLbSsuLwJjkCBWqRQUVA=="],
  }
 }
@@ -7,33 +7,35 @@
    "build": "vite build",
    "preview": "vite preview",
    "check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json",
+    "typecheck": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json",
+    "lint": "biome lint .",
    "test": "vitest run",
    "format": "biome format --write .",
    "format:check": "biome format ."
  },
  "devDependencies": {
    "@biomejs/biome": "^1.9.4",
-    "@fontsource-variable/inter": "^5.2.5",
-    "@lucide/svelte": "^0.563.0",
-    "@sveltejs/adapter-static": "^3.0.8",
-    "@sveltejs/kit": "^2.16.0",
-    "@sveltejs/vite-plugin-svelte": "^5.0.3",
-    "@tailwindcss/vite": "^4.0.0",
+    "@fontsource-variable/inter": "^5.2.8",
+    "@lucide/svelte": "^0.563.1",
+    "@sveltejs/adapter-static": "^3.0.10",
+    "@sveltejs/kit": "^2.50.1",
+    "@sveltejs/vite-plugin-svelte": "^5.1.1",
+    "@tailwindcss/vite": "^4.1.18",
    "@tanstack/table-core": "^8.21.3",
    "@types/d3-scale": "^4.0.9",
    "@types/d3-shape": "^3.1.8",
    "@types/d3-time-format": "^4.0.3",
    "@types/node": "^25.1.0",
-    "bits-ui": "^1.3.7",
+    "bits-ui": "^1.8.0",
    "clsx": "^2.1.1",
-    "jsdom": "^26.0.0",
-    "svelte": "^5.19.0",
-    "svelte-check": "^4.1.4",
-    "tailwind-merge": "^3.0.1",
-    "tailwindcss": "^4.0.0",
-    "typescript": "^5.7.2",
-    "vite": "^6.3.5",
-    "vitest": "^3.0.5"
+    "jsdom": "^26.1.0",
+    "svelte": "^5.49.1",
+    "svelte-check": "^4.3.5",
+    "tailwind-merge": "^3.4.0",
+    "tailwindcss": "^4.1.18",
+    "typescript": "^5.9.3",
+    "vite": "^6.4.1",
+    "vitest": "^3.2.4"
  },
  "dependencies": {
    "@icons-pack/svelte-simple-icons": "^6.5.0",
@@ -41,6 +43,7 @@
    "d3-shape": "^3.2.0",
    "d3-time-format": "^4.1.0",
    "date-fns": "^4.1.0",
+    "layerchart": "^1.0.13",
    "overlayscrollbars": "^2.14.0",
    "overlayscrollbars-svelte": "^0.5.5"
  }
@@ -1,4 +1,7 @@
 #!/usr/bin/env bun
+import { extname, join } from "path";
+import { constants, brotliCompressSync, gzipSync } from "zlib";
+import { $ } from "bun";
 /**
 * Pre-compress static assets with maximum compression levels.
 * Run after `bun run build`.
@@ -7,10 +10,7 @@
 * These are embedded alongside originals by rust-embed and served via
 * content negotiation in src/web/assets.rs.
 */
-import { readdir, stat, readFile, writeFile } from "fs/promises";
-import { join, extname } from "path";
-import { gzipSync, brotliCompressSync, constants } from "zlib";
-import { $ } from "bun";
+import { readFile, readdir, stat, writeFile } from "fs/promises";

 // Must match COMPRESSION_MIN_SIZE in src/web/encoding.rs
 const MIN_SIZE = 512;
@@ -1,12 +1,30 @@
+import { authStore } from "$lib/auth.svelte";
 import type {
+  CandidateResponse,
  CodeDescription,
  CourseResponse,
  DbMeetingTime,
+  InstructorDetail,
+  InstructorDetailResponse,
+  InstructorListItem,
  InstructorResponse,
+  InstructorStats,
+  LinkedRmpProfile,
+  ListInstructorsResponse,
+  RescoreResponse,
+  ScraperStatsResponse,
  SearchResponse as SearchResponseGenerated,
  ServiceInfo,
  ServiceStatus,
  StatusResponse,
+  SubjectDetailResponse,
+  SubjectResultEntry,
+  SubjectSummary,
+  SubjectsResponse,
+  TermResponse,
+  TimeseriesPoint,
+  TimeseriesResponse,
+  TopCandidateResponse,
  User,
 } from "$lib/bindings";

@@ -14,23 +32,42 @@ const API_BASE_URL = "/api";

 // Re-export generated types under their canonical names
 export type {
+  CandidateResponse,
  CodeDescription,
  CourseResponse,
  DbMeetingTime,
+  InstructorDetail,
+  InstructorDetailResponse,
+  InstructorListItem,
  InstructorResponse,
+  InstructorStats,
+  LinkedRmpProfile,
+  ListInstructorsResponse,
+  RescoreResponse,
+  ScraperStatsResponse,
  ServiceInfo,
  ServiceStatus,
  StatusResponse,
+  SubjectDetailResponse,
+  SubjectResultEntry,
+  SubjectSummary,
+  SubjectsResponse,
+  TermResponse,
+  TimeseriesPoint,
+  TimeseriesResponse,
+  TopCandidateResponse,
 };

-// Semantic aliases — these all share the CodeDescription shape
-export type Term = CodeDescription;
+// Semantic aliases
+export type Term = TermResponse;
 export type Subject = CodeDescription;
 export type ReferenceEntry = CodeDescription;

 // SearchResponse re-exported (aliased to strip the "Generated" suffix)
 export type SearchResponse = SearchResponseGenerated;

+export type ScraperPeriod = "1h" | "6h" | "24h" | "7d" | "30d";
+
 // Client-side only — not generated from Rust
 export type SortColumn = "course_code" | "title" | "instructor" | "time" | "seats";
 export type SortDirection = "asc" | "desc";
@@ -101,6 +138,29 @@ export interface MetricsParams {
  limit?: number;
 }

+/** A time range for timeline queries (ISO-8601 strings). */
+export interface TimelineRange {
+  start: string;
+  end: string;
+}
+
+/** Request body for POST /api/timeline. */
+export interface TimelineRequest {
+  ranges: TimelineRange[];
+}
+
+/** A single 15-minute slot returned by the timeline API. */
+export interface TimelineSlot {
+  time: string;
+  subjects: Record<string, number>;
+}
+
+/** Response from POST /api/timeline. */
+export interface TimelineResponse {
+  slots: TimelineSlot[];
+  subjects: string[];
+}
+
 export interface SearchParams {
  term: string;
  subjects?: string[];
@@ -112,6 +172,15 @@ export interface SearchParams {
  sort_dir?: SortDirection;
 }

+// Admin instructor query params (client-only, not generated)
+export interface AdminInstructorListParams {
+  status?: string;
+  search?: string;
+  page?: number;
+  per_page?: number;
+  sort?: string;
+}
+
 export class BannerApiClient {
  private baseUrl: string;
  private fetchFn: typeof fetch;
@@ -121,8 +190,34 @@ export class BannerApiClient {
    this.fetchFn = fetchFn;
  }

-  private async request<T>(endpoint: string): Promise<T> {
-    const response = await this.fetchFn(`${this.baseUrl}${endpoint}`);
+  private buildInit(options?: { method?: string; body?: unknown }): RequestInit | undefined {
+    if (!options) return undefined;
+    const init: RequestInit = {};
+    if (options.method) {
+      init.method = options.method;
+    }
+    if (options.body !== undefined) {
+      init.headers = { "Content-Type": "application/json" };
+      init.body = JSON.stringify(options.body);
+    } else if (options.method) {
+      init.headers = { "Content-Type": "application/json" };
+    }
+    return Object.keys(init).length > 0 ? init : undefined;
+  }
+
+  private async request<T>(
+    endpoint: string,
+    options?: { method?: string; body?: unknown }
+  ): Promise<T> {
+    const init = this.buildInit(options);
+    const args: [string, RequestInit?] = [`${this.baseUrl}${endpoint}`];
+    if (init) args.push(init);
+
+    const response = await this.fetchFn(...args);
+
+    if (response.status === 401) {
+      authStore.handleUnauthorized();
+    }

    if (!response.ok) {
      throw new Error(`API request failed: ${response.status} ${response.statusText}`);
@@ -131,6 +226,25 @@ export class BannerApiClient {
    return (await response.json()) as T;
  }

+  private async requestVoid(
+    endpoint: string,
+    options?: { method?: string; body?: unknown }
+  ): Promise<void> {
+    const init = this.buildInit(options);
+    const args: [string, RequestInit?] = [`${this.baseUrl}${endpoint}`];
+    if (init) args.push(init);
+
+    const response = await this.fetchFn(...args);
+
+    if (response.status === 401) {
+      authStore.handleUnauthorized();
+    }
+
+    if (!response.ok) {
+      throw new Error(`API request failed: ${response.status} ${response.statusText}`);
+    }
+  }
+
  async getStatus(): Promise<StatusResponse> {
    return this.request<StatusResponse>("/status");
  }
@@ -156,8 +270,8 @@ export class BannerApiClient {
    return this.request<Term[]>("/terms");
  }

-  async getSubjects(termCode: string): Promise<Subject[]> {
-    return this.request<Subject[]>(`/subjects?term=${encodeURIComponent(termCode)}`);
+  async getSubjects(term: string): Promise<Subject[]> {
+    return this.request<Subject[]>(`/subjects?term=${encodeURIComponent(term)}`);
  }

  async getReference(category: string): Promise<ReferenceEntry[]> {
@@ -174,13 +288,10 @@ export class BannerApiClient {
  }

  async setUserAdmin(discordId: string, isAdmin: boolean): Promise<User> {
-    const response = await this.fetchFn(`${this.baseUrl}/admin/users/${discordId}/admin`, {
+    return this.request<User>(`/admin/users/${discordId}/admin`, {
      method: "PUT",
-      headers: { "Content-Type": "application/json" },
-      body: JSON.stringify({ is_admin: isAdmin }),
+      body: { is_admin: isAdmin },
    });
-    if (!response.ok) throw new Error(`API request failed: ${response.status}`);
-    return (await response.json()) as User;
  }

  async getAdminScrapeJobs(): Promise<ScrapeJobsResponse> {
@@ -220,6 +331,13 @@ export class BannerApiClient {
  /** Stored `Last-Modified` value for audit log conditional requests. */
  private _auditLastModified: string | null = null;

+  async getTimeline(ranges: TimelineRange[]): Promise<TimelineResponse> {
+    return this.request<TimelineResponse>("/timeline", {
+      method: "POST",
+      body: { ranges } satisfies TimelineRequest,
+    });
+  }
+
  async getMetrics(params?: MetricsParams): Promise<MetricsResponse> {
    const query = new URLSearchParams();
    if (params?.course_id !== undefined) query.set("course_id", String(params.course_id));
@@ -230,6 +348,82 @@ export class BannerApiClient {
    const qs = query.toString();
    return this.request<MetricsResponse>(`/metrics${qs ? `?${qs}` : ""}`);
  }
+
+  // Admin instructor endpoints
+
+  async getAdminInstructors(params?: AdminInstructorListParams): Promise<ListInstructorsResponse> {
+    const query = new URLSearchParams();
+    if (params?.status) query.set("status", params.status);
+    if (params?.search) query.set("search", params.search);
+    if (params?.page !== undefined) query.set("page", String(params.page));
+    if (params?.per_page !== undefined) query.set("per_page", String(params.per_page));
+    if (params?.sort) query.set("sort", params.sort);
+    const qs = query.toString();
+    return this.request<ListInstructorsResponse>(`/admin/instructors${qs ? `?${qs}` : ""}`);
+  }
+
+  async getAdminInstructor(id: number): Promise<InstructorDetailResponse> {
+    return this.request<InstructorDetailResponse>(`/admin/instructors/${id}`);
+  }
+
+  async matchInstructor(id: number, rmpLegacyId: number): Promise<InstructorDetailResponse> {
+    return this.request<InstructorDetailResponse>(`/admin/instructors/${id}/match`, {
+      method: "POST",
+      body: { rmpLegacyId },
+    });
+  }
+
+  async rejectCandidate(id: number, rmpLegacyId: number): Promise<void> {
+    return this.requestVoid(`/admin/instructors/${id}/reject-candidate`, {
+      method: "POST",
+      body: { rmpLegacyId },
+    });
+  }
+
+  async rejectAllCandidates(id: number): Promise<void> {
+    return this.requestVoid(`/admin/instructors/${id}/reject-all`, {
+      method: "POST",
+    });
+  }
+
+  async unmatchInstructor(id: number, rmpLegacyId?: number): Promise<void> {
+    return this.requestVoid(`/admin/instructors/${id}/unmatch`, {
+      method: "POST",
+      ...(rmpLegacyId !== undefined ? { body: { rmpLegacyId } } : {}),
+    });
+  }
+
+  async rescoreInstructors(): Promise<RescoreResponse> {
+    return this.request<RescoreResponse>("/admin/rmp/rescore", {
+      method: "POST",
+    });
+  }
+
+  // Scraper analytics endpoints
+
+  async getScraperStats(period?: ScraperPeriod): Promise<ScraperStatsResponse> {
+    const qs = period ? `?period=${period}` : "";
+    return this.request<ScraperStatsResponse>(`/admin/scraper/stats${qs}`);
+  }
+
+  async getScraperTimeseries(period?: ScraperPeriod, bucket?: string): Promise<TimeseriesResponse> {
+    const query = new URLSearchParams();
+    if (period) query.set("period", period);
+    if (bucket) query.set("bucket", bucket);
+    const qs = query.toString();
+    return this.request<TimeseriesResponse>(`/admin/scraper/timeseries${qs ? `?${qs}` : ""}`);
+  }
+
+  async getScraperSubjects(): Promise<SubjectsResponse> {
+    return this.request<SubjectsResponse>("/admin/scraper/subjects");
+  }
+
+  async getScraperSubjectDetail(subject: string, limit?: number): Promise<SubjectDetailResponse> {
+    const qs = limit !== undefined ? `?limit=${limit}` : "";
+    return this.request<SubjectDetailResponse>(
+      `/admin/scraper/subjects/${encodeURIComponent(subject)}${qs}`
+    );
+  }
 }

 export const client = new BannerApiClient();
@@ -60,6 +60,13 @@ class AuthStore {
    }
  }

+  /** Idempotently mark the session as lost. Called by apiFetch on 401. */
+  handleUnauthorized() {
+    if (this.state.mode !== "unauthenticated") {
+      this.state = { mode: "unauthenticated" };
+    }
+  }
+
  login() {
    window.location.href = "/api/auth/login";
  }
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * A match candidate in the detail view.
+ */
+export type CandidateResponse = { id: number, rmpLegacyId: number, firstName: string | null, lastName: string | null, department: string | null, avgRating: number | null, avgDifficulty: number | null, numRatings: number | null, wouldTakeAgainPct: number | null, score: number | null, scoreBreakdown: { [key in string]?: number } | null, status: string, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type CodeDescription = { code: string, description: string, };
@@ -0,0 +1,5 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { DbMeetingTime } from "./DbMeetingTime";
+import type { InstructorResponse } from "./InstructorResponse";
+
+export type CourseResponse = { crn: string, subject: string, courseNumber: string, title: string, termCode: string, sequenceNumber: string | null, instructionalMethod: string | null, campus: string | null, enrollment: number, maxEnrollment: number, waitCount: number, waitCapacity: number, creditHours: number | null, creditHourLow: number | null, creditHourHigh: number | null, crossList: string | null, crossListCapacity: number | null, crossListCount: number | null, linkIdentifier: string | null, isSectionLinked: boolean | null, partOfTerm: string | null, meetingTimes: Array<DbMeetingTime>, attributes: Array<string>, instructors: Array<InstructorResponse>, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Represents a meeting time stored as JSONB in the courses table.
+ */
+export type DbMeetingTime = { begin_time: string | null, end_time: string | null, start_date: string, end_date: string, monday: boolean, tuesday: boolean, wednesday: boolean, thursday: boolean, friday: boolean, saturday: boolean, sunday: boolean, building: string | null, building_description: string | null, room: string | null, campus: string | null, meeting_type: string, meeting_schedule_type: string, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Instructor summary in the detail view.
+ */
+export type InstructorDetail = { id: number, displayName: string, email: string, rmpMatchStatus: string, subjectsTaught: Array<string>, courseCount: number, };
@@ -0,0 +1,9 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { CandidateResponse } from "./CandidateResponse";
+import type { InstructorDetail } from "./InstructorDetail";
+import type { LinkedRmpProfile } from "./LinkedRmpProfile";
+
+/**
+ * Response for `GET /api/admin/instructors/{id}` and `POST .../match`.
+ */
+export type InstructorDetailResponse = { instructor: InstructorDetail, currentMatches: Array<LinkedRmpProfile>, candidates: Array<CandidateResponse>, };
@@ -0,0 +1,7 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { TopCandidateResponse } from "./TopCandidateResponse";
+
+/**
+ * An instructor row in the paginated list.
+ */
+export type InstructorListItem = { id: number, displayName: string, email: string, rmpMatchStatus: string, rmpLinkCount: number, candidateCount: number, courseSubjectCount: number, topCandidate: TopCandidateResponse | null, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type InstructorResponse = { instructorId: number, bannerId: string, displayName: string, email: string, isPrimary: boolean, rmpRating: number | null, rmpNumRatings: number | null, rmpLegacyId: number | null, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Aggregate status counts for the instructor list.
+ */
+export type InstructorStats = { total: number, unmatched: number, auto: number, confirmed: number, rejected: number, withCandidates: number, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * A linked RMP profile in the detail view.
+ */
+export type LinkedRmpProfile = { linkId: number, legacyId: number, firstName: string | null, lastName: string | null, department: string | null, avgRating: number | null, avgDifficulty: number | null, numRatings: number | null, wouldTakeAgainPct: number | null, };
@@ -0,0 +1,8 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { InstructorListItem } from "./InstructorListItem";
+import type { InstructorStats } from "./InstructorStats";
+
+/**
+ * Response for `GET /api/admin/instructors`.
+ */
+export type ListInstructorsResponse = { instructors: Array<InstructorListItem>, total: number, page: number, perPage: number, stats: InstructorStats, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Simple acknowledgement response for mutating operations.
+ */
+export type OkResponse = { ok: boolean, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Response for `POST /api/admin/rmp/rescore`.
+ */
+export type RescoreResponse = { totalUnmatched: number, candidatesCreated: number, candidatesRescored: number, autoMatched: number, skippedUnparseable: number, skippedNoCandidates: number, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type ScraperStatsResponse = { period: string, totalScrapes: number, successfulScrapes: number, failedScrapes: number, successRate: number | null, avgDurationMs: number | null, totalCoursesChanged: number, totalCoursesFetched: number, totalAuditsGenerated: number, pendingJobs: number, lockedJobs: number, };
@@ -0,0 +1,4 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { CourseResponse } from "./CourseResponse";
+
+export type SearchResponse = { courses: Array<CourseResponse>, totalCount: number, offset: number, limit: number, };
@@ -0,0 +1,4 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { ServiceStatus } from "./ServiceStatus";
+
+export type ServiceInfo = { name: string, status: ServiceStatus, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * Health status of a service.
+ */
+export type ServiceStatus = "starting" | "active" | "connected" | "disabled" | "error";
@@ -0,0 +1,5 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { ServiceInfo } from "./ServiceInfo";
+import type { ServiceStatus } from "./ServiceStatus";
+
+export type StatusResponse = { status: ServiceStatus, version: string, commit: string, services: { [key in string]?: ServiceInfo }, };
@@ -0,0 +1,4 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { SubjectResultEntry } from "./SubjectResultEntry";
+
+export type SubjectDetailResponse = { subject: string, results: Array<SubjectResultEntry>, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type SubjectResultEntry = { id: number, completedAt: string, durationMs: number, success: boolean, errorMessage: string | null, coursesFetched: number | null, coursesChanged: number | null, coursesUnchanged: number | null, auditsGenerated: number | null, metricsGenerated: number | null, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type SubjectSummary = { subject: string, subjectDescription: string | null, trackedCourseCount: number, scheduleState: string, currentIntervalSecs: number, timeMultiplier: number, lastScraped: string, nextEligibleAt: string | null, cooldownRemainingSecs: number | null, avgChangeRatio: number, consecutiveZeroChanges: number, recentRuns: number, recentFailures: number, };
@@ -0,0 +1,4 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { SubjectSummary } from "./SubjectSummary";
+
+export type SubjectsResponse = { subjects: Array<SubjectSummary>, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type TermResponse = { code: string, slug: string, description: string, };
@@ -0,0 +1,12 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { TimelineSlot } from "./TimelineSlot";
+
+export type TimelineResponse = { 
+/**
+ * 15-minute slots with per-subject enrollment totals, sorted by time.
+ */
+slots: Array<TimelineSlot>, 
+/**
+ * All subject codes present in the returned data.
+ */
+subjects: Array<string>, };
@@ -0,0 +1,11 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type TimelineSlot = { 
+/**
+ * ISO-8601 timestamp at the start of this 15-minute bucket.
+ */
+time: string, 
+/**
+ * Subject code → total enrollment in this slot.
+ */
+subjects: { [key in string]?: bigint }, };
@@ -0,0 +1,3 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+export type TimeseriesPoint = { timestamp: string, scrapeCount: number, successCount: number, errorCount: number, coursesChanged: number, avgDurationMs: number, };
@@ -0,0 +1,4 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+import type { TimeseriesPoint } from "./TimeseriesPoint";
+
+export type TimeseriesResponse = { period: string, bucket: string, points: Array<TimeseriesPoint>, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * A top-candidate summary shown in the instructor list view.
+ */
+export type TopCandidateResponse = { rmpLegacyId: number, score: number | null, scoreBreakdown: { [key in string]?: number } | null, firstName: string | null, lastName: string | null, department: string | null, avgRating: number | null, numRatings: number | null, };
@@ -0,0 +1,6 @@
+// This file was generated by [ts-rs](https://github.com/Aleph-Alpha/ts-rs). Do not edit this file manually.
+
+/**
+ * A user authenticated via Discord OAuth.
+ */
+export type User = { discordId: string, discordUsername: string, discordAvatarHash: string | null, isAdmin: boolean, createdAt: string, updatedAt: string, };
@@ -1,9 +1,29 @@
+export type { CandidateResponse } from "./CandidateResponse";
 export type { CodeDescription } from "./CodeDescription";
 export type { CourseResponse } from "./CourseResponse";
 export type { DbMeetingTime } from "./DbMeetingTime";
+export type { InstructorDetail } from "./InstructorDetail";
+export type { InstructorDetailResponse } from "./InstructorDetailResponse";
+export type { InstructorListItem } from "./InstructorListItem";
 export type { InstructorResponse } from "./InstructorResponse";
+export type { InstructorStats } from "./InstructorStats";
+export type { LinkedRmpProfile } from "./LinkedRmpProfile";
+export type { ListInstructorsResponse } from "./ListInstructorsResponse";
+export type { OkResponse } from "./OkResponse";
+export type { RescoreResponse } from "./RescoreResponse";
+export type { ScraperStatsResponse } from "./ScraperStatsResponse";
 export type { SearchResponse } from "./SearchResponse";
 export type { ServiceInfo } from "./ServiceInfo";
 export type { ServiceStatus } from "./ServiceStatus";
 export type { StatusResponse } from "./StatusResponse";
+export type { SubjectDetailResponse } from "./SubjectDetailResponse";
+export type { SubjectResultEntry } from "./SubjectResultEntry";
+export type { SubjectSummary } from "./SubjectSummary";
+export type { SubjectsResponse } from "./SubjectsResponse";
+export type { TermResponse } from "./TermResponse";
+export type { TimelineResponse } from "./TimelineResponse";
+export type { TimelineSlot } from "./TimelineSlot";
+export type { TimeseriesPoint } from "./TimeseriesPoint";
+export type { TimeseriesResponse } from "./TimeseriesResponse";
+export type { TopCandidateResponse } from "./TopCandidateResponse";
 export type { User } from "./User";
@@ -1,22 +1,31 @@
 <script lang="ts">
 import type { CourseResponse } from "$lib/api";
+import { useClipboard } from "$lib/composables/useClipboard.svelte";
 import {
-  formatTime,
+  RMP_CONFIDENCE_THRESHOLD,
  formatCreditHours,
  formatDate,
  formatMeetingDaysLong,
+  formatTime,
  isMeetingTimeTBA,
  isTimeTBA,
  ratingStyle,
  rmpUrl,
-  RMP_CONFIDENCE_THRESHOLD,
 } from "$lib/course";
 import { themeStore } from "$lib/stores/theme.svelte";
-import { useClipboard } from "$lib/composables/useClipboard.svelte";
-import { cn, tooltipContentClass, formatNumber } from "$lib/utils";
+import { cn, formatNumber, tooltipContentClass } from "$lib/utils";
+import {
+  Calendar,
+  Check,
+  Copy,
+  Download,
+  ExternalLink,
+  Info,
+  Star,
+  Triangle,
+} from "@lucide/svelte";
 import { Tooltip } from "bits-ui";
 import SimpleTooltip from "./SimpleTooltip.svelte";
-import { Info, Copy, Check, Star, Triangle, ExternalLink } from "@lucide/svelte";

 let { course }: { course: CourseResponse } = $props();

@@ -302,5 +311,42 @@ const clipboard = useClipboard();
                >
            </div>
        {/if}
+
+        <!-- Calendar Export -->
+        {#if course.meetingTimes.length > 0}
+            <div>
+                <h4 class="text-sm text-foreground mb-2">
+                    <span class="inline-flex items-center gap-1">
+                        Calendar
+                        <SimpleTooltip
+                            text="Export this course schedule to your calendar app"
+                            delay={150}
+                            passthrough
+                        >
+                            <Info class="size-3 text-muted-foreground/50" />
+                        </SimpleTooltip>
+                    </span>
+                </h4>
+                <div class="flex flex-wrap gap-1.5">
+                    <a
+                        href="/api/courses/{course.termCode}/{course.crn}/calendar.ics"
+                        download
+                        class="inline-flex items-center gap-1.5 text-sm font-medium bg-card border border-border rounded-md px-2.5 py-1 text-foreground hover:border-foreground/20 hover:bg-card/80 transition-colors"
+                    >
+                        <Download class="size-3.5" />
+                        ICS File
+                    </a>
+                    <a
+                        href="/api/courses/{course.termCode}/{course.crn}/gcal"
+                        target="_blank"
+                        rel="noopener"
+                        class="inline-flex items-center gap-1.5 text-sm font-medium bg-card border border-border rounded-md px-2.5 py-1 text-foreground hover:border-foreground/20 hover:bg-card/80 transition-colors"
+                    >
+                        <Calendar class="size-3.5" />
+                        Google Calendar
+                    </a>
+                </div>
+            </div>
+        {/if}
    </div>
 </div>
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Xevion	2ec50ee731	chore(master): release 0.6.2	2026-01-31 01:44:06 -06:00
Xevion	9e825cd113	fix: re-add overflow hidden for page transitions, but with negative margin padding to avoid clipping Prevents scrollbars while also avoiding clipping on certain pages.	2026-01-31 01:40:22 -06:00
Xevion	ac8dbb2eef	fix: separate Biome format and lint checks to enable auto-format Biome's 'check' command runs both formatting and linting, causing overlapping failures that prevented auto-format from triggering. Split into separate commands and removed web-lint check since Biome linting crashes on Svelte 5 syntax. Renamed check steps for clarity.	2026-01-31 01:05:19 -06:00
Xevion	5dd35ed215	fix(web): prevent duplicate searches and background fetching on navigation - Search page no longer triggers cascading search when validating subjects - Scraper page stops all refresh timers and API calls when navigating away - Wrap initial data references in untrack() to silence Svelte warnings	2026-01-31 01:03:20 -06:00
Xevion	2acf52a63b	fix(cli): add proper flag validation for check script	2026-01-31 00:42:52 -06:00
Xevion	47132e71d7	chore(master): release 0.6.1 (#1 )	2026-01-31 00:37:13 -06:00
Xevion	87db1a4ccb	refactor: extract Justfile inline scripts into scripts/ directory Move all [script("bun")] blocks into standalone TypeScript files under scripts/ with shared utilities in scripts/lib/. The Justfile is now ~40 lines of thin `bun scripts/*.ts` wrappers. Shared code consolidated into two lib files: - lib/proc.ts: process spawning (run, spawnCollect, raceInOrder, ProcessGroup) - lib/fmt.ts: color output, elapsed timers, reusable flag parser	2026-01-31 00:34:27 -06:00
Xevion	e203e8e182	feat(build): auto-regenerate TypeScript bindings on source changes	2026-01-31 00:27:27 -06:00
Xevion	cbb0a51bca	refactor(terms): move term formatting from frontend to backend	2026-01-31 00:26:41 -06:00
Xevion	c533768362	feat(scraper): improve results visibility and loading states	2026-01-30 23:36:23 -06:00
Xevion	16039e02a9	fix(metrics): always emit baseline metrics on initial course insertion	2026-01-30 23:32:04 -06:00
Xevion	7d2255a988	fix(data): decode HTML entities in course titles and instructor names	2026-01-30 23:31:05 -06:00
Xevion	8bfc14e55c	feat(course): distinguish async from synchronous online courses Add logic to detect and label asynchronous online sections (INT building with TBA times) separately from synchronous online courses. Update table rendering to show "Async" instead of "TBA" for these sections.	2026-01-30 23:27:54 -06:00
Xevion	2689587dd5	fix: avoid status flickering on subjects table	2026-01-30 22:04:48 -06:00
Xevion	1ad614dad0	feat(scraper): improve dashboard clarity with stat tooltips	2026-01-30 22:00:59 -06:00
Xevion	ebb7a97c11	fix(ci): add postgres container service for rust tests Also updated deprecated codeql action to v4.	2026-01-30 21:36:32 -06:00
Xevion	2df0ba0ec5	chore: add ts-rs generated bindings	2026-01-30 21:29:32 -06:00
Xevion	dd148e08a0	fix(ci): fix rust/frontend/security job failures and expand local checks	2026-01-30 21:22:01 -06:00
Xevion	3494341e3f	ci: split quality checks into parallel jobs with security scanning Reorganize CI pipeline into separate jobs for Rust quality, frontend quality, tests, Docker build, and security audits. Add cargo-audit, bun audit, and Trivy filesystem scanning. Allow formatting checks to pass with warnings on push events while failing on PRs.	2026-01-30 21:08:16 -06:00
Xevion	acccaa54d4	chore: update frontend packages	2026-01-30 21:07:08 -06:00
Xevion	6863ee58d0	ci: add Release Please automation for changelog and version management	2026-01-30 21:05:15 -06:00
Xevion	550401b85c	refactor: use friendly term codes in URL query parameters	2026-01-30 20:49:08 -06:00
Xevion	b02a0738e2	chore: bump to v0.6.0, update roadmap & changelog	2026-01-30 20:37:31 -06:00
Xevion	5d7d60cd96	fix: prevent session pool deadlock on acquire cancellation Replace is_creating mutex with atomic flag and RAII guard to ensure proper cleanup when acquire() futures are cancelled mid-creation, preventing permanent deadlock for subsequent callers.	2026-01-30 20:19:10 -06:00
Xevion	1954166db6	feat: add name parsing and normalization for instructor-RMP matching	2026-01-30 20:02:59 -06:00
Xevion	a2a9116b7a	fix: avoid clipping page content	2026-01-30 19:32:05 -06:00
Xevion	a103f0643a	feat: refactor admin instructor UI with component extraction and optimistic updates	2026-01-30 19:31:31 -06:00
Xevion	474d519b9d	feat: add auto-format recovery when formatting is sole check failure Enhances check recipe to detect when only formatting checks fail while peers pass, automatically applies formatters, then re-verifies. Supports both Rust (rustfmt + cargo-check) and web (biome + svelte-check) domains. Displays results eagerly as checks complete instead of in original order.	2026-01-30 16:01:56 -06:00
Xevion	fb27bdc119	feat: implement session expiry extension and 401 recovery	2026-01-30 16:01:17 -06:00
Xevion	669dec0235	feat: add timeline API with schedule-aware enrollment aggregation Implements POST /api/timeline endpoint that aggregates enrollment by subject over 15-minute slots, filtering courses by their actual meeting times. Includes ISR-style schedule cache with hourly background refresh using stale-while-revalidate pattern, database indexes for efficient queries, and frontend refactor to dynamically discover subjects from API.	2026-01-30 10:56:11 -06:00
Xevion	67ba63339a	fix: instructor/course mismatching, build order-independent map for association	2026-01-30 09:53:03 -06:00
Xevion	7b8c11ac13	feat: add calendar export endpoints for ICS and Google Calendar	2026-01-30 04:08:16 -06:00
Xevion	a767a3f8be	feat: add root error page handling	2026-01-30 04:07:53 -06:00
Xevion	8ce398c0e0	feat: add scraper analytics dashboard with timeseries and subject monitoring	2026-01-30 03:46:48 -06:00
Xevion	9fed651641	feat: add adaptive scheduling and scraper admin endpoints Subjects now have individually calculated scrape intervals based on their historical change ratio, consecutive zero-change runs, failure counts, and the current time of day. This reduces unnecessary scrapes during inactive periods while maintaining responsiveness during peak hours. Includes four new admin endpoints for monitoring scraper health and scheduling decisions.	2026-01-30 02:14:37 -06:00
Xevion	75a99c10ea	feat: add scrape job result persistence for effectiveness tracking	2026-01-30 01:37:41 -06:00
Xevion	857ceabcca	fix: prevent ts-rs serde warnings	2026-01-30 01:36:57 -06:00
Xevion	203c337cf0	feat: add confidence-based RMP matching with manual review workflow Replace simple auto-matching with scored candidate generation that considers department overlap, name uniqueness, and rating volume. Candidates above 0.85 auto-accept; others require admin approval.	2026-01-30 01:31:11 -06:00