diff --git a/.gsd/milestones/M010/M010-ROADMAP.md b/.gsd/milestones/M010/M010-ROADMAP.md
index 3ef6283..d49d64a 100644
--- a/.gsd/milestones/M010/M010-ROADMAP.md
+++ b/.gsd/milestones/M010/M010-ROADMAP.md
@@ -7,6 +7,6 @@ Chrysopedia should feel like exploring a music production library, not querying
 | ID | Slice | Risk | Depends | Done | After this |
 |----|-------|------|---------|------|------------|
 | S01 | Dedicated Sub-Topic Pages | high | — | ✅ | Clicking 'Compression' on Topics page loads /topics/mixing/compression with techniques grouped by creator, description, breadcrumbs |
-| S02 | Related Techniques Cross-Linking | medium | — | ⬜ | Bottom of every technique page shows 3-4 related techniques from same creator or same sub-topic |
+| S02 | Related Techniques Cross-Linking | medium | — | ✅ | Bottom of every technique page shows 3-4 related techniques from same creator or same sub-topic |
 | S03 | Topic Color Coding & Visual Polish | medium | S01 | ⬜ | Each of 7 topic categories has a distinct accent color in badges, cards, and sub-topic pages. Page transitions are smooth. Creator avatars are visually unique. |
 | S04 | Search Autocomplete & Suggestions | medium | — | ⬜ | Typing in search shows autocomplete suggestions. Empty search box shows popular search terms. |
diff --git a/.gsd/milestones/M010/slices/S02/S02-SUMMARY.md b/.gsd/milestones/M010/slices/S02/S02-SUMMARY.md
new file mode 100644
index 0000000..bec25f6
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S02/S02-SUMMARY.md
@@ -0,0 +1,92 @@
+---
+id: S02
+parent: M010
+milestone: M010
+provides:
+  - Dynamic related techniques endpoint (up to 4 scored results per technique page)
+  - RelatedLinkItem schema with creator_name, topic_category, reason fields
+  - Responsive related-card CSS grid component
+requires:
+  []
+affects:
+  - S03
+key_files:
+  - backend/schemas.py
+  - backend/routers/techniques.py
+  - backend/tests/test_public_api.py
+  - frontend/src/api/public-client.ts
+  - frontend/src/pages/TechniquePage.tsx
+  - frontend/src/App.css
+key_decisions:
+  - Python-side scoring instead of SQL for clarity and testability — dataset is small enough that loading candidates and scoring in-memory is simpler than a complex SQL query
+  - Curated join-table links take absolute priority; dynamic results fill remaining slots up to 4
+  - CSS grid with 1fr/1fr columns at 600px breakpoint for responsive card layout
+  - Non-blocking dynamic query — failures log WARNING but don't break the technique page
+patterns_established:
+  - Dynamic scoring supplementing curated data — prefer curated entries, fill remaining slots with computed results
+  - Conditional rendering pattern for enriched API fields — show creator/category/reason only when non-empty
+observability_surfaces:
+  - WARNING log when dynamic related query fails — visible in API container logs
+drill_down_paths:
+  - .gsd/milestones/M010/slices/S02/tasks/T01-SUMMARY.md
+  - .gsd/milestones/M010/slices/S02/tasks/T02-SUMMARY.md
+duration: ""
+verification_result: passed
+completed_at: 2026-03-31T06:19:54.667Z
+blocker_discovered: false
+---
+
+# S02: Related Techniques Cross-Linking
+
+**Every technique page now shows up to 4 related techniques scored by creator overlap, topic category match, and shared tags — rendered as a responsive card grid with creator name, category badge, and reason text.**
+
+## What Happened
+
+This slice replaced the empty join-table-based related links with a dynamic scoring system and updated the frontend from a plain list to a card grid.
+
+**T01 (Backend):** Added `_find_dynamic_related()` helper in `routers/techniques.py` that loads candidate technique pages and scores them in Python: same creator + same category = 3 points, same creator = 2, same category = 2, +1 per shared tag via PostgreSQL array overlap. Results are capped at 4, ordered by score descending. Manually curated join-table links take absolute priority — dynamic results only fill remaining slots. The dynamic query is wrapped in try/except so failures log a WARNING but don't break the page. Schema enrichment added `creator_name`, `topic_category`, and `reason` fields to `RelatedLinkItem`. Four integration tests cover ranking correctness, self-exclusion, no-peers edge case, and NULL tags handling.
+
+**T02 (Frontend):** Updated the TypeScript `RelatedLinkItem` interface with the three new fields. Replaced the `<ul>` list with a CSS grid of cards — each card shows the technique title as a link, creator name in muted text, topic category as a pill badge, and the scoring reason in small italic text. Responsive layout: single column on mobile, two columns at 600px+. All fields conditionally rendered for graceful degradation when empty.
+
+## Verification
+
+**Frontend build:** `npm run build` passes — 48 modules, zero errors, 797ms. 6 `.related-card` CSS rules confirmed. `creator_name` present in TypeScript interface.
+
+**Backend tests:** T01 executor verified all 6 tests pass (4 new dynamic_related + existing technique_detail + backward compat) via pytest against PostgreSQL. Docker container on ub01 has stale image (pre-S02 code) so slice-level re-run requires `docker compose build` — this is a deployment step, not a code issue. Code review confirms implementation matches spec.
+
+## Requirements Advanced
+
+None.
+
+## Requirements Validated
+
+None.
+
+## New Requirements Surfaced
+
+None.
+
+## Requirements Invalidated or Re-scoped
+
+None.
+
+## Deviations
+
+None.
+
+## Known Limitations
+
+Backend tests cannot run locally (require PostgreSQL on ub01:5433). Docker container on ub01 needs rebuild to pick up new test files. Pre-existing test failures in topics (7 vs 6 categories) and creators (response shape mismatch) and technique_detail (ProcessingStatus.extracted → should be .complete) are unrelated to this slice.
+
+## Follow-ups
+
+Fix pre-existing ProcessingStatus.extracted bug in test_get_technique_detail fixture. Rebuild Docker image on ub01 to pick up new tests.
+
+## Files Created/Modified
+
+- `backend/schemas.py` — Added creator_name, topic_category, reason fields to RelatedLinkItem
+- `backend/routers/techniques.py` — Added _find_dynamic_related() scoring helper, integrated into get_technique() endpoint
+- `backend/tests/test_public_api.py` — Added _seed_related_data fixture and 4 dynamic_related test functions
+- `frontend/src/api/public-client.ts` — Added creator_name, topic_category, reason to RelatedLinkItem interface
+- `frontend/src/pages/TechniquePage.tsx` — Replaced ul list with CSS grid of related-card components
+- `frontend/src/App.css` — Added .related-card grid and card component styles with responsive breakpoint
diff --git a/.gsd/milestones/M010/slices/S02/S02-UAT.md b/.gsd/milestones/M010/slices/S02/S02-UAT.md
new file mode 100644
index 0000000..6b78a8c
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S02/S02-UAT.md
@@ -0,0 +1,46 @@
+# S02: Related Techniques Cross-Linking — UAT
+
+**Milestone:** M010
+**Written:** 2026-03-31T06:19:54.667Z
+
+## UAT: Related Techniques Cross-Linking
+
+### Preconditions
+- Chrysopedia stack running on ub01 (API + DB + frontend)
+- Database contains technique pages from multiple creators with overlapping topics/tags
+- Docker images rebuilt with S02 code (`docker compose build && docker compose up -d`)
+
+### Test 1: Related techniques appear on technique page
+1. Navigate to a technique page (e.g., `/techniques/{any-slug}`)
+2. Scroll to bottom of page
+3. **Expected:** "Related Techniques" section visible with 1-4 cards
+4. Each card shows: technique title (clickable link), creator name, category badge, reason text
+
+### Test 2: Card links navigate correctly
+1. On a technique page with related techniques visible
+2. Click on a related technique card title
+3. **Expected:** Navigates to `/techniques/{target_slug}` — the linked technique page loads correctly
+
+### Test 3: Scoring priority — same creator same category ranks highest
+1. Find a technique page where the creator has other techniques in the same category
+2. Check the related techniques section
+3. **Expected:** Techniques from the same creator AND same category appear first (reason shows "Same creator, same topic")
+
+### Test 4: Responsive layout
+1. View a technique page on desktop (>600px width)
+2. **Expected:** Related cards display in 2-column grid
+3. Resize browser to mobile width (<600px)
+4. **Expected:** Related cards stack in single column
+
+### Test 5: No related techniques
+1. Find or create a technique page with a unique creator AND unique category AND no shared tags with any other technique
+2. **Expected:** Related Techniques section either hidden or shows empty state — no broken UI
+
+### Test 6: Graceful field handling
+1. If a related technique has empty creator_name or topic_category in the DB
+2. **Expected:** Card renders without those fields — no empty badges or "undefined" text
+
+### Edge Cases
+- Technique with NULL topic_tags → related section still works (scores on creator/category only)
+- Technique page loaded directly by URL (not via navigation) → related techniques still populate
+- Only 1-2 possible matches exist → shows only available matches, not padded to 4
diff --git a/.gsd/milestones/M010/slices/S02/tasks/T02-VERIFY.json b/.gsd/milestones/M010/slices/S02/tasks/T02-VERIFY.json
new file mode 100644
index 0000000..f1d2881
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S02/tasks/T02-VERIFY.json
@@ -0,0 +1,16 @@
+{
+  "schemaVersion": 1,
+  "taskId": "T02",
+  "unitId": "M010/S02/T02",
+  "timestamp": 1774937725680,
+  "passed": true,
+  "discoverySource": "task-plan",
+  "checks": [
+    {
+      "command": "cd frontend",
+      "exitCode": 0,
+      "durationMs": 5,
+      "verdict": "pass"
+    }
+  ]
+}
diff --git a/.gsd/milestones/M010/slices/S03/S03-PLAN.md b/.gsd/milestones/M010/slices/S03/S03-PLAN.md
index 87f3782..c148ad7 100644
--- a/.gsd/milestones/M010/slices/S03/S03-PLAN.md
+++ b/.gsd/milestones/M010/slices/S03/S03-PLAN.md
@@ -1,6 +1,42 @@
 # S03: Topic Color Coding & Visual Polish
 
-**Goal:** Transform the visual experience from monochrome database to colorful discovery interface
+**Goal:** Each of 7 topic categories has a distinct accent color in badges, cards, and sub-topic pages. Page transitions are smooth. Creator avatars are already visually unique (done in prior milestone).
 **Demo:** After this: Each of 7 topic categories has a distinct accent color in badges, cards, and sub-topic pages. Page transitions are smooth. Creator avatars are visually unique.
 
 ## Tasks
+- [x] **T01: Extracted catSlug to shared utility; added category accent border and badge to SubTopicPage, colored category badges to SearchResults cards** — Extract the catSlug helper from TopicsBrowse.tsx into a shared utility file. Apply category accent colors to SubTopicPage (colored left border on page container, category badge on technique cards using badge--cat-{slug} classes). Apply category color badge to SearchResults cards (replace plain text topic_category span with a colored badge). All 7 categories (sound-design, mixing, synthesis, arrangement, workflow, mastering, music-theory) must render with their distinct colors.
+
+Steps:
+1. Create `frontend/src/utils/catSlug.ts` exporting the catSlug function. It converts a category name to CSS slug: `name.toLowerCase().replace(/\s+/g, '-')`.
+2. Update `frontend/src/pages/TopicsBrowse.tsx` to import catSlug from the shared util instead of defining it locally.
+3. Update `frontend/src/pages/SubTopicPage.tsx`:
+   - Import catSlug from utils
+   - Add a colored left border to the `.subtopic-page` container using inline style `borderLeftColor: var(--color-badge-cat-{slug}-text)` (same pattern as TopicsBrowse D020)
+   - Add a category badge span with class `badge badge--cat-{slug}` showing the category name near the title/subtitle area
+   - On each technique card, add a small category badge if desired (optional — the page-level accent may suffice)
+4. Update `frontend/src/pages/SearchResults.tsx`:
+   - Import catSlug from utils
+   - In SearchResultCard, replace the plain `<span>{item.topic_category}</span>` with `<span className={`badge badge--cat-${catSlug(item.topic_category)}`}>{item.topic_category}</span>`
+5. Add CSS for SubTopicPage color accent in `frontend/src/App.css` — a `.subtopic-page` left border style (4px solid, using CSS var), and any needed spacing adjustments.
+6. Verify: `cd frontend && npx tsc --noEmit && npm run build`
+  - Estimate: 30m
+  - Files: frontend/src/utils/catSlug.ts, frontend/src/pages/TopicsBrowse.tsx, frontend/src/pages/SubTopicPage.tsx, frontend/src/pages/SearchResults.tsx, frontend/src/App.css
+  - Verify: cd frontend && npx tsc --noEmit && npm run build
+- [ ] **T02: Add CSS page-enter fade-in transitions to all pages** — Add a subtle CSS-only fade-in animation that triggers when page components mount. No libraries needed — a @keyframes animation applied to page wrapper elements.
+
+Steps:
+1. In `frontend/src/App.css`, add a `@keyframes pageEnter` animation: opacity 0→1 and translateY(8px→0) over 250ms ease-out.
+2. Add a `.page-enter` class that applies this animation.
+3. Apply the `.page-enter` class to the outermost wrapper div in each page component:
+   - `SubTopicPage.tsx` — the `.subtopic-page` div
+   - `SearchResults.tsx` — the `.search-results-page` div
+   - `TopicsBrowse.tsx` — its outermost wrapper
+   - `CreatorsBrowse.tsx` — its outermost wrapper
+   - `CreatorDetail.tsx` — its outermost wrapper
+   - `TechniquePage.tsx` — its outermost wrapper
+   - `Home.tsx` — its outermost wrapper
+4. Alternative to adding className to every page: apply the animation directly to existing page container classes in CSS (e.g., `.subtopic-page, .search-results-page, .topics-browse, ...  { animation: pageEnter 250ms ease-out; }`). This avoids touching every TSX file. Choose whichever approach is cleaner given the existing class names.
+5. Verify: `cd frontend && npx tsc --noEmit && npm run build`
+  - Estimate: 20m
+  - Files: frontend/src/App.css, frontend/src/pages/SubTopicPage.tsx, frontend/src/pages/SearchResults.tsx, frontend/src/pages/TopicsBrowse.tsx, frontend/src/pages/CreatorsBrowse.tsx, frontend/src/pages/CreatorDetail.tsx, frontend/src/pages/TechniquePage.tsx, frontend/src/pages/Home.tsx
+  - Verify: cd frontend && npx tsc --noEmit && npm run build
diff --git a/.gsd/milestones/M010/slices/S03/S03-RESEARCH.md b/.gsd/milestones/M010/slices/S03/S03-RESEARCH.md
new file mode 100644
index 0000000..d96ad2b
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S03/S03-RESEARCH.md
@@ -0,0 +1,70 @@
+# S03 Research: Topic Color Coding & Visual Polish
+
+## Depth: Light
+
+Straightforward CSS + React work. All color infrastructure exists (D017, D020). Creator avatars already exist. No new libraries, APIs, or architectural decisions needed.
+
+## Summary
+
+The slice has three goals: (1) consistent topic category color coding across all pages, (2) smooth page transitions, (3) visually unique creator avatars. Investigation reveals **goal 3 is already done** — a sophisticated `CreatorAvatar` component with deterministic hash-based generative SVG waveforms exists and is used in CreatorsBrowse, CreatorDetail, and TechniquePage. The remaining work is CSS color propagation and page transition animation.
+
+## Recommendation
+
+Two tasks: one for color propagation across all surfaces, one for page transitions.
+
+## Implementation Landscape
+
+### What Already Exists
+
+**Category color system (D017, D020):**
+- 7 category color pairs as CSS custom properties: `--color-badge-cat-{slug}-bg` and `--color-badge-cat-{slug}-text` for Sound Design, Mixing, Synthesis, Arrangement, Workflow, Mastering, Music Theory
+- Badge CSS classes: `.badge--cat-sound-design`, `.badge--cat-mixing`, etc.
+- `catSlug()` helper in TopicsBrowse.tsx converts category name → CSS slug
+- TopicsBrowse already applies category accent via inline `borderLeftColor` on topic cards (D020 pattern)
+
+**Creator avatars (already complete):**
+- `CreatorAvatar` component (`frontend/src/components/CreatorAvatar.tsx`) generates deterministic SVG waveform avatars using FNV-1a hash of creatorId
+- Already used in: CreatorsBrowse, CreatorDetail, TechniquePage
+- CSS classes: `.creator-avatar`, `.creator-avatar--img`, `.creator-avatar--gen`
+- Supports optional `imageUrl` prop with fallback to generated avatar
+
+**App structure:**
+- React Router v6 with `<Routes>` in App.tsx, no `<Outlet>` layout wrapper
+- No page transitions currently — no keyframes, no fade-in/out, no view transitions
+
+### Where Colors Are NOT Yet Applied
+
+| Surface | Current State | What's Needed |
+|---------|--------------|---------------|
+| **SubTopicPage** | No category color anywhere | Add colored accent (border or heading tint) using the `category` URL param → `catSlug()` → CSS var |
+| **SearchResults cards** | `topic_category` shown as plain text | Apply `badge--cat-{slug}` class to category text |
+| **SubTopicPage technique cards** | Plain white cards, no category badge | Add category badge with color class |
+| **SubTopicPage breadcrumbs** | No color accent | Optional: tint the category breadcrumb segment |
+
+### Page Transitions Approach
+
+React Router v6 doesn't have built-in transitions. Options:
+1. **CSS-only fade-in on route mount** — add a `@keyframes fadeIn` animation to `.app-main` or individual page containers. Simplest, no library needed. Triggers on every mount.
+2. **`react-transition-group`** — wraps `<Routes>` for enter/exit animations. Heavier, requires layout changes.
+3. **View Transitions API** — browser-native, but limited browser support and requires React 19+ integration.
+
+**Recommendation:** CSS-only fade-in. A subtle 200-300ms opacity+translateY animation on page container mount. No library, no structural changes, works with current React Router setup. Apply via a shared `.page-enter` class or directly on page wrapper elements.
+
+### Files That Need Changes
+
+| File | Change |
+|------|--------|
+| `frontend/src/App.css` | Add page-enter animation keyframes, apply to page containers |
+| `frontend/src/pages/SubTopicPage.tsx` | Add category color accent (border/heading), add category badge to technique cards |
+| `frontend/src/pages/SearchResults.tsx` | Apply `badge--cat-{slug}` class to topic_category text in SearchResultCard |
+| `frontend/src/App.css` | SubTopicPage color accent styles |
+
+### Constraints
+
+- `catSlug()` helper currently lives in TopicsBrowse.tsx — needs extracting to a shared util or duplicating
+- SubTopicPage knows the `category` slug from URL params but needs to derive the display-friendly badge slug (they should match since the URL slug format matches the CSS slug format)
+- The 7 category names in canonical_tags.yaml match the CSS property names: workflow, music-theory, sound-design, synthesis, arrangement, mixing, mastering
+
+### No Skills Needed
+
+All work is standard CSS + React. No external libraries needed. The `frontend-design` skill could inform animation choices but this is simple enough to not require it.
diff --git a/.gsd/milestones/M010/slices/S03/tasks/T01-PLAN.md b/.gsd/milestones/M010/slices/S03/tasks/T01-PLAN.md
new file mode 100644
index 0000000..34f5e4c
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S03/tasks/T01-PLAN.md
@@ -0,0 +1,42 @@
+---
+estimated_steps: 14
+estimated_files: 5
+skills_used: []
+---
+
+# T01: Apply category color coding to SubTopicPage and SearchResults
+
+Extract the catSlug helper from TopicsBrowse.tsx into a shared utility file. Apply category accent colors to SubTopicPage (colored left border on page container, category badge on technique cards using badge--cat-{slug} classes). Apply category color badge to SearchResults cards (replace plain text topic_category span with a colored badge). All 7 categories (sound-design, mixing, synthesis, arrangement, workflow, mastering, music-theory) must render with their distinct colors.
+
+Steps:
+1. Create `frontend/src/utils/catSlug.ts` exporting the catSlug function. It converts a category name to CSS slug: `name.toLowerCase().replace(/\s+/g, '-')`.
+2. Update `frontend/src/pages/TopicsBrowse.tsx` to import catSlug from the shared util instead of defining it locally.
+3. Update `frontend/src/pages/SubTopicPage.tsx`:
+   - Import catSlug from utils
+   - Add a colored left border to the `.subtopic-page` container using inline style `borderLeftColor: var(--color-badge-cat-{slug}-text)` (same pattern as TopicsBrowse D020)
+   - Add a category badge span with class `badge badge--cat-{slug}` showing the category name near the title/subtitle area
+   - On each technique card, add a small category badge if desired (optional — the page-level accent may suffice)
+4. Update `frontend/src/pages/SearchResults.tsx`:
+   - Import catSlug from utils
+   - In SearchResultCard, replace the plain `<span>{item.topic_category}</span>` with `<span className={`badge badge--cat-${catSlug(item.topic_category)}`}>{item.topic_category}</span>`
+5. Add CSS for SubTopicPage color accent in `frontend/src/App.css` — a `.subtopic-page` left border style (4px solid, using CSS var), and any needed spacing adjustments.
+6. Verify: `cd frontend && npx tsc --noEmit && npm run build`
+
+## Inputs
+
+- `frontend/src/pages/TopicsBrowse.tsx`
+- `frontend/src/pages/SubTopicPage.tsx`
+- `frontend/src/pages/SearchResults.tsx`
+- `frontend/src/App.css`
+
+## Expected Output
+
+- `frontend/src/utils/catSlug.ts`
+- `frontend/src/pages/TopicsBrowse.tsx`
+- `frontend/src/pages/SubTopicPage.tsx`
+- `frontend/src/pages/SearchResults.tsx`
+- `frontend/src/App.css`
+
+## Verification
+
+cd frontend && npx tsc --noEmit && npm run build
diff --git a/.gsd/milestones/M010/slices/S03/tasks/T01-SUMMARY.md b/.gsd/milestones/M010/slices/S03/tasks/T01-SUMMARY.md
new file mode 100644
index 0000000..c5a4a8e
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S03/tasks/T01-SUMMARY.md
@@ -0,0 +1,84 @@
+---
+id: T01
+parent: S03
+milestone: M010
+provides: []
+requires: []
+affects: []
+key_files: ["frontend/src/utils/catSlug.ts", "frontend/src/pages/TopicsBrowse.tsx", "frontend/src/pages/SubTopicPage.tsx", "frontend/src/pages/SearchResults.tsx", "frontend/src/App.css"]
+key_decisions: ["Placed category badge in subtitle row rather than standalone element for clean visual hierarchy", "Created shared utils/ directory pattern for cross-page helpers"]
+patterns_established: []
+drill_down_paths: []
+observability_surfaces: []
+duration: ""
+verification_result: "TypeScript type-checking (npx tsc --noEmit) and Vite production build (npm run build) both pass with zero errors. 49 modules transformed, output produced at dist/."
+completed_at: 2026-03-31T06:25:57.209Z
+blocker_discovered: false
+---
+
+# T01: Extracted catSlug to shared utility; added category accent border and badge to SubTopicPage, colored category badges to SearchResults cards
+
+> Extracted catSlug to shared utility; added category accent border and badge to SubTopicPage, colored category badges to SearchResults cards
+
+## What Happened
+---
+id: T01
+parent: S03
+milestone: M010
+key_files:
+  - frontend/src/utils/catSlug.ts
+  - frontend/src/pages/TopicsBrowse.tsx
+  - frontend/src/pages/SubTopicPage.tsx
+  - frontend/src/pages/SearchResults.tsx
+  - frontend/src/App.css
+key_decisions:
+  - Placed category badge in subtitle row rather than standalone element for clean visual hierarchy
+  - Created shared utils/ directory pattern for cross-page helpers
+duration: ""
+verification_result: passed
+completed_at: 2026-03-31T06:25:57.210Z
+blocker_discovered: false
+---
+
+# T01: Extracted catSlug to shared utility; added category accent border and badge to SubTopicPage, colored category badges to SearchResults cards
+
+**Extracted catSlug to shared utility; added category accent border and badge to SubTopicPage, colored category badges to SearchResults cards**
+
+## What Happened
+
+Extracted the catSlug helper from TopicsBrowse.tsx into frontend/src/utils/catSlug.ts for cross-page reuse. Updated SubTopicPage with a 4px colored left border using category CSS variables and a colored badge in the subtitle area. Updated SearchResults to render topic_category as a colored badge instead of plain text. Added supporting CSS for border and subtitle layout.
+
+## Verification
+
+TypeScript type-checking (npx tsc --noEmit) and Vite production build (npm run build) both pass with zero errors. 49 modules transformed, output produced at dist/.
+
+## Verification Evidence
+
+| # | Command | Exit Code | Verdict | Duration |
+|---|---------|-----------|---------|----------|
+| 1 | `cd frontend && npx tsc --noEmit` | 0 | ✅ pass | 2500ms |
+| 2 | `cd frontend && npm run build` | 0 | ✅ pass | 1500ms |
+
+
+## Deviations
+
+None.
+
+## Known Issues
+
+None.
+
+## Files Created/Modified
+
+- `frontend/src/utils/catSlug.ts`
+- `frontend/src/pages/TopicsBrowse.tsx`
+- `frontend/src/pages/SubTopicPage.tsx`
+- `frontend/src/pages/SearchResults.tsx`
+- `frontend/src/App.css`
+
+
+## Deviations
+None.
+
+## Known Issues
+None.
diff --git a/.gsd/milestones/M010/slices/S03/tasks/T02-PLAN.md b/.gsd/milestones/M010/slices/S03/tasks/T02-PLAN.md
new file mode 100644
index 0000000..6a1f91a
--- /dev/null
+++ b/.gsd/milestones/M010/slices/S03/tasks/T02-PLAN.md
@@ -0,0 +1,42 @@
+---
+estimated_steps: 14
+estimated_files: 8
+skills_used: []
+---
+
+# T02: Add CSS page-enter fade-in transitions to all pages
+
+Add a subtle CSS-only fade-in animation that triggers when page components mount. No libraries needed — a @keyframes animation applied to page wrapper elements.
+
+Steps:
+1. In `frontend/src/App.css`, add a `@keyframes pageEnter` animation: opacity 0→1 and translateY(8px→0) over 250ms ease-out.
+2. Add a `.page-enter` class that applies this animation.
+3. Apply the `.page-enter` class to the outermost wrapper div in each page component:
+   - `SubTopicPage.tsx` — the `.subtopic-page` div
+   - `SearchResults.tsx` — the `.search-results-page` div
+   - `TopicsBrowse.tsx` — its outermost wrapper
+   - `CreatorsBrowse.tsx` — its outermost wrapper
+   - `CreatorDetail.tsx` — its outermost wrapper
+   - `TechniquePage.tsx` — its outermost wrapper
+   - `Home.tsx` — its outermost wrapper
+4. Alternative to adding className to every page: apply the animation directly to existing page container classes in CSS (e.g., `.subtopic-page, .search-results-page, .topics-browse, ...  { animation: pageEnter 250ms ease-out; }`). This avoids touching every TSX file. Choose whichever approach is cleaner given the existing class names.
+5. Verify: `cd frontend && npx tsc --noEmit && npm run build`
+
+## Inputs
+
+- `frontend/src/App.css`
+- `frontend/src/pages/SubTopicPage.tsx`
+- `frontend/src/pages/SearchResults.tsx`
+- `frontend/src/pages/TopicsBrowse.tsx`
+- `frontend/src/pages/CreatorsBrowse.tsx`
+- `frontend/src/pages/CreatorDetail.tsx`
+- `frontend/src/pages/TechniquePage.tsx`
+- `frontend/src/pages/Home.tsx`
+
+## Expected Output
+
+- `frontend/src/App.css`
+
+## Verification
+
+cd frontend && npx tsc --noEmit && npm run build
diff --git a/frontend/src/App.css b/frontend/src/App.css
index 69d9525..4cff9ce 100644
--- a/frontend/src/App.css
+++ b/frontend/src/App.css
@@ -2334,6 +2334,8 @@ a.app-footer__repo:hover {
   max-width: 56rem;
   margin: 0 auto;
   padding: 1rem 0;
+  border-left: 4px solid transparent;
+  padding-left: 1.25rem;
 }
 
 .subtopic-page__title {
@@ -2347,6 +2349,13 @@ a.app-footer__repo:hover {
   font-size: 0.95rem;
   color: var(--color-text-secondary);
   margin: 0 0 2rem;
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+}
+
+.subtopic-page__subtitle-sep {
+  color: var(--color-text-muted);
 }
 
 .subtopic-groups {
diff --git a/frontend/src/pages/SearchResults.tsx b/frontend/src/pages/SearchResults.tsx
index 916ae64..f609099 100644
--- a/frontend/src/pages/SearchResults.tsx
+++ b/frontend/src/pages/SearchResults.tsx
@@ -9,6 +9,7 @@
 import { useCallback, useEffect, useRef, useState } from "react";
 import { Link, useSearchParams, useNavigate } from "react-router-dom";
 import { searchApi, type SearchResultItem } from "../api/public-client";
+import { catSlug } from "../utils/catSlug";
 
 export default function SearchResults() {
   const [searchParams] = useSearchParams();
@@ -167,7 +168,7 @@ function SearchResultCard({ item }: { item: SearchResultItem }) {
         {item.topic_category && (
           <>
             <span className="queue-card__separator">·</span>
-            <span>{item.topic_category}</span>
+            <span className={`badge badge--cat-${catSlug(item.topic_category)}`}>{item.topic_category}</span>
           </>
         )}
         {item.topic_tags.length > 0 && (
diff --git a/frontend/src/pages/SubTopicPage.tsx b/frontend/src/pages/SubTopicPage.tsx
index ebc53e2..09923f6 100644
--- a/frontend/src/pages/SubTopicPage.tsx
+++ b/frontend/src/pages/SubTopicPage.tsx
@@ -11,6 +11,7 @@ import {
   fetchSubTopicTechniques,
   type TechniqueListItem,
 } from "../api/public-client";
+import { catSlug } from "../utils/catSlug";
 
 /** Convert a URL slug to a display name: replace hyphens with spaces, title-case. */
 function slugToDisplayName(slug: string): string {
@@ -91,9 +92,13 @@ export default function SubTopicPage() {
   }
 
   const groups = groupByCreator(techniques);
+  const slug = category ? catSlug(categoryDisplay) : "";
 
   return (
-    <div className="subtopic-page">
+    <div
+      className="subtopic-page"
+      style={slug ? { borderLeftColor: `var(--color-badge-cat-${slug}-text)` } : undefined}
+    >
       {/* Breadcrumbs */}
       <nav className="breadcrumbs" aria-label="Breadcrumb">
         <Link to="/topics" className="breadcrumbs__link">Topics</Link>
@@ -105,7 +110,9 @@ export default function SubTopicPage() {
 
       <h2 className="subtopic-page__title">{subtopicDisplay}</h2>
       <p className="subtopic-page__subtitle">
-        {techniques.length} technique{techniques.length !== 1 ? "s" : ""} in {categoryDisplay}
+        <span className={`badge badge--cat-${slug}`}>{categoryDisplay}</span>
+        <span className="subtopic-page__subtitle-sep">·</span>
+        {techniques.length} technique{techniques.length !== 1 ? "s" : ""}
       </p>
 
       {techniques.length === 0 ? (
diff --git a/frontend/src/pages/TopicsBrowse.tsx b/frontend/src/pages/TopicsBrowse.tsx
index 1a3876b..9e8f892 100644
--- a/frontend/src/pages/TopicsBrowse.tsx
+++ b/frontend/src/pages/TopicsBrowse.tsx
@@ -13,11 +13,7 @@ import { useEffect, useState } from "react";
 import { Link } from "react-router-dom";
 import { fetchTopics, type TopicCategory } from "../api/public-client";
 import { CATEGORY_ICON } from "../components/CategoryIcons";
-
-/** Derive the badge CSS slug from a category name. */
-function catSlug(name: string): string {
-  return name.toLowerCase().replace(/\s+/g, "-");
-}
+import { catSlug } from "../utils/catSlug";
 
 
 
diff --git a/frontend/src/utils/catSlug.ts b/frontend/src/utils/catSlug.ts
new file mode 100644
index 0000000..f967f2a
--- /dev/null
+++ b/frontend/src/utils/catSlug.ts
@@ -0,0 +1,4 @@
+/** Derive the badge CSS slug from a category name. */
+export function catSlug(name: string): string {
+  return name.toLowerCase().replace(/\s+/g, "-");
+}
diff --git a/frontend/tsconfig.app.tsbuildinfo b/frontend/tsconfig.app.tsbuildinfo
index 38b7d02..86738dc 100644
--- a/frontend/tsconfig.app.tsbuildinfo
+++ b/frontend/tsconfig.app.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/App.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/public-client.ts","./src/components/AdminDropdown.tsx","./src/components/AppFooter.tsx","./src/components/CategoryIcons.tsx","./src/components/CopyLinkButton.tsx","./src/components/CreatorAvatar.tsx","./src/components/ReportIssueModal.tsx","./src/pages/About.tsx","./src/pages/AdminPipeline.tsx","./src/pages/AdminReports.tsx","./src/pages/CreatorDetail.tsx","./src/pages/CreatorsBrowse.tsx","./src/pages/Home.tsx","./src/pages/SearchResults.tsx","./src/pages/SubTopicPage.tsx","./src/pages/TechniquePage.tsx","./src/pages/TopicsBrowse.tsx"],"version":"5.6.3"}
\ No newline at end of file
+{"root":["./src/App.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/public-client.ts","./src/components/AdminDropdown.tsx","./src/components/AppFooter.tsx","./src/components/CategoryIcons.tsx","./src/components/CopyLinkButton.tsx","./src/components/CreatorAvatar.tsx","./src/components/ReportIssueModal.tsx","./src/pages/About.tsx","./src/pages/AdminPipeline.tsx","./src/pages/AdminReports.tsx","./src/pages/CreatorDetail.tsx","./src/pages/CreatorsBrowse.tsx","./src/pages/Home.tsx","./src/pages/SearchResults.tsx","./src/pages/SubTopicPage.tsx","./src/pages/TechniquePage.tsx","./src/pages/TopicsBrowse.tsx","./src/utils/catSlug.ts"],"version":"5.6.3"}
\ No newline at end of file