> For the complete documentation index, see [llms.txt](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/sessions/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md).

# Implementation Notes

**Session ID**: `phase28-session11-search-palette-and-deterministic-embeddings` **Started**: 2026-06-14 11:40 **Last Updated**: 2026-06-14 13:13

***

## Session Progress

| Metric              | Value   |
| ------------------- | ------- |
| Tasks Completed     | 25 / 25 |
| Estimated Remaining | 0 hours |
| Blockers            | 0       |

***

## Task Log

### 2026-06-14 - Session Start

**Environment verified**:

* [x] Prerequisites confirmed
* [x] Tools available through repo-local `node_modules/.bin`
* [x] Directory structure ready

***

### Task T001 - Verify prerequisites and dependency boundary

**Started**: 2026-06-14 11:39 **Completed**: 2026-06-14 11:40 **Duration**: 1 minute

**Notes**:

* Confirmed current session from `.spec_system/state.json` analysis.
* Confirmed Phase 27 Session 11 and Phase 28 Session 10 are listed as completed.
* Reviewed ADR 0002 and the Session 11 PRD scope; this session must resolve embeddings without adding a model dependency, vector database, source adapter, or published vector arrays.
* Reran tool prereqs with `node_modules/.bin` in `PATH` to confirm Bun, TypeScript, Vitest, and Playwright are available.

**Files Changed**:

* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Initialized session notes.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked prerequisite verification complete.

***

### Task T002 - Inspect Trends-Finderz vector reference

**Started**: 2026-06-14 11:40 **Completed**: 2026-06-14 11:41 **Duration**: 1 minute

**Notes**:

* Reviewed `EXAMPLES/trends-finderz/lib/search/semantic-vector.ts`.
* Portable concepts: bounded 384-dimension vectors, text normalization, stopword filtering, synonym expansion, soft stems, bigrams, trigrams, character 4-grams, signed SHA-256 feature hashing, and L2 normalization.
* Non-portable concepts: direct `node:crypto` use for browser code and `toPgVectorLiteral`, which is tied to persistence that this session explicitly avoids.

**Files Changed**:

* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged reference mapping.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked reference inspection complete.

***

### Task T003 - Confirm palette targets, hash navigation, and payload safety

**Started**: 2026-06-14 11:41 **Completed**: 2026-06-14 11:42 **Duration**: 1 minute

**Notes**:

* Confirmed extension routes use `/extensions/$extensionId/$viewId`.
* Confirmed Trends view reads `#topic:<id>` and selects matching topic or canonical topic IDs.
* Confirmed ranked topic cards expose `id="topic:<id>"`, so hash navigation can target existing DOM anchors.
* Confirmed search documents must be projected from parsed Trend Finder payload strings only; raw payloads, private paths, provider responses, prompts, credentials, and vector arrays stay out of browser data.

**Files Changed**:

* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged navigation and payload boundary findings.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked integration target inspection complete.

***

### Task T004 - Create shared text feature and lexical scoring primitives

**Started**: 2026-06-14 11:42 **Completed**: 2026-06-14 11:47 **Duration**: 5 minutes

**Notes**:

* Added dependency-free shared text normalization, stopword filtering, synonym expansion, soft stems, n-gram features, vector contracts, cosine math, and hybrid lexical/cosine score composition.
* Kept hashing out of the shared file so browser and script callers can supply environment-appropriate SHA-256 implementations.

**Files Changed**:

* `src/lib/trend-text-vector-features.ts` - Added shared feature extraction, lexical scoring, vector normalization, cosine, and hybrid scoring helpers.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged shared vector primitive work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked shared primitive task complete.

**BQC Fixes**:

* Contract alignment: Kept shared helpers free of Node-only imports so they can be used by browser code without bundle drift.

***

### Task T005 - Create script-side SHA-256 vectors and grouping helpers

**Started**: 2026-06-14 11:42 **Completed**: 2026-06-14 11:48 **Duration**: 6 minutes

**Notes**:

* Added Node `crypto` signed feature hashing over the shared feature stream.
* Added deterministic ranking and greedy similarity grouping with bounded group counts, bounded group size, thresholds, stable tie-breakers, and fallback-safe empty vectors.

**Files Changed**:

* `scripts/lib/ai-runtime/text-vectors.ts` - Added script vector creation, cosine similarity, hybrid ranking, and similarity grouping helpers.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged script vector work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked script vector task complete.

**BQC Fixes**:

* Failure path completeness: Empty or non-tokenizable text returns an all-zero vector and grouping filters it out instead of throwing.
* Contract alignment: Grouping outputs IDs and display labels only, not vectors.

***

### Task T006 - Create browser Web Crypto vector helper

**Started**: 2026-06-14 11:42 **Completed**: 2026-06-14 11:49 **Duration**: 7 minutes

**Notes**:

* Added browser-only Web Crypto SHA-256 feature hashing with no Node imports.
* Added async ranking over already-loaded text documents with a lexical fallback if Web Crypto is missing, vector ranking fails, times out, or the caller reports a stale query.

**Files Changed**:

* `src/extensions/trend-finder/text-vectors.ts` - Added browser vector creation, hybrid ranking, lexical fallback, timeout, and stale-query handling.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged browser vector work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked browser vector task complete.

**BQC Fixes**:

* Resource cleanup: Vector timeout clears its timer on success and failure.
* State freshness on re-entry: Ranking accepts an `isStale` callback so palette callers can discard results after the query changes.
* Failure path completeness: The public ranker returns `lexical-fallback` results instead of leaving callers in a failed or loading-only state.

***

### Task T007 - Create Trend Finder search index builder

**Started**: 2026-06-14 11:49 **Completed**: 2026-06-14 11:55 **Duration**: 6 minutes

**Notes**:

* Added bounded search document projection for topics, sources, evidence, and creator angles from parsed Trend Finder data.
* Added scope filtering, async vector ranking, lexical ranking fallback, deterministic hrefs, and topic hash targets.
* Added private-string sanitization and vector-array detection helpers for payload safety tests.

**Files Changed**:

* `src/extensions/trend-finder/search-index.ts` - Added search index projection, scope filtering, ranking, href helpers, and payload-safety guards.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged search index work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked search index task complete.

**BQC Fixes**:

* Trust boundary enforcement: Search documents sanitize display/search strings before they enter the index.
* Contract alignment: Search documents carry display-safe strings, IDs, view IDs, hrefs, and fields only; no vector arrays are stored.

***

### Task T008 - Add similarity-assisted theme fallback grouping

**Started**: 2026-06-14 11:55 **Completed**: 2026-06-14 11:59 **Duration**: 4 minutes

**Notes**:

* Preserved analyst-provided labels as the highest-priority assignment.
* Added similarity grouping for unlabeled topics before the existing creator-lens keyword overlap fallback.
* Kept fallback output deterministic with fixed thresholds, bounded group size, score/name tie-breakers, and existing fallback provenance.

**Files Changed**:

* `scripts/extensions/trend-finder/theme-rollups.ts` - Wired feature-hash similarity groups into fallback theme assignment.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged theme fallback work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked theme fallback task complete.

**BQC Fixes**:

* Contract alignment: Analyst labels remain `ai` provenance; similarity-assisted assignments remain `fallback` provenance.
* Failure path completeness: Single-topic or non-tokenizable groups fall through to the existing keyword fallback.

***

### Task T009 - Add similarity fallback topic extraction

**Started**: 2026-06-14 11:59 **Completed**: 2026-06-14 12:04 **Duration**: 5 minutes

**Notes**:

* Added deterministic similarity fallback topic creation for unmatched evidence titles.
* Kept fallback clusters bounded, deterministic, and multi-item only so a single unrelated evidence item does not create a topic.
* Left AI-mode analyst clustering untouched; this helper only covers deterministic fallback utilities.

**Files Changed**:

* `scripts/extensions/trend-finder/topics.ts` - Added similarity fallback topic clustering and merged it with keyword-frequency topics.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged topic fallback work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked topic fallback task complete.

**BQC Fixes**:

* Contract alignment: Fallback topics keep existing `TrendTopic` shape and provenance text while avoiding AI-mode changes.
* Failure path completeness: Non-tokenizable, single-item, or already-used evidence falls through without generating extra topics.

***

### Task T010 - Amend ADR 0002

**Started**: 2026-06-14 12:04 **Completed**: 2026-06-14 12:06 **Duration**: 2 minutes

**Notes**:

* Recorded that Phase 28 Session 11 ships dependency-free feature-hash text vectors.
* Kept the local embedding model and vector database path rejected pending a separate future ADR.
* Documented that vectors are transient and are not published in browser payloads.

**Files Changed**:

* `docs/adr/0002-trend-finder-embedding-fallback-clustering.md` - Amended ADR with the feature-hash decision and payload boundary.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged ADR update.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked ADR task complete.

***

### Task T011 - Wire collector trace summaries and vector payload guard

**Started**: 2026-06-14 12:06 **Completed**: 2026-06-14 12:11 **Duration**: 5 minutes

**Notes**:

* Added collector trace counts for similarity-assisted fallback theme groups.
* Added a deterministic warning path when feature-hash fallback grouping is active without AI output.
* Added a final browser-payload guard that rejects vector-shaped numeric arrays before snapshot/write publication.

**Files Changed**:

* `scripts/extensions/trend-finder/collector.ts` - Added similarity trace summaries and vector-array publication guard.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged collector wiring work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked collector wiring task complete.

**BQC Fixes**:

* Error information boundaries: Vector guard reports bounded payload paths only.
* Failure path completeness: Vector-shaped arrays throw before publication instead of silently shipping browser payload drift.

***

### Task T012 - Add search labels and navigation helpers

**Started**: 2026-06-14 12:11 **Completed**: 2026-06-14 12:15 **Duration**: 4 minutes

**Notes**:

* Added view-model helpers for Trend Finder search-safe topic, source, evidence, and angle labels.
* Added a shared Trend Finder search href helper for view and topic hash navigation.
* Updated the search index builder to use those helpers instead of local href/label construction.

**Files Changed**:

* `src/extensions/trend-finder/view-model.ts` - Added search label and navigation helper exports.
* `src/extensions/trend-finder/search-index.ts` - Reused view-model label and href helpers.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged view-model helper work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked view-model helper task complete.

**BQC Fixes**:

* Contract alignment: Palette/index navigation now shares one href helper with the view-model layer.

***

### Task T013 - Create Trend Finder search palette UI

**Started**: 2026-06-14 12:15 **Completed**: 2026-06-14 12:25 **Duration**: 10 minutes

**Notes**:

* Added a Trend Finder command dialog using existing Command/Dialog primitives.
* Added scope controls, grouped result rendering, accessible dialog labels, input focus on open, and keyboard result activation.

**Files Changed**:

* `src/extensions/trend-finder/components/trend-search-palette.tsx` - Created the palette component, scope controls, result groups, and keyboard-aware command surface.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged palette UI work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked palette UI task complete.

**BQC Fixes**:

* Accessibility and platform compliance: Dialog title/description are present for screen readers, input is labeled, and result activation is keyboard reachable.

***

### Task T014 - Implement palette selection and navigation

**Started**: 2026-06-14 12:15 **Completed**: 2026-06-14 12:26 **Duration**: 11 minutes

**Notes**:

* Added result selection with Enter and item activation.
* Added route/hash navigation to the result href, popstate/hashchange dispatch, and topic focus handoff.
* Added in-flight navigation state so repeated Enter/click activation cannot trigger duplicate navigation.

**Files Changed**:

* `src/extensions/trend-finder/components/trend-search-palette.tsx` - Added result selection, default navigation, optional navigation injection for tests, and duplicate-trigger prevention.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged palette navigation work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked palette navigation task complete.

**BQC Fixes**:

* Duplicate action prevention: Selection is ignored while navigation is in flight.
* State freshness on re-entry: Closing/opening resets the in-flight navigation state.

***

### Task T015 - Implement palette fallback and empty states

**Started**: 2026-06-14 12:15 **Completed**: 2026-06-14 12:27 **Duration**: 12 minutes

**Notes**:

* Added loading, empty, error, offline, and lexical-fallback state rows.
* Palette searches loaded data only and does not fetch remote data.
* Vector ranking failures, missing Web Crypto, stale queries, and timeouts fall back to lexical results through the ranking helper.

**Files Changed**:

* `src/extensions/trend-finder/components/trend-search-palette.tsx` - Added palette state rendering and async ranking state management.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged palette state work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked palette state task complete.

**BQC Fixes**:

* Failure path completeness: Ranking errors and vector fallback are caller-visible instead of leaving a spinner.
* External dependency resilience: Browser vector ranking has a timeout and pure lexical fallback.

***

### Task T016 - Mount palette and shortcuts in Trend Finder shell

**Started**: 2026-06-14 12:27 **Completed**: 2026-06-14 12:31 **Duration**: 4 minutes

**Notes**:

* Replaced the visibility-only wrapper with a Trend Finder shell wrapper that still provides visibility state.
* Mounted the palette for all Trend Finder views.
* Added Ctrl/Cmd+K and slash shortcuts with cleanup and input/textarea/contenteditable suppression.

**Files Changed**:

* `src/extensions/trend-finder/client.tsx` - Mounted the search palette and scoped keyboard listeners in the Trend Finder shell.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged shell mount work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked shell mount task complete.

**BQC Fixes**:

* Resource cleanup: Global keydown listener is removed when the view wrapper unmounts.
* Accessibility and platform compliance: Shortcuts are suppressed for text inputs, textareas, and contenteditable regions.

***

### Task T017 - Add fixture search coverage

**Started**: 2026-06-14 12:31 **Completed**: 2026-06-14 12:36 **Duration**: 5 minutes

**Notes**:

* Added distinctive aliases for topic, hidden/suppressed topic, and research-only topic search assertions.
* Added a searchable evidence title for the research-only topic.
* Clarified a source label for source-scope search coverage.

**Files Changed**:

* `src/extensions/trend-finder/fixtures.ts` - Added search-targeted alias, evidence, source, and hidden-topic fixture strings.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged fixture coverage work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked fixture task complete.

**BQC Fixes**:

* Contract alignment: Fixture additions use existing `TrendTopic`, evidence, and source fields only.

***

### Task T018 - Update UI surface documentation

**Started**: 2026-06-14 12:36 **Completed**: 2026-06-14 12:41 **Duration**: 5 minutes

**Notes**:

* Documented the Trend Finder search palette, scope filters, loaded-payload boundary, shortcut suppression, navigation targets, and browser-only ranking fallback.
* Updated the Workbench theme grouping note to reference feature-hash fallback instead of deferred embeddings.

**Files Changed**:

* `docs/extensions/trend-finder-ui-surfaces.md` - Added search palette documentation and updated theme grouping language.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged UI documentation work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked UI documentation task complete.

***

### Task T019 - Update runtime and provenance documentation

**Started**: 2026-06-14 12:36 **Completed**: 2026-06-14 12:42 **Duration**: 6 minutes

**Notes**:

* Replaced the old group-by-source fallback description with deterministic keyword plus feature-hash title-similarity clustering.
* Documented feature-hash vector construction, transient vector boundaries, collector/browser split, and AI-mode clustering non-regression.

**Files Changed**:

* `docs/extensions/trend-finder-runtime-and-provenance.md` - Added feature-hash vector provenance and fallback clustering documentation.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged runtime documentation work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked runtime documentation task complete.

***

### Task T020 - Verify search projection payload safety

**Started**: 2026-06-14 12:42 **Completed**: 2026-06-14 12:47 **Duration**: 5 minutes

**Notes**:

* Added a schema test that projects Trend Finder data into search documents and verifies private path/token-shaped text is not included.
* Added vector-shaped numeric array detection coverage and confirmed projected search documents do not contain vector arrays.

**Files Changed**:

* `src/lib/__tests__/trend-finder-schema.test.ts` - Added search projection payload-safety assertions.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged payload safety test work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked payload safety task complete.

**BQC Fixes**:

* Trust boundary enforcement: The search projection test covers private-string rejection before documents are searched.
* Contract alignment: Test asserts search documents do not carry vector-shaped arrays.

***

### Task T021 - Add shared and script vector tests

**Started**: 2026-06-14 12:47 **Completed**: 2026-06-14 12:52 **Duration**: 5 minutes

**Notes**:

* Added shared feature tests for normalization, bounded feature extraction, vector normalization, cosine, lexical scoring, and hybrid fallback scoring.
* Added script vector tests for SHA-256 determinism, L2 normalization, empty vectors, similarity comparisons, grouping, and hybrid ranking.

**Files Changed**:

* `src/lib/__tests__/trend-text-vector-features.test.ts` - Added shared text feature and scoring tests.
* `scripts/lib/ai-runtime/__tests__/text-vectors.test.ts` - Added script vector and grouping tests.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged vector test work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked vector test task complete.

***

### Task T022 - Add search index tests

**Started**: 2026-06-14 12:52 **Completed**: 2026-06-14 12:57 **Duration**: 5 minutes

**Notes**:

* Covered search document counts, aliases, hidden/suppressed topics, source scope, evidence scope, angle scope, deterministic tie behavior, hash navigation, and no-vector document payloads.

**Files Changed**:

* `src/extensions/trend-finder/__tests__/search-index.test.ts` - Added focused search index tests.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged search index test work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked search index test task complete.

***

### Task T023 - Add palette component tests

**Started**: 2026-06-14 12:57 **Completed**: 2026-06-14 13:04 **Duration**: 7 minutes

**Notes**:

* Added happy-dom component tests for input focus, source scope changes, empty state, offline state, lexical fallback, Enter selection, and injected navigation.

**Files Changed**:

* `src/extensions/trend-finder/components/__tests__/trend-search-palette.test.tsx` - Added focused palette component tests.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged palette test work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked palette test task complete.

***

### Task T024 - Extend theme, topic, and collector tests

**Started**: 2026-06-14 13:04 **Completed**: 2026-06-14 13:10 **Duration**: 6 minutes

**Notes**:

* Added theme rollup tests for similarity fallback grouping before keyword fallback and analyst label precedence.
* Added deterministic topic fallback test for similar unmatched evidence titles across sources.
* Added collector assertion that published data does not include vector-shaped numeric arrays.

**Files Changed**:

* `scripts/extensions/trend-finder/__tests__/theme-rollups.test.ts` - Added similarity grouping and analyst precedence tests.
* `scripts/extensions/trend-finder/__tests__/normalize.test.ts` - Added fallback title-similarity topic test.
* `scripts/extensions/trend-finder/__tests__/collector.test.ts` - Added no-vector browser payload assertion.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged collector-side test work.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked collector-side test task complete.

***

### Task T025 - Run focused tests, type checks, and ASCII validation

**Started**: 2026-06-14 13:10 **Completed**: 2026-06-14 13:13 **Duration**: 3 minutes

**Notes**:

* Ran focused Vitest suites for vector helpers, search index, palette, schema payload safety, theme rollups, topic fallback, collector, and signal-workbench storage.
* Ran full Vitest suite after focused validation.
* Ran app and script type checks.
* Ran whitespace and ASCII validation for session files.
* Fixed one script-typecheck compatibility issue by replacing a bare `window` reference with a `globalThis` window guard in Signal Workbench storage.

**Files Changed**:

* `src/extensions/trend-finder/signal-workbench-storage.ts` - Adjusted browser storage lookup to typecheck under script config without changing runtime behavior.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/implementation-notes.md` - Logged final validation.
* `.spec_system/specs/phase28-session11-search-palette-and-deterministic-embeddings/tasks.md` - Marked final validation and completion checklist complete.

**Validation Commands**:

* `bunx vitest run src/lib/__tests__/trend-text-vector-features.test.ts scripts/lib/ai-runtime/__tests__/text-vectors.test.ts src/extensions/trend-finder/__tests__/search-index.test.ts src/extensions/trend-finder/components/__tests__/trend-search-palette.test.tsx src/lib/__tests__/trend-finder-schema.test.ts scripts/extensions/trend-finder/__tests__/theme-rollups.test.ts scripts/extensions/trend-finder/__tests__/normalize.test.ts scripts/extensions/trend-finder/__tests__/collector.test.ts`
* `bun run typecheck`
* `bun run typecheck:scripts`
* `git diff --check`
* ASCII scan across session files with `perl`
* `bunx vitest run src/extensions/trend-finder/__tests__/signal-workbench-storage.test.ts`
* `bun run test`

***


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