> 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-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md).

# Implementation Notes

**Session ID**: `phase28-session06-lifecycle-multiplier-and-named-contributions` **Started**: 2026-06-14 05:01 **Last Updated**: 2026-06-14 05:35

***

## Session Progress

| Metric              | Value   |
| ------------------- | ------- |
| Tasks Completed     | 23 / 23 |
| Estimated Remaining | 0 hours |
| Blockers            | 0       |

***

## Multiplier Constants

* Starter lifecycle multiplier band: 0.85-1.05.
* Adjustment order: confidence dampener, lifecycle multiplier, topic noise downrank.
* Score math keeps six-factor weights unchanged; post-factor rows explain the raw-to-final gap.
* Trend Finder payload vocabulary remains the Phase 27 lifecycle taxonomy only: `unknown`, `whisper`, `builder`, `creator`, and `saturated`.

***

## Source Mapping

* Trends-Finderz `Dormant`, `Stale`, `Cooling`, `Peaking`, `Accelerating`, and `Emerging` labels are calibration fixtures only.
* Trend Finder source targets verified before code edits:
  * `scripts/lib/ai-runtime/scoring.ts`
  * `src/extensions/trend-finder/schema.ts`
  * `src/extensions/trend-finder/view-model.ts`
  * `src/extensions/trend-finder/engine-replay-model.ts`
  * `src/extensions/trend-finder/components/score-breakdown.tsx`
  * `src/extensions/trend-finder/components/engine-score-panel.tsx`
  * `src/extensions/trend-finder/fixtures.ts`
  * Focused tests under existing script, schema, view-model, component, and Engine Replay test paths.

***

## Validation Commands

* `bun run typecheck`
* `bun run typecheck:scripts`
* `bunx vitest run scripts/lib/ai-runtime/__tests__/score-adjustments.test.ts scripts/lib/ai-runtime/__tests__/scoring.test.ts scripts/lib/ai-runtime/__tests__/scoring-calibration.test.ts src/lib/__tests__/trend-finder-schema.test.ts src/extensions/trend-finder/__tests__/view-model.test.ts src/extensions/trend-finder/components/__tests__/score-breakdown.test.tsx src/lib/__tests__/trend-finder-engine-replay.test.tsx`
* `rg -n "planned|will|TODO|future" docs/extensions/trend-finder-scoring.md`
* `files=$( (git diff --name-only -- .; git ls-files --others --exclude-standard .spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions) | sort -u ); if [ -n "$files" ]; then rg --pcre2 -n "[^\x00-\x7F]" $files || true; fi`
* `bunx prettier --write` on touched session files.
* `VITE_CLAUDE_OS_ENABLED_EXTENSIONS=trend-finder bunx vite dev --host 127.0.0.1 --port 5189`
* Fixture-backed Playwright smoke for Hidden Gems and Engine Replay score surfaces.

***

## Residual Risks

* No implementation residual risks remain.
* The validate workflow step remains next.

***

## Design Decisions

### Decision 1: Keep lifecycle multiplier narrow and Trend Finder-native

**Context**: Trends-Finderz applies much wider lifecycle score movement and uses a different lifecycle vocabulary.

**Options Considered**:

1. Copy the reference multiplier range - large ranking movement, but violates the session band and leaks an incompatible taxonomy.
2. Calibrate a narrow Trend Finder multiplier - smaller movement, but keeps scores explainable and compatible with Phase 27 lifecycle stages.

**Chosen**: Calibrate a narrow 0.85-1.05 Trend Finder multiplier.

**Rationale**: The phase goal is auditable post-factor movement, not a new lifecycle taxonomy or broad ranking rewrite.

### Decision 2: Derive lifecycle before final post-factor score

**Context**: Lifecycle derivation can use movement status, but movement status also depends on final score.

**Options Considered**:

1. Recompute lifecycle after final score - may create circular score movement.
2. Use the post-confidence preliminary movement - deterministic, single-pass, and avoids repeated final-score recomputation.

**Chosen**: Use post-confidence preliminary movement for lifecycle derivation, then compute final score once.

**Rationale**: The final score remains deterministic, rows reconcile cleanly, and final movement flags still use the final adjusted score.

### Decision 3: Keep compatibility fields while making rows display truth

**Context**: Existing consumers read `rawOpportunityScore`, `sampleConfidence`, `confidenceDampenerDelta`, and `topicNoiseDownrank`.

**Options Considered**:

1. Replace compatibility fields with only `scoreAdjustments` - cleaner payload, but breaks legacy consumers.
2. Add `scoreAdjustments` while preserving compatibility fields - slightly redundant, but safe.

**Chosen**: Preserve compatibility fields and render named rows from `scoreAdjustments`.

**Rationale**: This satisfies the session contract without schema drift or legacy breakage.

***

## Task Log

### 2026-06-14 - Session Start

**Environment verified**:

* [x] Prerequisites confirmed
* [x] Tools available
* [x] Directory structure ready

***

### Task T001 - Verify prerequisite sessions, source mapping, and current target-file paths

**Started**: 2026-06-14 05:00 **Completed**: 2026-06-14 05:01 **Duration**: 1 minute

**Notes**:

* Ran project analysis and prerequisite checks from the local `.spec_system/scripts` directory.
* Verified current session is `phase28-session06-lifecycle-multiplier-and-named-contributions`.
* Read the session PRD source mapping and relevant Trend Finder extension ADRs.
* Noted that the phase PRD prerequisite checkboxes are stale, while the session spec and project state show sessions 03-05 completed.

**Files Changed**:

* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/tasks.md` - marked T001 complete and updated progress.

### Task T002 - Create implementation-notes shell

**Started**: 2026-06-14 05:01 **Completed**: 2026-06-14 05:01 **Duration**: 1 minute

**Notes**:

* Created the implementation notes shell with multiplier constants, adjustment ordering, validation placeholders, and source-mapping decisions.

**Files Changed**:

* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md` - created session implementation log.

### Task T003 - Compare Trends-Finderz lifecycle multipliers and scoring transparency fields

**Started**: 2026-06-14 05:01 **Completed**: 2026-06-14 05:02 **Duration**: 1 minute

**Notes**:

* Reviewed `EXAMPLES/trends-finderz/lib/trends/lifecycle.ts`, `EXAMPLES/trends-finderz/lib/product/intelligence-scoring.ts`, and `EXAMPLES/trends-finderz/lib/trends/scoring-transparency.ts`.
* Trends-Finderz uses a wide multiplier range from 0.55 to 1.08; this session keeps Trend Finder inside the approved 0.85-1.05 starter band.
* Trends-Finderz publishes free-text positive and negative driver arrays; this session uses bounded `{label, delta, kind}` adjustment rows instead.
* Trends-Finderz lifecycle labels remain calibration-only and must not appear in Trend Finder payloads, fixtures, or UI.

**Files Changed**:

* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md` - recorded calibration comparison and vocabulary decision.

### Task T004 - Define additive score-adjustment schema

**Started**: 2026-06-14 05:03 **Completed**: 2026-06-14 05:05 **Duration**: 2 minutes

**Notes**:

* Added enum-backed adjustment keys and impact kinds.
* Added bounded label, detail, delta, multiplier, and row-count limits.
* Added `scoreAdjustments` to Trend Finder topics with default/catch behavior so legacy payloads parse to an empty list.

**Files Changed**:

* `src/extensions/trend-finder/schema.ts` - added score-adjustment constants, schema, type exports, topic field, and legacy-safe defaults.

**BQC Fixes**:

* Trust boundary enforcement: adjustment rows now pass through bounded Zod parsing before browser rendering (`src/extensions/trend-finder/schema.ts`).

### Task T005 - Add pure lifecycle multiplier and score-adjustment reconciliation helpers

**Started**: 2026-06-14 05:05 **Completed**: 2026-06-14 05:07 **Duration**: 2 minutes

**Notes**:

* Added the 0.85-1.05 lifecycle multiplier band and Trend Finder stage/status calibration maps.
* Added pure lifecycle multiplier application with neutral defaults for malformed lifecycle or aging input.
* Added score-adjustment row construction, deterministic ordering, and final-score reconciliation helpers.
* Kept topic-noise score adjustment calculation pure while preserving the existing fallback caps.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - added lifecycle multiplier, adjustment row, ordering, reconciliation, and topic-noise adjustment helpers.

**BQC Fixes**:

* Trust boundary enforcement: lifecycle stages and aging statuses are validated against exported Trend Finder enum constants before score math (`scripts/lib/ai-runtime/scoring.ts`).
* Contract alignment: reconciliation returns rows whose deltas match the raw-to-final score gap after rounding (`scripts/lib/ai-runtime/scoring.ts`).

## Validation Results

* `bun run typecheck:scripts` - pass.

### Task T006 - Add score-adjustment unit tests

**Started**: 2026-06-14 05:06 **Completed**: 2026-06-14 05:07 **Duration**: 1 minute

**Notes**:

* Added focused unit coverage for lifecycle multiplier bounds, malformed defaults, rounded deltas, adjustment ordering, reconciliation, bounded row text, and vocabulary leakage.

**Files Changed**:

* `scripts/lib/ai-runtime/__tests__/score-adjustments.test.ts` - created focused score-adjustment helper coverage.

**BQC Fixes**:

* Contract alignment: tests assert row ordering and raw-to-final reconciliation behavior (`scripts/lib/ai-runtime/__tests__/score-adjustments.test.ts`).

## Validation Results

* `bunx vitest run scripts/lib/ai-runtime/__tests__/score-adjustments.test.ts` - pass, 6 tests.

### Task T007 - Add score-adjustment view-model helpers

**Started**: 2026-06-14 05:07 **Completed**: 2026-06-14 05:08 **Duration**: 1 minute

**Notes**:

* Added shared adjustment row and summary view models.
* Added bounded labels/details, delta labels, tones, multiplier labels, deterministic ordering, empty state, and raw-to-final summary copy.

**Files Changed**:

* `src/extensions/trend-finder/view-model.ts` - added score-adjustment projection helpers and exported view-model types.

**BQC Fixes**:

* Error information boundaries: projection limits browser-visible labels and details before rendering (`src/extensions/trend-finder/view-model.ts`).
* Accessibility and platform compliance: generated ARIA labels summarize bounded row content (`src/extensions/trend-finder/view-model.ts`).

## Validation Results

* `bun run typecheck` - pass.

### Task T008 - Add Engine Replay adjustment view-model builders

**Started**: 2026-06-14 05:08 **Completed**: 2026-06-14 05:09 **Duration**: 1 minute

**Notes**:

* Added an adjustment summary to the Engine Replay score-panel view model.
* Added explicit empty summaries for no-topic and trace-only fallback panels.
* Wired scored topics to the shared score-adjustment projection.

**Files Changed**:

* `src/extensions/trend-finder/engine-replay-model.ts` - added adjustment summary field and builders.

**BQC Fixes**:

* Contract alignment: all Engine Replay score-panel states now return the same adjustment-summary shape (`src/extensions/trend-finder/engine-replay-model.ts`).

## Validation Results

* `bun run typecheck` - pass.

### Task T009 - Update fixtures with representative adjustment rows

**Started**: 2026-06-14 05:09 **Completed**: 2026-06-14 05:11 **Duration**: 2 minutes

**Notes**:

* Added representative confidence dampener, lifecycle multiplier, and topic noise rows to fixture topics.
* Added an explicit empty `scoreAdjustments` fixture for legacy empty-state coverage.
* Corrected fixture multiplier values to stay within the 0.85-1.05 session band.

**Files Changed**:

* `src/extensions/trend-finder/fixtures.ts` - added representative named score adjustments and compatibility score fields.

**BQC Fixes**:

* Contract alignment: fixture raw scores, final scores, and adjustment deltas reconcile for representative rows (`src/extensions/trend-finder/fixtures.ts`).

## Validation Results

* `bun run typecheck` - pass.

### Task T010 - Wire confidence dampener into named contribution rows

**Started**: 2026-06-14 05:11 **Completed**: 2026-06-14 05:14 **Duration**: 3 minutes

**Notes**:

* Added `calculatePostFactorScoreAdjustments` to publish confidence dampener rows while preserving `rawOpportunityScore`, `sampleConfidence`, and `confidenceDampenerDelta`.
* The confidence row uses the existing dampener math and multiplier.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - wired confidence dampener rows into generated topics.

**BQC Fixes**:

* Contract alignment: compatibility fields remain present while `scoreAdjustments` becomes the display source for post-factor rows (`scripts/lib/ai-runtime/scoring.ts`).

### Task T011 - Apply lifecycle and signal-aging multiplier

**Started**: 2026-06-14 05:11 **Completed**: 2026-06-14 05:14 **Duration**: 3 minutes

**Notes**:

* Derived lifecycle once before final scoring using the post-confidence preliminary movement, avoiding circular final-score recomputation.
* Applied the lifecycle multiplier after confidence calibration and before topic-noise adjustment.
* The multiplier remains clamped to 0.85-1.05 and defaults to neutral for unavailable inputs.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - wired lifecycle multiplier rows into generated topics.

**BQC Fixes**:

* Duplicate action prevention: final score computation now runs through one pure post-factor pipeline rather than repeated score recomputation (`scripts/lib/ai-runtime/scoring.ts`).

### Task T012 - Wire topic noise downrank into named contribution rows

**Started**: 2026-06-14 05:11 **Completed**: 2026-06-14 05:14 **Duration**: 3 minutes

**Notes**:

* Added topic-noise rows after lifecycle adjustment while preserving fallback-mode caps and `topicNoiseDownrank`.
* The row delta captures the actual final score movement, including fallback caps when they apply.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - wired topic-noise downrank rows into generated topics.

**BQC Fixes**:

* Failure path completeness: topic quality fallback paths still use neutral visibility fields when quality derivation fails (`scripts/lib/ai-runtime/scoring.ts`).

## Validation Results

* `bun run typecheck:scripts` - pass.
* `bunx vitest run scripts/lib/ai-runtime/__tests__/score-adjustments.test.ts` - pass, 6 tests.

### Task T013 - Bump scoring version

**Started**: 2026-06-14 05:14 **Completed**: 2026-06-14 05:15 **Duration**: 1 minute

**Notes**:

* Bumped `SCORING_VERSION` from `trend-finder-scoring-v28.5` to `trend-finder-scoring-v28.6` for the named-adjustment and lifecycle multiplier score math change.
* Existing scoring-version comparison fields remain unchanged so cross-version movement flags still surface.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - updated scoring version constant.

**BQC Fixes**:

* Contract alignment: version comparison behavior continues to use the existing comparison helper and topic compatibility field (`scripts/lib/ai-runtime/scoring.ts`).

## Validation Results

* `bun run typecheck:scripts` - pass.

### Task T014 - Render adjustment rows in Score Breakdown

**Started**: 2026-06-14 05:15 **Completed**: 2026-06-14 05:18 **Duration**: 3 minutes

**Notes**:

* Added optional adjustment summary rendering below confidence context in Score Breakdown.
* Added compact and non-compact row layouts, explicit empty state, bounded row titles/details, and ARIA group labels.
* Passed adjustment summaries from topic cards, signal radar, hidden gems, and watchlist surfaces.

**Files Changed**:

* `src/extensions/trend-finder/components/score-breakdown.tsx` - renders score-adjustment rows and empty state.
* `src/extensions/trend-finder/components/trend-card.tsx` - passes topic adjustment summary.
* `src/extensions/trend-finder/components/signal-radar.tsx` - passes topic adjustment summary.
* `src/extensions/trend-finder/views/hidden-gems-view.tsx` - passes hidden-gem adjustment summary.
* `src/extensions/trend-finder/views/watchlist-view.tsx` - passes watchlist topic adjustment summary.
* `src/extensions/trend-finder/view-model.ts` - exposes adjustment summary on topic card view models.
* `src/lib/__tests__/trend-finder-dashboard.test.tsx` - updates direct TopicCard test fixture for the new field.

**BQC Fixes**:

* Accessibility and platform compliance: adjustment rows render inside an ARIA-labeled group with per-row labels (`src/extensions/trend-finder/components/score-breakdown.tsx`).
* State freshness on re-entry: adjustment projection is derived from the current topic payload at each render call site (`src/extensions/trend-finder/views/watchlist-view.tsx`).

## Validation Results

* `bun run typecheck` - pass.

### Task T015 - Render adjustment rows in Engine Replay scoring proof

**Started**: 2026-06-14 05:18 **Completed**: 2026-06-14 05:20 **Duration**: 2 minutes

**Notes**:

* Added a named-adjustments section to Engine Replay scoring proof.
* The section renders summary, total delta, explicit empty state, row labels, deltas, tones, and bounded details.
* Rows are static and do not add motion beyond the existing panel replay state.

**Files Changed**:

* `src/extensions/trend-finder/components/engine-score-panel.tsx` - renders Engine Replay named adjustment rows.

**BQC Fixes**:

* Accessibility and platform compliance: Engine Replay adjustments render in an ARIA-labeled group with row labels (`src/extensions/trend-finder/components/engine-score-panel.tsx`).
* Error information boundaries: rendered details come from bounded view-model projection and do not expose raw payloads (`src/extensions/trend-finder/components/engine-score-panel.tsx`).

## Validation Results

* `bun run typecheck` - pass.

### Task T016 - Update schema validation tests

**Started**: 2026-06-14 05:20 **Completed**: 2026-06-14 05:21 **Duration**: 1 minute

**Notes**:

* Added schema coverage for valid adjustment rows, stripped unknown fields, legacy empty defaults, invalid-row fallback, row bounds, and compatibility fields.

**Files Changed**:

* `src/lib/__tests__/trend-finder-schema.test.ts` - added score-adjustment schema coverage.

**BQC Fixes**:

* Trust boundary enforcement: tests assert invalid adjustment payloads cannot pass through topic parsing (`src/lib/__tests__/trend-finder-schema.test.ts`).

## Validation Results

* `bunx vitest run src/lib/__tests__/trend-finder-schema.test.ts` - pass, 107 tests.

### Task T017 - Update Trend Finder scoring documentation

**Started**: 2026-06-14 05:21 **Completed**: 2026-06-14 05:23 **Duration**: 2 minutes

**Notes**:

* Documented post-factor adjustment order, `scoreAdjustments`, compatibility fields, confidence dampener, lifecycle multiplier, topic-noise downrank, and non-goals.
* Updated signal-aging wording now that aging participates in final ranking through the bounded lifecycle multiplier.
* Verified the scoring doc does not include planned/future wording.

**Files Changed**:

* `docs/extensions/trend-finder-scoring.md` - documented lifecycle multiplier and named score contributions.

**BQC Fixes**:

* Contract alignment: docs now match the generated payload fields and compatibility contract (`docs/extensions/trend-finder-scoring.md`).

## Validation Results

* `rg -n "planned|will|TODO|future" docs/extensions/trend-finder-scoring.md` - no matches.

### Task T018 - Record implementation decisions and residual risks

**Started**: 2026-06-14 05:23 **Completed**: 2026-06-14 05:24 **Duration**: 1 minute

**Notes**:

* Replaced placeholder validation commands with commands already run and remaining checks.
* Recorded residual risk as remaining T019-T023 validation work with no user-input blocker.
* Added design decisions for multiplier calibration, lifecycle derivation order, and compatibility-field preservation.

**Files Changed**:

* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md` - recorded decisions, validation state, and residual risks.

### Task T019 - Add scoring integration tests

**Started**: 2026-06-14 05:24 **Completed**: 2026-06-14 05:25 **Duration**: 1 minute

**Notes**:

* Updated scoring integration coverage for v28.6, named adjustment ordering, raw-to-final reconciliation, unchanged six-factor keys, vocabulary leakage, and repeated scoring idempotency.

**Files Changed**:

* `scripts/lib/ai-runtime/__tests__/scoring.test.ts` - added named-adjustment integration assertions.

**BQC Fixes**:

* Contract alignment: tests assert final topic score is reconciled by named adjustment deltas (`scripts/lib/ai-runtime/__tests__/scoring.test.ts`).

### Task T020 - Add calibration tests

**Started**: 2026-06-14 05:24 **Completed**: 2026-06-14 05:25 **Duration**: 1 minute

**Notes**:

* Updated calibration coverage for expected scoring version, compatibility fields, score-adjustment rows, topic-noise row migration, and lifecycle multiplier bounds.

**Files Changed**:

* `scripts/lib/ai-runtime/__tests__/scoring-calibration.test.ts` - updated version and named-row calibration assertions.

**BQC Fixes**:

* Contract alignment: tests assert compatibility fields remain alongside named rows (`scripts/lib/ai-runtime/__tests__/scoring-calibration.test.ts`).

## Validation Results

* `bunx vitest run scripts/lib/ai-runtime/__tests__/scoring.test.ts` - pass, 35 tests.
* `bunx vitest run scripts/lib/ai-runtime/__tests__/scoring-calibration.test.ts` - pass, 4 tests.

### Task T021 - Add view-model and Score Breakdown component tests

**Started**: 2026-06-14 05:26 **Completed**: 2026-06-14 05:28 **Duration**: 2 minutes

**Notes**:

* Added view-model coverage for adjustment ordering, labels, tones, raw-to-final summary, bounded text, secret redaction, and empty states.
* Added Score Breakdown component coverage for named rows, compact rendering, accessibility labels, and legacy empty adjustment state.

**Files Changed**:

* `src/extensions/trend-finder/__tests__/view-model.test.ts` - added score-adjustment projection tests.
* `src/extensions/trend-finder/components/__tests__/score-breakdown.test.tsx` - added score-adjustment rendering tests.

**BQC Fixes**:

* Accessibility and platform compliance: tests assert Score Breakdown adjustment group labels (`src/extensions/trend-finder/components/__tests__/score-breakdown.test.tsx`).
* Error information boundaries: tests assert secret-like text is redacted from projected adjustment details (`src/extensions/trend-finder/__tests__/view-model.test.ts`).

## Validation Results

* `bunx vitest run src/extensions/trend-finder/__tests__/view-model.test.ts` - pass, 37 tests.
* `bunx vitest run src/extensions/trend-finder/components/__tests__/score-breakdown.test.tsx` - pass, 5 tests.

### Task T022 - Add Engine Replay tests

**Started**: 2026-06-14 05:28 **Completed**: 2026-06-14 05:29 **Duration**: 1 minute

**Notes**:

* Added Engine Replay model assertions for adjustment counts and trace-only empty fallback.
* Added rendered score-proof assertions for named contributions and private-path sanitization.

**Files Changed**:

* `src/lib/__tests__/trend-finder-engine-replay.test.tsx` - added named contribution and sanitized proof coverage.

**BQC Fixes**:

* Error information boundaries: tests assert private raw data paths do not render in the score proof (`src/lib/__tests__/trend-finder-engine-replay.test.tsx`).

## Validation Results

* `bunx vitest run src/lib/__tests__/trend-finder-engine-replay.test.tsx` - pass, 20 tests.

### Task T023 - Run focused tests, ASCII validation, and manual checks

**Started**: 2026-06-14 05:29 **Completed**: 2026-06-14 05:35 **Duration**: 6 minutes

**Notes**:

* Ran final typechecks, focused Vitest coverage, ASCII validation, formatting, and browser smoke checks.
* Re-ran typechecks, focused tests, and ASCII validation after Prettier changed files.
* Verified Hidden Gems renders score adjustments, confidence dampener, lifecycle multiplier, and topic noise downrank through fixture-backed live data.
* Verified Engine Replay renders scoring proof, named adjustments, confidence dampener, lifecycle multiplier, and topic noise downrank through fixture-backed live data.
* Stopped the temporary Vite dev server after browser smoke checks.

**Files Changed**:

* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md` - recorded final verification results and residual risk status.
* `.spec_system/specs/phase28-session06-lifecycle-multiplier-and-named-contributions/tasks.md` - marked final task and completion checklist complete.

**BQC Fixes**:

* Verification completeness: final checks cover runtime scoring, schema parsing, UI projections, component rendering, Engine Replay proof output, formatting, and ASCII encoding.

## Validation Results

* `bun run typecheck` - pass.
* `bun run typecheck:scripts` - pass.
* Focused Vitest command - pass, 7 files and 214 tests.
* ASCII validation over touched and untracked session files - pass, no non-ASCII output.
* `bunx prettier --write` over touched session files - completed.
* Post-format `bun run typecheck` - pass.
* Post-format `bun run typecheck:scripts` - pass.
* Post-format focused Vitest command - pass, 7 files and 214 tests.
* Post-format ASCII validation - pass, no non-ASCII output.
* Browser smoke for Hidden Gems and Engine Replay with fixture-backed `/__live-data` - pass.


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/sessions/phase28-session06-lifecycle-multiplier-and-named-contributions/implementation-notes.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
