> 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-session02-signal-quality-score-and-collection-health/implementation-notes.md).

# Implementation Notes

**Session ID**: `phase28-session02-signal-quality-score-and-collection-health` **Started**: 2026-06-14 01:07 **Last Updated**: 2026-06-14 02:48

***

## Session Progress

| Metric              | Value   |
| ------------------- | ------- |
| Tasks Completed     | 24 / 24 |
| Estimated Remaining | 0 hours |
| Blockers            | 0       |

***

### Task T024 - Run focused gates and encoding checks

**Started**: 2026-06-14 02:43 **Completed**: 2026-06-14 02:48 **Duration**: 5 minutes

**Notes**:

* Focused Vitest suites passed: 5 test files, 94 tests.
* `bun run typecheck:scripts` passed.
* `bun run typecheck` passed.
* ASCII validation found no non-ASCII characters in touched code and session artifacts.
* LF validation found no CRLF line endings in touched code and session artifacts.
* `git diff --check` passed.

**Files Changed**:

* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T024 and completion checklist complete.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged final gate results.

**BQC Fixes**:

* Contract alignment: typechecks were run for both script and app contracts after cross-boundary changes.

***

### Task T023 - Add Engine Replay source rail component test

**Started**: 2026-06-14 02:40 **Completed**: 2026-06-14 02:43 **Duration**: 3 minutes

**Notes**:

* Added component test for source coverage, duplicate pressure, and quality counters.
* Asserted sensitive internal strings do not render in the source rail.
* Focused suite passed: `vitest run src/extensions/trend-finder/components/__tests__/engine-source-rail.test.tsx`.

**Files Changed**:

* `src/extensions/trend-finder/components/__tests__/engine-source-rail.test.tsx` - added Engine Replay source rail collection-health coverage.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T023 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged component test coverage.

**BQC Fixes**:

* Accessibility and platform compliance: test asserts the source collection counters are exposed through a labelled region.
* Error information boundaries: test asserts raw identity internals and private paths are absent.

***

### Task T022 - Add schema and view-model tests

**Started**: 2026-06-14 02:37 **Completed**: 2026-06-14 02:40 **Duration**: 3 minutes

**Notes**:

* Added legacy payload parsing coverage for missing collection-health and evidence-quality fields.
* Added view-model label coverage for unavailable and warning collection-health states.
* Added evidence quality label coverage.
* Focused suite passed: `vitest run src/extensions/trend-finder/__tests__/view-model.test.ts`.

**Files Changed**:

* `src/extensions/trend-finder/__tests__/view-model.test.ts` - added collection-health and quality label tests.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T022 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged schema/view-model test coverage.

**BQC Fixes**:

* State freshness on re-entry: tests lock unavailable defaults for legacy payloads.
* Contract alignment: tests lock user-facing quality, coverage, and duplicate-rate labels.

***

### Task T021 - Add scoring quality-selection tests

**Started**: 2026-06-14 02:34 **Completed**: 2026-06-14 02:37 **Duration**: 3 minutes

**Notes**:

* Added scoring coverage proving quality-selected syndicated evidence changes evidence strength.
* Asserted six-factor opportunity score weights remain unchanged.
* Asserted syndication grouping still counts one shared story once.
* Focused suite passed: `vitest run scripts/lib/ai-runtime/__tests__/scoring.test.ts`.

**Files Changed**:

* `scripts/lib/ai-runtime/__tests__/scoring.test.ts` - added quality-selected evidence-strength coverage.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T021 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged scoring test coverage.

**BQC Fixes**:

* Contract alignment: tests lock the score-weight contract while validating the new evidence-strength input behavior.

***

### Task T020 - Add collector quality and collection-health tests

**Started**: 2026-06-14 02:26 **Completed**: 2026-06-14 02:34 **Duration**: 8 minutes

**Notes**:

* Extended collector dedup coverage to assert quality propagation to analyst/browser evidence.
* Asserted run-level collection health, high-duplicate warning state, duplicate counters, source coverage, and sanitized Engine Trace counters.
* Added degraded coverage test for a run where only one of the configured source set produced evidence.
* Focused suite passed: `vitest run scripts/extensions/trend-finder/__tests__/collector.test.ts`.

**Files Changed**:

* `scripts/extensions/trend-finder/__tests__/collector.test.ts` - added quality propagation and collection-health assertions.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T020 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged collector test coverage.

**BQC Fixes**:

* Contract alignment: tests cover collector payload, analyst input, and Engine Trace collection-health contracts together.
* Error information boundaries: tests keep browser output free of normalized URL and content hash internals.

***

### Task T019 - Map collection health into sanitized Engine Trace

**Started**: 2026-06-14 02:20 **Completed**: 2026-06-14 02:26 **Duration**: 6 minutes

**Notes**:

* Added collection-health mapping from sanitized source collection trace records.
* Added a unit-ratio clamp for duplicate rate and rejected unsafe trace values before copying counters.
* Added `evidence-quality.applied` to the Trend Finder trace event allowlist.

**Files Changed**:

* `scripts/extensions/trend-finder/engine-trace.ts` - mapped collection-health counters into sanitized Engine Trace output.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T019 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged trace mapping implementation.

**BQC Fixes**:

* Trust boundary enforcement: trace mapping rejects unsafe values and copies only bounded scalar counters.
* Error information boundaries: no private paths, raw URLs, or source payload data are emitted through collection-health trace fields.

***

### Task T018 - Render Signal Workbench quality controls

**Started**: 2026-06-14 02:12 **Completed**: 2026-06-14 02:20 **Duration**: 8 minutes

**Notes**:

* Added Quality as a sortable Workbench table column.
* Added compact quality pills to expanded evidence rows with aria labels.
* Updated fixed table width, colgroup, and detail colspans to keep the table layout stable.

**Files Changed**:

* `src/extensions/trend-finder/components/signal-workbench-table.tsx` - rendered quality column, sort affordance, and evidence quality pills.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T018 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged Workbench table implementation.

**BQC Fixes**:

* Accessibility and platform compliance: quality column uses existing `aria-sort` behavior and evidence pills expose quality aria labels.
* Layout stability: fixed table width, colgroup, and colspans were updated with the new column.

***

### Task T017 - Add Signal Workbench quality values and sort key

**Started**: 2026-06-14 02:05 **Completed**: 2026-06-14 02:12 **Duration**: 7 minutes

**Notes**:

* Added evidence-row quality score, label, tone, aria label, and sort value.
* Added topic-row average evidence quality score, label, tone, and stable sort value.
* Added `qualityScore` to the Signal Workbench sort-key contract.

**Files Changed**:

* `src/extensions/trend-finder/signal-workbench-model.ts` - added quality row fields, average topic quality, search text, and sort key support.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T017 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged Workbench model implementation.

**BQC Fixes**:

* Contract alignment: unavailable quality rows use a stable `-1` sort value instead of `NaN` or undefined.

***

### Task T016 - Render Engine Replay source health and quality counters

**Started**: 2026-06-14 01:58 **Completed**: 2026-06-14 02:05 **Duration**: 7 minutes

**Notes**:

* Added Engine Replay source rail aggregate metrics for source coverage, duplicate pressure, average evidence quality, and collection state.
* Metrics prefer sanitized trace counters and fall back to parsed payload data.
* Rendered counters in the source rail as compact labelled metric cells.

**Files Changed**:

* `src/extensions/trend-finder/engine-replay-model.ts` - added source rail collection-health and quality metrics.
* `src/extensions/trend-finder/components/engine-source-rail.tsx` - rendered sanitized source collection counters.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T016 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged Engine Replay rendering.

**BQC Fixes**:

* Error information boundaries: Engine Replay uses sanitized aggregate counters only.
* Accessibility and platform compliance: counters render in a labelled definition list.

***

### Task T015 - Render Sources collection-health rollups

**Started**: 2026-06-14 01:53 **Completed**: 2026-06-14 01:58 **Duration**: 5 minutes

**Notes**:

* Added collection-health state and source coverage to the Sources header.
* Added compact health tiles for N-of-M source coverage and duplicate pressure.
* Reused the existing tile grid and tone classes to keep the view dense and operational.

**Files Changed**:

* `src/extensions/trend-finder/views/sources-view.tsx` - rendered collection-health header and tiles.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T015 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged Sources view implementation.

**BQC Fixes**:

* Accessibility and platform compliance: collection health is included in the existing source-health labelled section.
* State freshness on re-entry: the view uses parsed run-level collection-health state, not ad hoc source inference.

***

### Task T014 - Persist additive quality and collection-health payload fields

**Started**: 2026-06-14 01:52 **Completed**: 2026-06-14 01:53 **Duration**: 1 minute

**Notes**:

* Confirmed schema defaults parse legacy evidence quality and collection-health fields.
* Confirmed collector-generated payload output now includes `collectionHealth`.
* Evidence quality fields are parsed as bounded additive payload fields.

**Files Changed**:

* `src/extensions/trend-finder/schema.ts` - additive payload schemas and defaults.
* `scripts/extensions/trend-finder/collector.ts` - generated payload includes collection health and evidence quality.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T014 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged persistence confirmation.

**BQC Fixes**:

* Contract alignment: generated and parsed payload contracts now agree for additive fields.

***

### Task T013 - Feed quality into evidence-strength scoring

**Started**: 2026-06-14 01:50 **Completed**: 2026-06-14 01:52 **Duration**: 2 minutes

**Notes**:

* Evidence strength now averages shared quality scores and keeps relevance as a separate bounded component.
* The six-factor `OPPORTUNITY_SCORE_WEIGHTS` contract was not changed.
* Quality selection still runs before syndication grouping in the existing scoring context.

**Files Changed**:

* `scripts/lib/ai-runtime/scoring.ts` - added quality input to evidence-strength calculation.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T013 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged scoring implementation.

**BQC Fixes**:

* Contract alignment: relevance remains a bounded component while shared quality becomes the cross-source input.

***

### Task T012 - Use shared quality for evidence selection

**Started**: 2026-06-14 01:49 **Completed**: 2026-06-14 01:50 **Duration**: 1 minute

**Notes**:

* Confirmed `selectEvidenceForScoring()` now uses shared quality score before relevance.
* Low-quality per-source caps remain in place.
* Scoring still applies syndication grouping after quality-based source selection.
* Behavior is covered by the new source-quality tests.

**Files Changed**:

* `scripts/extensions/trend-finder/sources/source-quality.ts` - quality-first ordering path.
* `scripts/extensions/trend-finder/sources/__tests__/source-quality.test.ts` - quality selection and low-quality cap coverage.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T012 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged selection behavior.

**BQC Fixes**:

* Contract alignment: legacy relevance fallback remains bounded when quality score is missing.

***

### Task T011 - Build collection-health rollups

**Started**: 2026-06-14 01:43 **Completed**: 2026-06-14 01:49 **Duration**: 6 minutes

**Notes**:

* Added a deterministic collection-health rollup from accepted evidence, source summaries, and Session 01 duplicate summary.
* Derived duplicate pressure, high-duplicate source count, source coverage, coverage rate, labels, and state.
* Added collection-health output to source trace input and final Trend Finder payload.

**Files Changed**:

* `scripts/extensions/trend-finder/collector.ts` - added collection-health rollup helper and final payload wiring.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T011 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged collection-health rollup implementation.

**BQC Fixes**:

* Contract alignment: rollups use bounded scalar fields matching the browser schema.
* State freshness on re-entry: empty, offline, degraded, warning, and healthy states derive from each current run instead of UI inference.

***

### Task T010 - Apply quality scores in the collector

**Started**: 2026-06-14 01:35 **Completed**: 2026-06-14 01:43 **Duration**: 8 minutes

**Notes**:

* Added a collector quality pass after Session 01 identity metadata is applied.
* Browser and analyst evidence now receive the same bounded quality score by evidence ID.
* Added explicit warning mapping for analyst/browser schema validation issues and unmatched browser rows.
* Preserved quality score through analyst evidence cache summaries.

**Files Changed**:

* `scripts/extensions/trend-finder/collector.ts` - added quality pass, trace event, warning mapping, and cache quality fields.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T010 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged collector quality propagation.

**BQC Fixes**:

* Contract alignment: browser and analyst evidence are matched by retained evidence ID after deduplication.
* Failure path completeness: validation problems produce explicit warnings and bounded fallbacks instead of silent missing quality data.
* Error information boundaries: warning details include schema paths and codes only, not raw URLs or source payloads.

***

### Task T009 - Add Engine Replay collection-health trace defaults

**Started**: 2026-06-14 01:31 **Completed**: 2026-06-14 01:35 **Duration**: 4 minutes

**Notes**:

* Added sanitized Engine Trace collection-health states, counters, defaults, and parser mapping.
* Kept trace payload numeric and bounded; UI labels are derived later through view models.
* Legacy traces default to unavailable collection-health counters.

**Files Changed**:

* `src/extensions/trend-finder/engine-trace.ts` - added collection-health trace contract and parser defaults.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T009 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged trace contract implementation.

**BQC Fixes**:

* Trust boundary enforcement: trace parsing accepts only bounded scalar counters and known states.
* Error information boundaries: no raw source payloads, URLs, private paths, or unbounded arrays were added to Engine Trace.

***

### Task T008 - Add collection-health and quality view-model labels

**Started**: 2026-06-14 01:25 **Completed**: 2026-06-14 01:31 **Duration**: 6 minutes

**Notes**:

* Added shared collection-health state labels, tones, details, and aria labels.
* Added shared evidence quality label and tone helpers.
* Extended evidence link view models with quality labels while keeping unavailable fallback behavior.

**Files Changed**:

* `src/extensions/trend-finder/view-model.ts` - added collection-health and quality view models plus evidence link quality fields.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T008 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged view-model implementation.

**BQC Fixes**:

* Accessibility and platform compliance: quality and collection-health labels include stable aria text for downstream components.
* State freshness on re-entry: missing collection-health and quality data render unavailable states instead of stale inferred labels.

***

### Task T007 - Extend analyst evidence quality contracts

**Started**: 2026-06-14 01:22 **Completed**: 2026-06-14 01:25 **Duration**: 3 minutes

**Notes**:

* Added optional `qualityScore` and `qualityComponents` to script-side analyst evidence.
* Added bounded quality component parsing with safe defaults and optional score fallback behavior.
* Included quality metadata in analyst request serialization and sanitized request summaries.

**Files Changed**:

* `scripts/lib/ai-runtime/trend-analyst.ts` - extended evidence interfaces, schemas, and serialization paths.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T007 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged analyst contract implementation.

**BQC Fixes**:

* Contract alignment: optional metadata is accepted by the script contract and omitted safely from JSON when absent.
* Failure path completeness: invalid quality component payloads fall back to bounded defaults instead of rejecting evidence.

***

### Task T006 - Add evidence quality and collection-health schema defaults

**Started**: 2026-06-14 01:18 **Completed**: 2026-06-14 01:22 **Duration**: 4 minutes

**Notes**:

* Added additive collection-health states and default unavailable payload.
* Added bounded evidence `qualityScore` and optional component fields with defaulted legacy parsing.
* Kept exported `TrendFinderData` and `TrendEvidenceItem` fixture-friendly by allowing additive fields to be omitted in hand-built objects.

**Files Changed**:

* `src/extensions/trend-finder/schema.ts` - added collection-health schema, evidence quality schemas, parser defaults, and empty data defaults.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T006 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged schema implementation.

**BQC Fixes**:

* State freshness on re-entry: legacy payloads parse to an explicit unavailable collection-health state instead of stale inferred values.
* Contract alignment: evidence quality and collection-health fields are bounded and additive.

***

### Task T005 - Add source-quality helper tests

**Started**: 2026-06-14 01:16 **Completed**: 2026-06-14 01:18 **Duration**: 2 minutes

**Notes**:

* Added tests for quality component scoring, missing/malformed fallback fields, quality-first ordering, legacy relevance fallback, deterministic tie-breakers, and low-quality caps.
* Focused suite passed: `vitest run scripts/extensions/trend-finder/sources/__tests__/source-quality.test.ts`.

**Files Changed**:

* `scripts/extensions/trend-finder/sources/__tests__/source-quality.test.ts` - added focused source-quality coverage.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T005 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged test implementation.

**BQC Fixes**:

* Contract alignment: tests enforce legacy relevance fallback when quality metadata is absent.
* Failure path completeness: tests enforce bounded malformed URL and timestamp fallbacks.

***

### Task T004 - Extend evidence quality score helper and ordering

**Started**: 2026-06-14 01:10 **Completed**: 2026-06-14 01:16 **Duration**: 6 minutes

**Notes**:

* Added quality component weights for source tier, source-local signal, recency, relevance, title sanity, and URL presence.
* Added deterministic bounded component helpers and `calculateEvidenceQualityScore()`.
* Updated evidence ordering to prefer stored shared quality score, then relevance, timestamp, source ID, and evidence ID.
* Kept legacy fallback ordering stable by using bounded relevance when quality metadata is not present.

**Files Changed**:

* `scripts/extensions/trend-finder/sources/source-quality.ts` - added quality score contracts, clamps, component math, and quality-first ordering.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T004 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged helper implementation.

**BQC Fixes**:

* Contract alignment: legacy evidence without quality metadata keeps deterministic relevance fallback ordering.
* Failure path completeness: malformed timestamps and URLs fall back to bounded component scores without throwing.

***

### Task T003 - Inspect Trend Finder quality, collector, scoring, schema, and UI baselines

**Started**: 2026-06-14 01:09 **Completed**: 2026-06-14 01:10 **Duration**: 1 minute

**Notes**:

* Reviewed `source-quality.ts`; source tiers and low-quality caps exist, but ordering uses `relevanceScore` only.
* Reviewed collector evidence preparation, Session 01 identity wiring, sanitized duplicate trace payloads, and final payload assembly.
* Reviewed scoring evidence-strength math; relevance currently drives 45% of evidence strength and quality selection runs before syndication grouping.
* Reviewed browser schema, Sources view, Engine Replay trace/model/component, and Signal Workbench evidence rows for additive fields and UI insertion points.

**Files Changed**:

* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T003 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged baseline inspection.

**BQC Fixes**:

* None.

***

### Task T002 - Verify Trends-Finderz quality and scan-health references

**Started**: 2026-06-14 01:08 **Completed**: 2026-06-14 01:09 **Duration**: 1 minute

**Notes**:

* Reviewed `EXAMPLES/trends-finderz/lib/signals/signal-fingerprint.ts`; quality meta is deterministic and bounded from source trust, recency, engagement, title sanity, and URL presence.
* Reviewed `EXAMPLES/trends-finderz/lib/product/source-quality.ts`; source quality summaries use clamped scores, source contribution counts, and scalar warnings.
* Reviewed `EXAMPLES/trends-finderz/lib/scan/scan-reliability-qa.ts`; scan health uses duplicate-rate and source-coverage labels with pass/review/fail states.
* No code changes were required for this verification task.

**Files Changed**:

* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T002 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged reference verification.

**BQC Fixes**:

* None.

***

### Task T001 - Verify Session 01 dedup and syndication outputs

**Started**: 2026-06-14 01:07 **Completed**: 2026-06-14 01:08 **Duration**: 1 minute

**Notes**:

* Confirmed Session 01 validation result is PASS with 23/23 tasks complete.
* Confirmed duplicate, high-duplicate, syndication, trace sanitization, ASCII, LF, typecheck, lint, and full test gates passed in the prior session.
* No code changes were required for this verification task.

**Files Changed**:

* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/tasks.md` - marked T001 complete and updated progress summary.
* `.spec_system/specs/phase28-session02-signal-quality-score-and-collection-health/implementation-notes.md` - logged setup verification.

**BQC Fixes**:

* None.

***

## Task Log

### 2026-06-14 - Session Start

**Environment verified**:

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

***


---

# 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-session02-signal-quality-score-and-collection-health/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.
