> 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/phase27-session01-brief-movement-groups-and-calibration-metrics/implementation-notes.md).

# Implementation Notes

**Session ID**: `phase27-session01-brief-movement-groups-and-calibration-metrics` **Started**: 2026-06-12 19:54 **Last Updated**: 2026-06-12 20:24

***

## Session Progress

| Metric              | Value   |
| ------------------- | ------- |
| Tasks Completed     | 20 / 20 |
| Estimated Remaining | 0 hours |
| Blockers            | 0       |

***

## Task Log

### 2026-06-12 - Session Start

**Environment verified**:

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

***

### Task T001 - Verify analyzer state, prerequisites, and generated-data boundaries

**Started**: 2026-06-12 19:53 **Completed**: 2026-06-12 19:54 **Duration**: 1 minute

**Notes**:

* Ran `.spec_system/scripts/analyze-project.sh --json`; active session resolved to `phase27-session01-brief-movement-groups-and-calibration-metrics`.
* Ran `.spec_system/scripts/check-prereqs.sh --json --env` and `.spec_system/scripts/check-prereqs.sh --json --tools bun`; environment and Bun 1.3.14 passed.
* Confirmed the session is additive and must not expose raw archives, prompts, provider responses, private paths, or local triage notes.

**Files Changed**:

* `.spec_system/specs/phase27-session01-brief-movement-groups-and-calibration-metrics/implementation-notes.md` - Created session progress log.

**BQC Fixes**:

* N/A - setup verification only.

***

### Task T002 - Inspect Trend Finder fixture, Brief, static export, and retro baselines

**Started**: 2026-06-12 19:54 **Completed**: 2026-06-12 19:55 **Duration**: 1 minute

**Notes**:

* Reviewed fixtures, Brief view, static export, static renderer, and retro tests before code changes.
* Confirmed existing Brief had headline/top cards and recent prediction/retro rows, but no movement grouping or aggregate calibration.

**Files Changed**:

* `.spec_system/specs/phase27-session01-brief-movement-groups-and-calibration-metrics/tasks.md` - Marked setup progress.

**BQC Fixes**:

* N/A - baseline inspection only.

***

### Task T003 - Extend prediction retro calibration schema, defaults, and types

**Started**: 2026-06-12 19:55 **Completed**: 2026-06-12 19:57 **Duration**: 2 minutes

**Notes**:

* Added additive prediction retro calibration state and outcome count schemas.
* Added unavailable defaults with bounded counts, nullable hit rate and Brier-style score, generated timestamp, and unavailable reason.
* Extended `PredictionRetroSummarySchema` with a defaulted `calibration` object for legacy payload parsing.

**Files Changed**:

* `src/extensions/trend-finder/schema.ts` - Added calibration schema/defaults and exported types.

**BQC Fixes**:

* Trust boundary enforcement: New browser payload object is Zod-validated with bounded numeric ranges and string limits.
* Contract alignment: Calibration defaults preserve legacy payload parsing.

***

### Task T004 - Add retro outcome aggregate and Brier-style calibration helpers

**Started**: 2026-06-12 19:57 **Completed**: 2026-06-12 19:58 **Duration**: 1 minute

**Notes**:

* Added outcome count and calibration helper exports in `retros.ts`.
* Pending rows count as tracking rows but are excluded from resolved hit rate and Brier-style scoring.
* Empty and pending-only inputs return explicit unavailable states.
* Ran `bun run test scripts/lib/ai-runtime/__tests__/retros.test.ts -t "retros module"`; passed 18 active tests.

**Files Changed**:

* `scripts/lib/ai-runtime/retros.ts` - Added aggregate and calibration helper exports.

**BQC Fixes**:

* Failure path completeness: Empty and pending-only inputs do not produce fake accuracy values.
* Contract alignment: Helpers return the schema-backed calibration shape.

***

### Task T005 - Add shared Brief and calibration view-model helpers

**Started**: 2026-06-12 19:58 **Completed**: 2026-06-12 20:02 **Duration**: 4 minutes

**Notes**:

* Added shared confidence band, movement group, today's pick, and calibration view models.
* Added a defensive calibration fallback for legacy-shaped in-memory objects.
* Ran `bun run test src/extensions/trend-finder/__tests__/view-model.test.ts`; passed 14 tests.

**Files Changed**:

* `src/extensions/trend-finder/view-model.ts` - Added shared presentation helpers.

**BQC Fixes**:

* Contract alignment: Shared helpers centralize labels for live and static consumers.
* Error information boundaries: Display copy is sanitized and bounded before rendering.

***

### Task T006 - Define projected Static Brief fields

**Started**: 2026-06-12 20:02 **Completed**: 2026-06-12 20:04 **Duration**: 2 minutes

**Notes**:

* Added strict projected schemas for today's pick, movement groups, confidence band context, and calibration.
* Added compatibility defaults for new top-level report sections and nested prediction retro calibration.
* Ran `bun run test scripts/extensions/trend-finder/__tests__/static-brief-export.test.ts`; passed 7 tests.

**Files Changed**:

* `scripts/extensions/trend-finder/static-brief-export.ts` - Added bounded schemas and projection fields.

**BQC Fixes**:

* Trust boundary enforcement: New static report fields are Zod-validated with limits before rendering.
* Error information boundaries: Projection uses sanitized, bounded view-model strings.

***

### Task T007 - Update Trend Finder fixtures for calibration states

**Started**: 2026-06-12 20:04 **Completed**: 2026-06-12 20:05 **Duration**: 1 minute

**Notes**:

* Added filled calibration to the main fixture.
* Kept empty prediction retro fixture on the default summary, now including unavailable calibration.
* Added a legacy omitted-field fixture for regression tests.
* Ran `bun run test src/extensions/trend-finder/__tests__/view-model.test.ts`; passed 14 tests.

**Files Changed**:

* `src/extensions/trend-finder/fixtures.ts` - Added filled and omitted calibration fixture coverage.

**BQC Fixes**:

* Contract alignment: Fixtures now cover filled, empty, and omitted calibration shapes.

***

### Task T008 - Wire live collector prediction retro summary calibration

**Started**: 2026-06-12 20:05 **Completed**: 2026-06-12 20:07 **Duration**: 2 minutes

**Notes**:

* Wired live collector calibration from previously loaded retro archive rows plus current-run retro rows.
* Kept recent prediction and retro arrays bounded through existing browser capping helpers.
* Updated a stale collector test expectation to use `DEFAULT_PREDICTION_RETRO_SUMMARY`.
* Ran `bun run test scripts/extensions/trend-finder/__tests__/collector.test.ts`; passed 20 tests.

**Files Changed**:

* `scripts/extensions/trend-finder/collector.ts` - Added calibration to live prediction retro summary.
* `scripts/extensions/trend-finder/__tests__/collector.test.ts` - Updated empty-summary expectation.

**BQC Fixes**:

* Failure path completeness: Archive read/write failures continue to warn and fall back.
* Error information boundaries: Browser state receives aggregate calibration only.

***

### Task T009 - Wire backtest publish prediction retro calibration

**Started**: 2026-06-12 20:07 **Completed**: 2026-06-12 20:08 **Duration**: 1 minute

**Notes**:

* Added calibration to backtest window snapshots from generated backtest retros and window timestamp.
* Ran `bun run test scripts/lib/ai-runtime/__tests__/backtests.test.ts`; passed 9 tests.

**Files Changed**:

* `scripts/lib/ai-runtime/backtests.ts` - Added calibration to backtest summary construction.

**BQC Fixes**:

* Error information boundaries: Backtest snapshots publish aggregate calibration only.

***

### Task T010 - Wire backhistory replay prediction retro calibration

**Started**: 2026-06-12 20:08 **Completed**: 2026-06-12 20:09 **Duration**: 1 minute

**Notes**:

* Added calibration to backhistory replay snapshots using replay retros and generated timestamp.
* Ran `bun run test scripts/extensions/trend-finder/__tests__/historical-backhistory-flow.test.ts`; passed 1 test.

**Files Changed**:

* `scripts/trend-finder-replay-backhistory.ts` - Added calibration to replay summary construction.

**BQC Fixes**:

* Contract alignment: Replay snapshots emit the same additive calibration contract as live and backtest paths.

***

### Task T011 - Render today's pick in Brief

**Started**: 2026-06-12 20:09 **Completed**: 2026-06-12 20:11 **Duration**: 2 minutes

**Notes**:

* Replaced old headline panels with a `Today's pick` visibility panel.
* Rendered deterministic reason, score, movement, confidence band with percentage, source count, and creator/lens copy.
* Preserved existing Brief visibility semantics by selecting from the same ranked topic set.
* Ran focused UI tests; passed 34 tests.

**Files Changed**:

* `src/extensions/trend-finder/views/brief-view.tsx` - Added today's pick panel.

**BQC Fixes**:

* Accessibility and platform compliance: Today's pick has accessible section labeling and visibility controls.
* State freshness on re-entry: Pick is derived from current visible topic state.

***

### Task T012 - Render Brief movement groups

**Started**: 2026-06-12 20:11 **Completed**: 2026-06-12 20:12 **Duration**: 1 minute

**Notes**:

* Added a `Movement groups` visibility panel with moved-up, cooled, and emerging groups.
* Groups use existing movement status/analysis view models and preserve visible ranked order.
* Ran focused UI tests; passed 34 tests.

**Files Changed**:

* `src/extensions/trend-finder/views/brief-view.tsx` - Added movement group panel and rows.

**BQC Fixes**:

* Contract alignment: Movement groups use existing movement data without new movement math.
* Accessibility and platform compliance: Groups are rendered as labeled sections and lists.

***

### Task T013 - Render calibration summary in Brief prediction/retro section

**Started**: 2026-06-12 20:12 **Completed**: 2026-06-12 20:13 **Duration**: 1 minute

**Notes**:

* Added calibration panel with hit rate, Brier-style score, total/resolved counts, outcome counts, and timestamp.
* Unavailable and pending-only states render explicit copy.
* Ran focused UI tests; passed 34 tests.

**Files Changed**:

* `src/extensions/trend-finder/views/brief-view.tsx` - Added calibration panel.

**BQC Fixes**:

* Failure path completeness: Missing resolved retros render unavailable copy instead of zero accuracy metrics.
* Accessibility and platform compliance: Calibration panel exposes an aria label.

***

### Task T014 - Replace raw TrendCard confidence with shared band labels

**Started**: 2026-06-12 20:13 **Completed**: 2026-06-12 20:14 **Duration**: 1 minute

**Notes**:

* Updated TrendCard confidence to use shared band labels while preserving percentage context.
* Ran focused UI tests; passed 30 tests.

**Files Changed**:

* `src/extensions/trend-finder/components/trend-card.tsx` - Replaced raw confidence metric.

**BQC Fixes**:

* Contract alignment: TrendCard now uses the same confidence helper as Brief and Static Brief.

***

### Task T015 - Render projected Static Brief sections

**Started**: 2026-06-12 20:14 **Completed**: 2026-06-12 20:15 **Duration**: 1 minute

**Notes**:

* Rendered projected today's pick, movement groups, confidence bands, and calibration in Static Brief HTML.
* Existing renderer escaping is used for all new projected text and attributes.
* Ran `bun run test scripts/extensions/trend-finder/__tests__/static-brief-renderer.test.ts`; passed 4 tests.

**Files Changed**:

* `scripts/extensions/trend-finder/static-brief-renderer.ts` - Rendered new static sections.

**BQC Fixes**:

* Error information boundaries: Renderer consumes projected report fields only and escapes output.
* Accessibility and platform compliance: Static sections use headings and labels.

***

### Task T016 - Add retro aggregate and calibration tests

**Started**: 2026-06-12 20:15 **Completed**: 2026-06-12 20:16 **Duration**: 1 minute

**Notes**:

* Added tests for outcome counts, Brier-style math, pending exclusion, pending-only state, and empty state.
* Ran `bun run test scripts/lib/ai-runtime/__tests__/retros.test.ts`; passed 26 tests.

**Files Changed**:

* `scripts/lib/ai-runtime/__tests__/retros.test.ts` - Added aggregate and calibration coverage.

**BQC Fixes**:

* Contract alignment: Tests pin pending exclusion and unavailable states.

***

### Task T017 - Add view-model tests for Brief helpers and calibration labels

**Started**: 2026-06-12 20:16 **Completed**: 2026-06-12 20:17 **Duration**: 1 minute

**Notes**:

* Added tests for confidence thresholds, movement group ordering, today's pick reason, and calibration labels.
* Ran `bun run test src/extensions/trend-finder/__tests__/view-model.test.ts`; passed 17 tests.

**Files Changed**:

* `src/extensions/trend-finder/__tests__/view-model.test.ts` - Added Brief helper and calibration label tests.

**BQC Fixes**:

* Contract alignment: Tests pin shared presentation contracts.

***

### Task T018 - Add schema regression tests for omitted calibration

**Started**: 2026-06-12 20:17 **Completed**: 2026-06-12 20:18 **Duration**: 1 minute

**Notes**:

* Updated legacy default expectations and added omitted-calibration and populated-calibration assertions.
* Ran `bun run test src/lib/__tests__/trend-finder-schema.test.ts`; passed 80 tests.

**Files Changed**:

* `src/lib/__tests__/trend-finder-schema.test.ts` - Added calibration schema coverage.

**BQC Fixes**:

* Trust boundary enforcement: Tests verify additive defaults at the payload boundary.

***

### Task T019 - Add Static Brief export and renderer tests

**Started**: 2026-06-12 20:18 **Completed**: 2026-06-12 20:19 **Duration**: 1 minute

**Notes**:

* Added static export assertions for today's pick, movement groups, and calibration projection.
* Added renderer assertions for new panels, confidence labels, calibration copy, and unavailable empty states.
* Ran static export and renderer tests; passed 11 tests.

**Files Changed**:

* `scripts/extensions/trend-finder/__tests__/static-brief-export.test.ts` - Added projected section assertions.
* `scripts/extensions/trend-finder/__tests__/static-brief-renderer.test.ts` - Added rendered section assertions.

**BQC Fixes**:

* Error information boundaries: Tests verify projected rendering and retained private path checks.

***

### Task T020 - Run focused tests, typechecks, full tests, and ASCII validation

**Started**: 2026-06-12 20:19 **Completed**: 2026-06-12 20:24 **Duration**: 5 minutes

**Notes**:

* Ran focused touched-area tests; passed 11 files and 204 tests.
* Ran `bun run typecheck`; passed.
* Ran `bun run typecheck:scripts`; passed.
* Ran `bun run test`; passed 267 files and 3322 tests.
* Ran focused Prettier check on touched code/test files; passed after mechanical formatting.
* Ran ASCII validation over touched code/test files and active session files; no non-ASCII characters found.

**Files Changed**:

* `.spec_system/specs/phase27-session01-brief-movement-groups-and-calibration-metrics/tasks.md` - Marked final verification and completion checklist complete.
* `.spec_system/specs/phase27-session01-brief-movement-groups-and-calibration-metrics/implementation-notes.md` - Logged final verification.

**BQC Fixes**:

* Contract alignment: Final typechecks and full test suite validate updated browser/script contracts.

***

## Verification Summary

* `bun run test scripts/lib/ai-runtime/__tests__/retros.test.ts src/extensions/trend-finder/__tests__/view-model.test.ts src/lib/__tests__/trend-finder-schema.test.ts scripts/extensions/trend-finder/__tests__/collector.test.ts scripts/lib/ai-runtime/__tests__/backtests.test.ts scripts/extensions/trend-finder/__tests__/historical-backhistory-flow.test.ts scripts/extensions/trend-finder/__tests__/static-brief-export.test.ts scripts/extensions/trend-finder/__tests__/static-brief-renderer.test.ts src/lib/__tests__/trend-finder-dashboard.test.tsx src/extensions/trend-finder/__tests__/visibility-views.test.tsx src/extensions/trend-finder/components/__tests__/signal-workbench-view.test.tsx` - passed 11 files, 204 tests.
* `bun run typecheck` - passed.
* `bun run typecheck:scripts` - passed.
* `bun run test` - passed 267 files, 3322 tests.
* `bunx prettier --check ...` on touched code/test files - passed.
* ASCII validation on touched code/test files and active session files - passed.

***

## Blockers & Solutions

No blockers.

***

## Design Decisions

### Decision 1: Additive Calibration Contract

**Context**: Legacy Trend Finder payloads and snapshots omit calibration.

**Chosen**: Add a defaulted `calibration` object under `predictionRetroSummary`.

**Rationale**: Browser, script, static export, and legacy snapshots continue parsing while new reports can render aggregate accountability metrics.

### Decision 2: Pending Rows Are Tracking Rows

**Context**: Pending retros indicate unresolved predictions and should not reduce accuracy metrics.

**Chosen**: Count pending rows in outcome counts but exclude them from resolved hit rate and Brier-style score.

**Rationale**: This keeps unresolved records visible without presenting fake accuracy numbers.

### Decision 3: Project Before Static Rendering

**Context**: Static Brief must stay browser-safe and privacy-safe.

**Chosen**: Project today's pick, movement groups, confidence labels, and calibration into strict static report fields before rendering.

**Rationale**: The renderer consumes bounded projected fields only and does not read raw Trend Finder payloads or private archives.


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