> 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/phase29-session12-security-lens/implementation_summary.md).

# Implementation Summary

**Session ID**: `phase29-session12-security-lens` **Completed**: 2026-06-21 **Duration**: 0.8 hours

***

## Overview

Completed the Trend Finder security lens. The session derives bounded topic-level `securityRelevance` from existing browser-safe evidence, reuses the reviewed security keyword category without adding sources, exposes severity/reason/action/citation details through schema defaults, Signal Workbench filtering, static Brief output, QA, payload-size reporting, and documentation, and keeps non-security topics explicitly unavailable.

***

## Deliverables

### Files Created

| File                                                     | Purpose                                                                                                                             | Lines |
| -------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------- | ----- |
| `scripts/lib/ai-runtime/security-lens.ts`                | Deterministic security relevance derivation, severity/action taxonomy, bounds, citations, privacy guards, and unavailable fallback. | 429   |
| `scripts/lib/ai-runtime/__tests__/security-lens.test.ts` | Unit coverage for matching, severity/action bounds, deterministic ordering, unavailable output, and private-string rejection.       | 306   |

### Files Modified

| File                                                                        | Changes                                                                                                                         |
| --------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------- |
| `scripts/extensions/trend-finder/sources/keyword-packs.ts`                  | Adds a named accessor for the reviewed security keyword category without changing source posture.                               |
| `scripts/lib/ai-runtime/source-breakdown.ts`                                | Attaches security relevance during topic enrichment with unavailable fallback on derivation errors.                             |
| `src/extensions/trend-finder/schema.ts`                                     | Adds security relevance constants, schema, defaults, cited-evidence validation, topic field, and required-derived registration. |
| `src/extensions/trend-finder/view-model.ts`                                 | Adds labels, tones, summaries, action chips, citation projection, and browser-safe security view models.                        |
| `src/extensions/trend-finder/signal-workbench-model.ts`                     | Adds security severity filter state, facets, row fields, summaries, sorting, search indexing, and stale-filter reset.           |
| `src/extensions/trend-finder/components/signal-workbench-controls.tsx`      | Adds the accessible security severity filter control.                                                                           |
| `src/extensions/trend-finder/components/signal-workbench-table.tsx`         | Renders sortable security severity and bounded informational action chips.                                                      |
| `src/extensions/trend-finder/brief-export-model.ts`                         | Projects security lens data into compact Brief data and Markdown output.                                                        |
| `scripts/extensions/trend-finder/static-brief-export.ts`                    | Adds static Brief security lens report schema, projection, bounds, and unavailable mapping.                                     |
| `scripts/extensions/trend-finder/static-brief-renderer.ts`                  | Renders the static Brief security lens callout, empty state, actions, reasons, and citations.                                   |
| `scripts/extensions/trend-finder/static-brief-qa.ts`                        | Adds section marker, structure checks, citation checks, action bounds, and privacy failure mapping.                             |
| `scripts/extensions/trend-finder/measure-payload-size.ts`                   | Tracks `data.topics[].securityRelevance` as a high-pressure browser payload branch.                                             |
| `scripts/extensions/trend-finder/required-derived-fields.ts`                | Registers the new topic-level required derived branch for closeout.                                                             |
| `src/extensions/trend-finder/fixtures.ts`                                   | Adds default security relevance fixture data.                                                                                   |
| `scripts/lib/ai-runtime/__tests__/source-breakdown.test.ts`                 | Covers source-breakdown integration and privacy behavior.                                                                       |
| `src/extensions/trend-finder/__tests__/signal-workbench-model.test.ts`      | Covers schema defaults, view-model projection, filters, facets, sorting, row chips, and re-entry reset.                         |
| `scripts/extensions/trend-finder/__tests__/static-brief-export.test.ts`     | Covers static Brief security projection and privacy-clean rows.                                                                 |
| `scripts/extensions/trend-finder/__tests__/static-brief-renderer.test.ts`   | Covers rendered security lens section, public links, and unsafe URL filtering.                                                  |
| `scripts/extensions/trend-finder/__tests__/static-brief-qa.test.ts`         | Covers missing citations, over-bound rows, and private-string failures.                                                         |
| `scripts/extensions/trend-finder/__tests__/measure-payload-size.test.ts`    | Covers present and legacy-missing security relevance branch reporting.                                                          |
| `scripts/extensions/trend-finder/__tests__/required-derived-fields.test.ts` | Covers closeout shape registration.                                                                                             |
| `docs/extensions/trend-finder-pipeline.md`                                  | Documents derivation, source boundary, unavailable states, privacy behavior, and payload visibility.                            |
| `docs/extensions/trend-finder-ui-surfaces.md`                               | Documents the shipped Workbench filter and static Brief security callout.                                                       |

***

## Technical Decisions

1. **Existing evidence only**: The lens reads normalized topic, evidence, source, and keyword metadata already present in the payload.
2. **Reviewed category reuse**: The existing reviewed `security` keyword category is a signal, not approval for a new collector or source.
3. **Conservative unavailable fallback**: Sparse, ambiguous, legacy, or failed derivation paths publish explicit unavailable output.
4. **Informational actions only**: Action items stay bounded labels for operator review and do not imply remediation or execution.
5. **Browser-safe projection**: Static Brief and Workbench surfaces expose bounded labels, IDs, safe public citation URLs, and no raw/private source payloads.

***

## Test Results

| Metric   | Value         |
| -------- | ------------- |
| Tests    | 3837          |
| Passed   | 3837          |
| Coverage | Not collected |

Validation also passed `bun run lint`, `bun run typecheck`, `bun run typecheck:scripts`, scoped Prettier checks, `git diff --check`, payload-size reporting, static Brief dry-run QA/privacy checks, and ASCII/LF validation.

***

## Lessons Learned

1. Derived vertical lenses should publish explicit unavailable states so sparse evidence does not imply false precision.
2. Payload-size tooling is more useful when it reports high-pressure branches even when legacy data omits the branch.
3. Static Brief privacy checks need to cover each new report section as soon as the section becomes browser-visible.

***

## Future Considerations

Items for future sessions:

1. Keep Session 13 static Brief archival work aligned with the new `securityRelevance` branch and section marker.
2. Reuse the bounded derived-field pattern for upcoming One-to-Watch and pre-run estimate surfaces.
3. Do not widen security sourcing without a separate compliance-reviewed source boundary.

***

## Session Statistics

* **Tasks**: 23 completed
* **Files Created**: 2 source/test files plus session workflow artifacts
* **Files Modified**: 23 source/test/doc/tracking files plus version metadata
* **Tests Added**: 6 focused test areas
* **Blockers**: 0 resolved


---

# 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/phase29-session12-security-lens/implementation_summary.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.
