> 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-session01-editorial-quick-wins/implementation_summary.md). # Implementation Summary **Session ID**: `phase29-session01-editorial-quick-wins` **Completed**: 2026-06-19 **Duration**: 0.3 hours *** ## Overview Completed Phase 29 Session 01 by adding Trend Finder editorial guardrails and creator-hype noise detection without changing browser payload contracts or source activation boundaries. Analyst prompts now include anti-AI-trope instructions, public-copy validation rejects reviewed banned phrases through the existing retry/fallback path, deterministic fallback copy is normalized to the same voice standard, and engagement-farming topic titles feed existing topic noise downrank fields. Source documentation now states X, TikTok, Instagram, and Bluesky are deliberate non-goals under the current compliance posture. *** ## Deliverables ### Files Created | File | Purpose | Lines | | ------------------------------------------------------------------------------------- | ----------------------------------------- | ----- | | `.spec_system/specs/phase29-session01-editorial-quick-wins/security-compliance.md` | Security and GDPR review for the session. | 76 | | `.spec_system/specs/phase29-session01-editorial-quick-wins/validation.md` | Validation report and command evidence. | 232 | | `.spec_system/specs/phase29-session01-editorial-quick-wins/IMPLEMENTATION_SUMMARY.md` | Completion summary for updateprd. | 105 | ### Files Modified | File | Changes | | ----------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------- | | `scripts/lib/ai-runtime/trend-analyst.ts` | Added anti-trope prompt block, banned-phrase validation, repair/fallback integration, and deterministic fallback voice constraints. | | `scripts/lib/ai-runtime/topic-quality.ts` | Added creator-hype pattern detection and routed hits into existing content penalty and topic noise downrank scoring. | | `scripts/lib/ai-runtime/__tests__/trend-analyst.test.ts` | Added prompt, banned-copy rejection, accepted-copy, and fallback voice coverage. | | `scripts/lib/ai-runtime/__tests__/topic-quality.test.ts` | Added engagement-farm downrank and useful tutorial non-regression coverage. | | `src/extensions/trend-finder/__tests__/reference-docs.test.ts` | Updated docs expectations for explicit non-goal social-source rows. | | `docs/extensions/trend-finder-sources.md` | Documented broader social reach as uncollected, unconfigured, and unapproved. | | `.spec_system/specs/phase29-session01-editorial-quick-wins/tasks.md` | Marked all 18 tasks and closeout checklist complete. | | `.spec_system/specs/phase29-session01-editorial-quick-wins/implementation-notes.md` | Logged task-by-task implementation details and final verification. | | `.spec_system/state.json` | Marked the session complete and Phase 29 in progress. | | `.spec_system/PRD/phase_29/PRD_phase_29.md` | Updated progress tracker to 1/18 sessions complete. | | `package.json` | Bumped version from `0.1.345` to `0.1.346`. | | `README.md` | Synced visible version line to `0.1.346`. | | `docs/CHANGELOG.md` | Added Phase 29 Session 01 release notes. | *** ## Technical Decisions 1. **Reuse existing analyst fallback flow**: Banned phrase failures use the same validation issue, repair retry, and fallback-required path as existing invented metadata checks, avoiding a second retry mechanism. 2. **Keep creator-hype private to scoring**: Hype markers feed `contentPatternPenalty`, `topicNoiseRisk`, and `topicNoiseDownrank` instead of adding a browser-visible field. 3. **Document social reach as a non-goal**: X, TikTok, Instagram, and Bluesky remain outside collection and approval boundaries until a future compliance-specific session changes that posture. *** ## Test Results | Metric | Value | | -------- | ------------- | | Tests | 3710 | | Passed | 3710 | | Coverage | Not collected | *** ## Lessons Learned 1. Validation found one stale documentation registry assumption: a blanket `Instagram` ban conflicted with explicit non-goal documentation and needed a targeted test update. 2. Editorial discipline fits best as a validator over typed public-copy fields, not over raw evidence or identifiers, because it keeps false positives bounded. *** ## Future Considerations Items for future sessions: 1. Session 02 can build attention and polarity fields on top of the stricter editorial baseline. 2. Future source-expansion work must remain gated by explicit source-specific compliance before any social platform is collected or surfaced. *** ## Session Statistics * **Tasks**: 18 completed * **Files Created**: 3 * **Files Modified**: 13 * **Tests Added**: 8 * **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-session01-editorial-quick-wins/implementation_summary.md?ask=&goal= ``` `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.