> 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/phases/phase_28.md).

# phase\_28

- [PRD Phase 28: Trend Finder Trends-Finderz Adoption](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/prd_phase_28.md)
- [Session 01: Cross-Source Signal Identity And Dedup](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_01_cross_source_signal_identity_and_dedup.md)
- [Session 02: Signal Quality Score And Collection Health](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_02_signal_quality_score_and_collection_health.md)
- [Session 03: Calibration Version Stamp And Confidence Dampener](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_03_calibration_version_and_confidence_dampener.md)
- [Session 04: Topic Noise Gate And Visibility Bands](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_04_topic_noise_gate_and_visibility_bands.md)
- [Session 05: Signal Aging Half-Lives And Saturation Refinement](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_05_signal_aging_half_lives_and_saturation_refinement.md)
- [Session 06: Lifecycle Multiplier And Named Contributions](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_06_lifecycle_multiplier_and_named_contributions.md)
- [Session 07: Research-Only Calibration And Cache Retention](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_07_research_only_calibration_and_cache_retention.md)
- [Session 08: Per-Topic Action Verdicts And Consistency QA](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_08_action_verdicts_and_consistency_qa.md)
- [Session 09: Action Queue Surface](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_09_action_queue_surface.md)
- [Session 10: Watchlist Pin Baselines, Notes, And Tags](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_10_watchlist_pin_baselines_notes_tags.md)
- [Session 11: Search Palette And Deterministic Embeddings](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_11_search_palette_and_deterministic_embeddings.md)
- [Session 12: Brief QA, Markdown Export, And KPI Strip](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_12_brief_qa_markdown_export_and_kpi_strip.md)
- [Session 13: Keyword Packs, Rotation, And Coverage QA](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_13_keyword_packs_rotation_and_coverage.md)
- [Session 14: Direct First-Party Source Adapters](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_14_direct_first_party_source_adapters.md)
- [Session 15: Documentation Validation And Release](https://ai-os-and-trend-finder.gitbook.io/ai-os-and-trend-finder-docs/.spec_system/archive/phases/phase_28/session_15_documentation_validation_and_release.md)


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