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git.stella-ops.org/docs/features/unimplemented/advisory-lens.md

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# Advisory Lens (Core Library and UI)
## Status
NOT_FOUND
## Description
Proposed contextual copilot that learns from organizational data to surface explainable suggestions. Includes:
- **Core library**: Semantic case matching engine (`StellaOps.AdvisoryLens`)
- **UI components**: "Top 3 Suggestions Today" Lens Panel, inline hints, playbook drawer with dry-run preview
Not yet created; sprint tasks all at TODO status.
## Why Not Implemented
- No `StellaOps.AdvisoryLens` library found under `src/__Libraries/` or anywhere in `src/`
- No dedicated "Lens Panel", "Top 3 Suggestions", inline hint system, or playbook drawer components found in `src/Web/`
- The AdvisoryAI module (`src/AdvisoryAI/`) provides AI-powered explanation generation (evidence-anchored explanations, replay, prompt templates) but does not implement the "Advisory Lens" semantic case-matching copilot concept
- The Web UI has AI components (`src/Web/StellaOps.Web/src/app/shared/components/ai/`) including Ask Stella and AI explanation chips, but these are a different UX pattern from the Advisory Lens concept
- Likely deferred to a future phase; the AdvisoryAI module may serve as foundation for eventual Advisory Lens work
## Source
- Feature matrix scan
## Notes
- Module: __Libraries
- Modules referenced: `(planned for src/__Libraries/StellaOps.AdvisoryLens, src/Web)`
- Related existing code: `src/AdvisoryAI/` (explanation generation), `src/Web/.../shared/components/ai/` (AI chips, Ask Stella)