qa(advisoryai): verify codex companion and sync FLOW/task state
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# AI Codex / Zastava Companion
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## Status
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NOT_FOUND
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## Description
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The advisory AI module exists with policy studio and LatticeRuleGenerator, but the specific "AI Codex" or "Zastava Companion" branding/feature set described in the advisory is not found.
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## Why Not Implemented
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- The specific "AI Codex" or "Zastava Companion" branding is not found, but substantial AI infrastructure exists:
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- `src/AdvisoryAI/` provides evidence-anchored explanation generation with `EvidenceAnchoredExplanationGenerator`, `ExplanationPromptTemplates`, replay golden tests, and a web service (`AdvisoryAI.WebService/Program.cs`)
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- `src/Zastava/StellaOps.Zastava.Observer/` exists as a runtime observer module
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- The Web UI has Ask Stella components under `src/Web/.../shared/components/ai/`
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- The "AI Codex" concept (a comprehensive AI assistant branded as "Zastava Companion") appears to be a product vision not yet realized as a unified feature, though its constituent parts (AI explanations, policy studio, LatticeRuleGenerator) exist separately
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## Source
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- Feature matrix scan
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## Notes
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- Module: AdvisoryAI
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- Modules referenced: `src/AdvisoryAI`, `src/Zastava/`
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- Related: `src/AdvisoryAI/StellaOps.AdvisoryAI/Explanation/` (explanation generation), `src/Zastava/` (observer)
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