feat(docs): Add comprehensive documentation for Vexer, Vulnerability Explorer, and Zastava modules
- Introduced AGENTS.md, README.md, TASKS.md, and implementation_plan.md for Vexer, detailing mission, responsibilities, key components, and operational notes. - Established similar documentation structure for Vulnerability Explorer and Zastava modules, including their respective workflows, integrations, and observability notes. - Created risk scoring profiles documentation outlining the core workflow, factor model, governance, and deliverables. - Ensured all modules adhere to the Aggregation-Only Contract and maintain determinism and provenance in outputs.
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| # StellaOps Advisory AI | ||||
|  | ||||
| Advisory AI is the retrieval-augmented assistant that synthesizes advisory and VEX evidence into operator-ready summaries, conflict explanations, and remediation plans with strict provenance. | ||||
|  | ||||
| ## Responsibilities | ||||
| - Generate policy-aware advisory summaries with citations back to Conseiller and Excititor evidence. | ||||
| - Explain conflicting advisories/VEX statements using weights from VEX Lens and Policy Engine. | ||||
| - Propose remediation hints aligned with Offline Kit staging and export bundles. | ||||
| - Expose API/UI surfaces with guardrails on model prompts, outputs, and retention. | ||||
|  | ||||
| ## Key components | ||||
| - RAG pipeline drawing from Conseiller, Excititor, VEX Lens, Policy Engine, and SBOM Service data. | ||||
| - Prompt templates and guard models enforcing provenance and redaction policies. | ||||
| - Vercel/offline inference workers with deterministic caching of generated artefacts. | ||||
|  | ||||
| ## Integrations & dependencies | ||||
| - Authority for tenant-aware access control. | ||||
| - Policy Engine for context-specific decisions and explain traces. | ||||
| - Console/CLI for interaction surfaces. | ||||
| - Export Center/Vuln Explorer for embedding generated briefs. | ||||
|  | ||||
| ## Operational notes | ||||
| - Model cache management and offline bundle packaging per Epic 8 requirements. | ||||
| - Usage/latency dashboards for prompt/response monitoring. | ||||
| - Redaction policies validated against security/LLM guardrail tests. | ||||
|  | ||||
| ## Epic alignment | ||||
| - Epic 8: Advisory AI Assistant. | ||||
| - DOCS-AI stories to be tracked in ../../TASKS.md. | ||||
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