- 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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			30 lines
		
	
	
		
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			Markdown
		
	
	
	
	
	
| # StellaOps Advisory AI
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| 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.
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| ## Responsibilities
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| - Generate policy-aware advisory summaries with citations back to Conseiller and Excititor evidence.
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| - Explain conflicting advisories/VEX statements using weights from VEX Lens and Policy Engine.
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| - Propose remediation hints aligned with Offline Kit staging and export bundles.
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| - Expose API/UI surfaces with guardrails on model prompts, outputs, and retention.
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| 
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| ## Key components
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| - RAG pipeline drawing from Conseiller, Excititor, VEX Lens, Policy Engine, and SBOM Service data.
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| - Prompt templates and guard models enforcing provenance and redaction policies.
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| - Vercel/offline inference workers with deterministic caching of generated artefacts.
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| ## Integrations & dependencies
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| - Authority for tenant-aware access control.
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| - Policy Engine for context-specific decisions and explain traces.
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| - Console/CLI for interaction surfaces.
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| - Export Center/Vuln Explorer for embedding generated briefs.
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| ## Operational notes
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| - Model cache management and offline bundle packaging per Epic 8 requirements.
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| - Usage/latency dashboards for prompt/response monitoring.
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| - Redaction policies validated against security/LLM guardrail tests.
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| ## Epic alignment
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| - Epic 8: Advisory AI Assistant.
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| - DOCS-AI stories to be tracked in ../../TASKS.md.
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