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docs/advisory-ai/evidence-payloads.md
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# Advisory AI Evidence Payloads (LNM-Aligned)
_Updated: 2025-11-18 · Owner: Advisory AI Docs Guild · Sprint: 0111 (AIAI-RAG-31-003)_
_Updated: 2025-11-24 · Owner: Advisory AI Docs Guild · Sprint: 0111 (AIAI-RAG-31-003)_
This document defines how Advisory AI consumes Link-Not-Merge (LNM) observations and linksets for Retrieval-Augmented Generation (RAG). It aligns payloads with the frozen LNM v1 schema (`docs/modules/concelier/link-not-merge-schema.md`, 2025-11-17) and replaces prior draft payloads. CLI/Policy artefacts (`CLI-VULN-29-001`, `CLI-VEX-30-001`, `policyVersion` digests) are referenced but optional at runtime; missing artefacts trigger deterministic `409 advisory.contextUnavailable` responses rather than fallback merging.
This document defines how Advisory AI consumes Link-Not-Merge (LNM) observations and linksets for Retrieval-Augmented Generation (RAG). It aligns payloads with the frozen LNM v1 schema (`docs/modules/concelier/link-not-merge-schema.md`, 2025-11-17) and replaces prior draft payloads. CLI/Policy artefacts (`CLI-VULN-29-001`, `CLI-VEX-30-001`, `policyVersion` digests) are referenced but optional at runtime; missing artefacts trigger deterministic `409 advisory.contextUnavailable` responses rather than fallback merging. A deterministic SBOM context fixture lives at `out/console/guardrails/cli-vuln-29-001/sample-sbom-context.json` (SHA256 `421af53f9eeba6903098d292fbd56f98be62ea6130b5161859889bf11d699d18`) and is used in the examples below.
## 1) Input envelope (per task)