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Align AOC tasks for Excititor and Concelier

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docs/modules/advisory-ai/AGENTS.md
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# Advisory AI agent guide
## Mission
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.
## Key docs
- [Module README](./README.md)
- [Architecture](./architecture.md)
- [Implementation plan](./implementation_plan.md)
- [Task board](./TASKS.md)
## How to get started
1. Review ./architecture.md for retrieval pipeline, guardrails, and profile support.
2. Open ../../implplan/SPRINTS.md and locate stories for this component.
3. Check ./TASKS.md and update status before/after work.
4. Read README/architecture for design context and update as the implementation evolves.
## Guardrails
- Uphold Aggregation-Only Contract boundaries when consuming ingestion data.
- Preserve determinism and provenance in all derived outputs.
- Document offline/air-gap pathways for any new feature.
- Update telemetry/observability assets alongside feature work.
# Advisory AI agent guide
## Mission
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.
## Key docs
- [Module README](./README.md)
- [Architecture](./architecture.md)
- [Implementation plan](./implementation_plan.md)
- [Task board](./TASKS.md)
## How to get started
1. Review ./architecture.md for retrieval pipeline, guardrails, and profile support.
2. Open ../../implplan/SPRINTS.md and locate stories for this component.
3. Check ./TASKS.md and update status before/after work.
4. Read README/architecture for design context and update as the implementation evolves.
## Guardrails
- Uphold Aggregation-Only Contract boundaries when consuming ingestion data.
- Preserve determinism and provenance in all derived outputs.
- Document offline/air-gap pathways for any new feature.
- Update telemetry/observability assets alongside feature work.