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Align AOC tasks for Excititor and Concelier

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docs/modules/advisory-ai/implementation_plan.md
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# Implementation plan — Advisory AI
## Current objectives
- Deliver Epic milestones summarised below while maintaining determinism and offline parity.
- Keep documentation, telemetry, and runbooks aligned with sprint outcomes.
## Workstreams
- Roadmap: reconcile open stories in ../../TASKS.md with module backlog.
- Delivery: ship features outlined in the epic while preserving AOC guardrails.
- Validation: extend tests/fixtures to guarantee reproducibility and provenance.
## Epic milestones
- Epic 8: Advisory AI Assistant.
- DOCS-AI stories to be tracked in ../../TASKS.md.
## Coordination
- Review ./AGENTS.md before picking up work.
- Sync with owners listed in docs/implplan/SPRINTS.md.
- Update this plan whenever scope, dependencies, or guardrails change.
# Implementation plan — Advisory AI
## Current objectives
- Deliver Epic milestones summarised below while maintaining determinism and offline parity.
- Keep documentation, telemetry, and runbooks aligned with sprint outcomes.
## Workstreams
- Roadmap: reconcile open stories in ../../TASKS.md with module backlog.
- Delivery: ship features outlined in the epic while preserving AOC guardrails.
- Validation: extend tests/fixtures to guarantee reproducibility and provenance.
## Epic milestones
- Epic 8: Advisory AI Assistant.
- DOCS-AI stories to be tracked in ../../TASKS.md.
## Coordination
- Review ./AGENTS.md before picking up work.
- Sync with owners listed in docs/implplan/SPRINTS.md.
- Update this plan whenever scope, dependencies, or guardrails change.