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athena-oracle/docs/DevDesignReview.md
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Dev Design Review

Overall Assessment

The current Dev-Design.md is 75-80% ready for delegation. Strong architecture and phased approach, but missing key operational sections.

Chapter-by-Chapter Feedback

1. North Star

Strengths: Clear vision. Gaps: No measurable success criteria for MVP. Recommendation: Add success metrics (e.g., Bob spends <15 min/week on research).

2. System Architecture

Strengths: Good diagram and memory budget. Gaps: No data flow description, error propagation, or external dependency diagram. Recommendation: Add numbered daily run flow and failure modes section.

3. Data Layer

Strengths: Strong SQLite rationale and retention policy. Gaps: No backup strategy or migration process. Recommendation: Add SQLite backup/restore and schema migration approach.

4. Adapter Layer

Strengths: Clear HTTP-only decision. Gaps: No formal adapter interface contract. Recommendation: Define minimal Adapter Interface (methods, exceptions).

5. Theme Tagging

Strengths: Good phased approach. Gaps: No theme governance process. Recommendation: Add subsection on how themes are proposed and maintained.

6. Falsification Engine

Strengths: Exponential decay is a smart improvement. Gaps: No calibration/tuning process. Recommendation: Add note on how decay parameters are validated.

7. Output Layer

Strengths: Good consumer separation. Gaps: MCP tools are too high-level; no auth model. Recommendation: Define minimum MCP tools and basic API auth.

8. Observability

Strengths: Decent start. Gaps: No log retention, alerting thresholds, or SLIs. Recommendation: Add log retention policy and basic alerting matrix.

9. Scheduling

Strengths: Good comparison. Gaps: No explicit recommendation for Phase 1 vs future. Recommendation: State clear recommendation (cron for Phase 1).

10. Inference

Strengths: Clear host-level decision. Gaps: No model upgrade/rollback process. Recommendation: Add model upgrade guidance.

11. Security

Strengths: Basic coverage. Gaps: Container hardening and dependency scanning. Recommendation: Add MVP security baseline subsection.

12. Implementation Phases

Strengths: Strong. Gaps: No Definition of Done per phase. Recommendation: Add DoD checklist for each phase.

13. Backport to PRD

Strengths: Useful. Recommendation: Consider moving actual requirement text to PRD to avoid duplication.

14. Design Decisions

Strengths: Good. Recommendation: Add "Revisit in Phase X" column for key decisions.

Missing Sections to Add

  1. Testing Strategy (unit, integration, E2E)
  2. Deployment & CI/CD
  3. Operational Runbooks
  4. Risk Register & Assumptions
  5. Dependencies & Tooling

Priority for Next Revision

Focus on adding Testing Strategy, Runbooks, and DoD per phase first. This will make the document truly delegation-ready.