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+# Claw Code Parity Plan (Rewritten)
+
+## Scope
+- Align AX Copilot with claw-code quality for loop reliability, permission/hook behavior, and session durability.
+
+## Preserved History (Summary)
+- Core loop guards and post-tool verification gates are already partially implemented.
+- Plan Mode, parallel tool execution, and unknown-tool recovery are in place.
+- Session restore hardening is ongoing.
+
+## Execution Tracks
+1. Hook contract parity
+- Structured hook output support (`updatedInput`, `updatedPermissions`, `additionalContext`).
+- Runtime gating through settings toggles.
+
+2. Session/state parity
+- Deterministic run resume rules.
+- Stable jsonl event schema + replay compatibility.
+
+3. Recovery parity
+- Failure-type classification and standardized retry guidance.
+- Reduced repeated wrong-tool loops.
+
+4. Completion parity
+- Evidence-based finalization criteria for code/document tasks.
+
+## Done Criteria
+- Internal parity scenarios pass target threshold.
+- Resume/replay failures: zero.
+- `dotnet build` warnings/errors: zero.