chore: initialize cli autoresearch segment

experiments/worklog.md

@@ -138,3 +138,9 @@
 - Result: template_score=100.0, passed_cases=11, failed_cases=0, total_cases=11.
 - Insight: A narrow Moonshot variant match closes the Kimi-family naming gap cleanly without breaking safe generic fallback for unrelated names such as `moonshine-local`.
 - Next: raise the benchmark around multi-turn continuity, tool-role rendering, or family-specific response-format instructions.
+
+## Segment 5: CLI Control Surface
+- New objective: build a complete management CLI first, ahead of the Tauri app, on top of the current backend version.
+- Benchmark driver: `./autoresearch.sh` now runs ignored CLI-surface tests and reports `cli_surface_score`, `passed_cases`, `failed_cases`, and `total_cases`.
+- Keep/discard rule is test-driven: higher `cli_surface_score` wins while the regular non-ignored suite remains green.
+- This segment starts by benchmarking the command surface itself before deeper execution and backend-admin semantics are implemented.