ck:autoresearch - Autonomous optimization loop for mechanical metrics
Runs iterative code optimization loops against a mechanical metric, learning from git history to automatically keep or discard changes.
Tags
Updated: 2026-09-16Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Run iterative code optimization loops
- Evaluate code with verification commands
- Commit or revert code changes
- Record iteration results to TSV
- Detect stuck optimization iterations
Inputs
- Goal description
- Scope glob pattern for editable files
- Single-number output verification command
- Regression guard command
- Clean git working tree
Outputs
- Git commits and reverts
- loop-results.tsv log file
- Interactive configuration prompts
- Optimization status reports
Requirements
- Git repository with clean working tree
- Verify command execution time under 30 seconds
- Shell execution environment for verification commands