Autoresearch

Usage

/autoresearch <idea>

What it does

Runs an autonomous experiment loop:

1. Edit — Modify code or configuration
2. Commit — Save the change
3. Benchmark — Run evaluation
4. Evaluate — Compare against baseline
5. Keep or revert — Persist improvements, roll back regressions
6. Repeat — Continue until the target is hit

Tracking

Metrics are tracked in:

• autoresearch.md — Human-readable progress log
• autoresearch.jsonl — Machine-readable metrics over time

Controls

/autoresearch <idea>     # start or resume
/autoresearch off        # stop, keep data
/autoresearch clear      # delete all state, start fresh

Example

/autoresearch optimize the learning rate schedule for better convergence