From autoresearch-agent
Starts autonomous loops for autoresearch experiments at cron-scheduled intervals (10m to monthly), iteratively editing code, committing via git, and evaluating with python.
npx claudepluginhub alirezarezvani/claude-skills --plugin autoresearch-agentThis skill uses the workspace's default tool permissions.
Start a recurring experiment loop that runs at a user-selected interval.
Starts autonomous loops for autoresearch experiments at cron-scheduled intervals (10m to monthly), iteratively editing code, committing via git, and evaluating with python.
Sets up and runs autonomous experiment loops to optimize any target metric using git branches, autoresearch.md configs, bash benchmark scripts, and JSONL state logging. Activates on 'run autoresearch' or optimization loop requests.
Sets up and runs autonomous experiment loops for optimizing metrics like speed, bundle size, latency, build times via git branches and bash benchmarks.
Share bugs, ideas, or general feedback.
Start a recurring experiment loop that runs at a user-selected interval.
/ar:loop engineering/api-speed # Start loop (prompts for interval)
/ar:loop engineering/api-speed 10m # Every 10 minutes
/ar:loop engineering/api-speed 1h # Every hour
/ar:loop engineering/api-speed daily # Daily at ~9am
/ar:loop engineering/api-speed weekly # Weekly on Monday ~9am
/ar:loop engineering/api-speed monthly # Monthly on 1st ~9am
/ar:loop stop engineering/api-speed # Stop an active loop
If no experiment specified, list experiments and let user pick.
If interval not provided as argument, present options:
Select loop interval:
1. Every 10 minutes (rapid — stay and watch)
2. Every hour (background — check back later)
3. Daily at ~9am (overnight experiments)
4. Weekly on Monday (long-running experiments)
5. Monthly on 1st (slow experiments)
Map to cron expressions:
| Interval | Cron Expression | Shorthand |
|---|---|---|
| 10 minutes | */10 * * * * | 10m |
| 1 hour | 7 * * * * | 1h |
| Daily | 57 8 * * * | daily |
| Weekly | 57 8 * * 1 | weekly |
| Monthly | 57 8 1 * * | monthly |
Use CronCreate with this prompt (fill in the experiment details):
You are running autoresearch experiment "{domain}/{name}".
1. Read .autoresearch/{domain}/{name}/config.cfg for: target, evaluate_cmd, metric, metric_direction
2. Read .autoresearch/{domain}/{name}/program.md for strategy and constraints
3. Read .autoresearch/{domain}/{name}/results.tsv for experiment history
4. Run: git checkout autoresearch/{domain}/{name}
Then do exactly ONE iteration:
- Review results.tsv: what worked, what failed, what hasn't been tried
- Edit the target file with ONE change (strategy escalation based on run count)
- Commit: git add {target} && git commit -m "experiment: {description}"
- Evaluate: python {skill_path}/scripts/run_experiment.py --experiment {domain}/{name} --single
- Read the output (KEEP/DISCARD/CRASH)
Rules:
- ONE change per experiment
- NEVER modify the evaluator
- If 5 consecutive crashes in results.tsv, delete this cron job (CronDelete) and alert
- After every 10 experiments, update Strategy section of program.md
Current best metric: {read from results.tsv or "no baseline yet"}
Total experiments so far: {count from results.tsv}
Write to .autoresearch/{domain}/{name}/loop.json:
{
"cron_id": "{id from CronCreate}",
"interval": "{user selection}",
"started": "{ISO timestamp}",
"experiment": "{domain}/{name}"
}
Loop started for {domain}/{name}
Interval: {interval description}
Cron ID: {id}
Auto-expires: 3 days (CronCreate limit)
To check progress: /ar:status
To stop the loop: /ar:loop stop {domain}/{name}
Note: Recurring jobs auto-expire after 3 days.
Run /ar:loop again to restart after expiry.
When user runs /ar:loop stop {experiment}:
.autoresearch/{domain}/{name}/loop.json to get the cron IDCronDelete with that IDloop.json/ar:loop to restart. Results persist — the new loop picks up where the old one left off.autoresearch/{domain}/{name}).