Autonomous Experiment Loop is a automation claude skill built by Alireza Rezvani. Best for: Researchers and engineers use this to run automated experiment iterations on schedules (10min to monthly) for continuous optimization and testing..
- What it does
- Start recurring experiment loops at user-selected intervals using cron scheduling.
- Category
- automation
- Created by
- Alireza Rezvani
- Last updated
Autonomous Experiment Loop
Start recurring experiment loops at user-selected intervals using cron scheduling.
Skill instructions
name: "loop" description: "Start an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly). Uses CronCreate for scheduling." command: /ar:loop
/ar:loop — Autonomous Experiment Loop
Start a recurring experiment loop that runs at a user-selected interval.
Usage
/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
What It Does
Step 1: Resolve experiment
If no experiment specified, list experiments and let user pick.
Step 2: Select interval
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 |
Step 3: Create the recurring job
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}
Step 4: Store loop metadata
Write to .autoresearch/{domain}/{name}/loop.json:
{
"cron_id": "{id from CronCreate}",
"interval": "{user selection}",
"started": "{ISO timestamp}",
"experiment": "{domain}/{name}"
}
Step 5: Confirm to user
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.
Stopping a Loop
When user runs /ar:loop stop {experiment}:
- Read
.autoresearch/{domain}/{name}/loop.jsonto get the cron ID - Call
CronDeletewith that ID - Delete
loop.json - Confirm: "Loop stopped for {experiment}. {n} experiments completed."
Important Limitations
- 3-day auto-expiry: CronCreate jobs expire after 3 days. For longer experiments, the user must re-run
/ar:loopto restart. Results persist — the new loop picks up where the old one left off. - One loop per experiment: Don't start multiple loops for the same experiment.
- Concurrent experiments: Multiple experiments can loop simultaneously ONLY if they're on different git branches (which they are by default — each experiment gets
autoresearch/{domain}/{name}).
Use this skill
Most skills are portable instruction packages. Claude Code supports SKILL.md directly. Other agents can use adapted files like AGENTS.md, .cursorrules, and GEMINI.md.
Claude Code
Save SKILL.md into your Claude Skills folder, then restart Claude Code.
mkdir -p ~/.claude/skills/autonomous-experiment-loop && curl -L "https://raw.githubusercontent.com/alirezarezvani/claude-skills/HEAD/engineering/autoresearch-agent/skills/loop/SKILL.md" -o ~/.claude/skills/autonomous-experiment-loop/SKILL.mdInstalls to ~/.claude/skills/autonomous-experiment-loop/SKILL.md.
Use cases
Researchers and engineers use this to run automated experiment iterations on schedules (10min to monthly) for continuous optimization and testing.
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