/ar:loop — Autonomous Experiment Loop
Start an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly).
How to use it
Claude Code
- Run the line below. It pulls the whole folder into
~/.claude/skills/loop, including the files SKILL.md points to. - Describe your job in plain words. Claude Code follows the skill from there.
Claude Code — installs the whole folder, not just SKILL.md
npx degit alirezarezvani/claude-skills/engineering/autoresearch-agent/skills/loop#main ~/.claude/skills/loopFor one project only, change the path to .claude/skills/loop. This skill also uses program.md, loop.json — copying SKILL.md alone won't be enough. See the folder on GitHub.
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Source of /ar:loop — Autonomous Experiment Loop
Show the full text123 lines
| name | description | command |
|---|---|---|
| loop | Start an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly). Uses CronCreate for scheduling. Use when the user runs /ar:loop or asks to run an autoresearch experiment continuously on a schedule. | /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: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}).
| 1 | |
| 2 | name "loop" |
| 3 | description "Start an autonomous experiment loop with user-selected interval (10min, 1h, daily, weekly, monthly). Uses CronCreate for scheduling. Use when the user runs /ar:loop or asks to run an autoresearch experiment continuously on a schedule." |
| 4 | command /ar:loop |
| 5 | |
| 6 | |
| 7 | # /ar:loop — Autonomous Experiment Loop |
| 8 | |
| 9 | Start a recurring experiment loop that runs at a user-selected interval. |
| 10 | |
| 11 | ## Usage |
| 12 | |
| 13 | |
| 14 | /ar:loop engineering/api-speed # Start loop (prompts for interval) |
| 15 | /ar:loop engineering/api-speed 10m # Every 10 minutes |
| 16 | /ar:loop engineering/api-speed 1h # Every hour |
| 17 | /ar:loop engineering/api-speed daily # Daily at ~9am |
| 18 | /ar:loop engineering/api-speed weekly # Weekly on Monday ~9am |
| 19 | /ar:loop engineering/api-speed monthly # Monthly on 1st ~9am |
| 20 | /ar:loop stop engineering/api-speed # Stop an active loop |
| 21 | |
| 22 | |
| 23 | ## What It Does |
| 24 | |
| 25 | ### Step 1: Resolve experiment |
| 26 | |
| 27 | If no experiment specified, list experiments and let user pick. |
| 28 | |
| 29 | ### Step 2: Select interval |
| 30 | |
| 31 | If interval not provided as argument, present options: |
| 32 | |
| 33 | |
| 34 | Select loop interval: |
| 35 | 1. Every 10 minutes (rapid — stay and watch) |
| 36 | 2. Every hour (background — check back later) |
| 37 | 3. Daily at ~9am (overnight experiments) |
| 38 | 4. Weekly on Monday (long-running experiments) |
| 39 | 5. Monthly on 1st (slow experiments) |
| 40 | |
| 41 | |
| 42 | Map to cron expressions: |
| 43 | |
| 44 | | Interval | Cron Expression | Shorthand | |
| 45 | |----------|----------------|-----------| |
| 46 | | 10 minutes | `*/10 * * * *` | `10m` | |
| 47 | | 1 hour | `7 * * * *` | `1h` | |
| 48 | | Daily | `57 8 * * *` | `daily` | |
| 49 | | Weekly | `57 8 * * 1` | `weekly` | |
| 50 | | Monthly | `57 8 1 * *` | `monthly` | |
| 51 | |
| 52 | ### Step 3: Create the recurring job |
| 53 | |
| 54 | Use `CronCreate` with this prompt (fill in the experiment details): |
| 55 | |
| 56 | |
| 57 | You are running autoresearch experiment "{domain}/{name}". |
| 58 | |
| 59 | 1. Read .autoresearch/{domain}/{name}/config.cfg for: target, evaluate_cmd, metric, metric_direction |
| 60 | 2. Read .autoresearch/{domain}/{name}/program.md for strategy and constraints |
| 61 | 3. Read .autoresearch/{domain}/{name}/results.tsv for experiment history |
| 62 | 4. Run: git checkout autoresearch/{domain}/{name} |
| 63 | |
| 64 | Then do exactly ONE iteration: |
| 65 | - Review results.tsv: what worked, what failed, what hasn't been tried |
| 66 | - Edit the target file with ONE change (strategy escalation based on run count) |
| 67 | - Commit: git add {target} && git commit -m "experiment: {description}" |
| 68 | - Evaluate: python {skill_path}/scripts/run_experiment.py --experiment {domain}/{name} --single |
| 69 | - Read the output (KEEP/DISCARD/CRASH) |
| 70 | |
| 71 | Rules: |
| 72 | - ONE change per experiment |
| 73 | - NEVER modify the evaluator |
| 74 | - If 5 consecutive crashes in results.tsv, delete this cron job (CronDelete) and alert |
| 75 | - After every 10 experiments, update Strategy section of program.md |
| 76 | |
| 77 | Current best metric: {read from results.tsv or "no baseline yet"} |
| 78 | Total experiments so far: {count from results.tsv} |
| 79 | |
| 80 | |
| 81 | ### Step 4: Store loop metadata |
| 82 | |
| 83 | Write to `.autoresearch/{domain}/{name}/loop.json`: |
| 84 | |
| 85 | |
| 86 | { |
| 87 | "cron_id": "{id from CronCreate}", |
| 88 | "interval": "{user selection}", |
| 89 | "started": "{ISO timestamp}", |
| 90 | "experiment": "{domain}/{name}" |
| 91 | } |
| 92 | |
| 93 | |
| 94 | ### Step 5: Confirm to user |
| 95 | |
| 96 | |
| 97 | Loop started for {domain}/{name} |
| 98 | Interval: {interval description} |
| 99 | Cron ID: {id} |
| 100 | Auto-expires: 3 days (CronCreate limit) |
| 101 | |
| 102 | To check progress: /ar:ar-status |
| 103 | To stop the loop: /ar:loop stop {domain}/{name} |
| 104 | |
| 105 | Note: Recurring jobs auto-expire after 3 days. |
| 106 | Run /ar:loop again to restart after expiry. |
| 107 | |
| 108 | |
| 109 | ## Stopping a Loop |
| 110 | |
| 111 | When user runs `/ar:loop stop {experiment}`: |
| 112 | |
| 113 | Read `.autoresearch/{domain}/{name}/loop.json` to get the cron ID |
| 114 | Call `CronDelete` with that ID |
| 115 | Delete `loop.json` |
| 116 | Confirm: "Loop stopped for {experiment}. {n} experiments completed." |
| 117 | |
| 118 | ## Important Limitations |
| 119 | |
| 120 | **3-day auto-expiry**: CronCreate jobs expire after 3 days. For longer experiments, the user must re-run `/ar:loop` to restart. Results persist — the new loop picks up where the old one left off. |
| 121 | **One loop per experiment**: Don't start multiple loops for the same experiment. |
| 122 | **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}`). |
| 123 |
Discussion
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