resume
Resume a paused experiment. Checkout the experiment branch, read results history, continue iterating.
Best use case
resume is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Resume a paused experiment. Checkout the experiment branch, read results history, continue iterating.
Teams using resume should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/resume/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How resume Compares
| Feature / Agent | resume | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Resume a paused experiment. Checkout the experiment branch, read results history, continue iterating.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# /ar:resume — Resume Experiment
Resume a paused or context-limited experiment. Reads all history and continues where you left off.
## Usage
```
/ar:resume # List experiments, let user pick
/ar:resume engineering/api-speed # Resume specific experiment
```
## What It Does
### Step 1: List experiments if needed
If no experiment specified:
```bash
python {skill_path}/scripts/setup_experiment.py --list
```
Show status for each (active/paused/done based on results.tsv age). Let user pick.
### Step 2: Load full context
```bash
# Checkout the experiment branch
git checkout autoresearch/{domain}/{name}
# Read config
cat .autoresearch/{domain}/{name}/config.cfg
# Read strategy
cat .autoresearch/{domain}/{name}/program.md
# Read full results history
cat .autoresearch/{domain}/{name}/results.tsv
# Read recent git log for the branch
git log --oneline -20
```
### Step 3: Report current state
Summarize for the user:
```
Resuming: engineering/api-speed
Target: src/api/search.py
Metric: p50_ms (lower is better)
Experiments: 23 total — 8 kept, 12 discarded, 3 crashed
Best: 185ms (-42% from baseline of 320ms)
Last experiment: "added response caching" → KEEP (185ms)
Recent patterns:
- Caching changes: 3 kept, 1 discarded (consistently helpful)
- Algorithm changes: 2 discarded, 1 crashed (high risk, low reward so far)
- I/O optimization: 2 kept (promising direction)
```
### Step 4: Ask next action
```
How would you like to continue?
1. Single iteration (/ar:run) — I'll make one change and evaluate
2. Start a loop (/ar:loop) — Autonomous with scheduled interval
3. Just show me the results — I'll review and decide
```
If the user picks loop, hand off to `/ar:loop` with the experiment pre-selected.
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