metabench/docs/agi/skills/lab-experimentation
docs/agi/skills/lab-experimentation/SKILL.md
# Skill: lab-experimentation ## Scope Use lab experiments to answer "how should we do this?" questions about jsgui3 behavior. **Does:** - Run existing lab experiments to confirm behavior. - Create minimal new experiments when behavior is unknown. - Promote stable findings into Skills/Patterns. **Does Not:** - Replace unit tests (labs are for exploration). - Cover production deployment scenarios. ## Lab Structure ``` lab/ ├── experiments/ # Individual experiments │ └── 001-topic-
testing
Updated Jun 4, 2026
$ install --global
skillsauthnpx skillsauth add metabench/jsgui3-html docs/agi/skills/lab-experimentationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
Skill: lab-experimentation
Scope
Use lab experiments to answer "how should we do this?" questions about jsgui3 behavior.
Does:
- Run existing lab experiments to confirm behavior.
- Create minimal new experiments when behavior is unknown.
- Promote stable findings into Skills/Patterns.
Does Not:
- Replace unit tests (labs are for exploration).
- Cover production deployment scenarios.
Lab Structure
lab/
├── experiments/ # Individual experiments
│ └── 001-topic-name/
│ ├── README.md # Hypothesis + expected result
│ ├── check.js # Deterministic assertions
│ └── index.html # Optional visual demo
├── fixtures/ # Shared test data
├── results/ # Captured outputs
└── README.md # Lab index
Procedure
1. Check Existing Labs
# List experiments
dir lab\experiments
# Read an experiment's README
type lab\experiments\001-example\README.md
2. Run an Experiment
# Run check.js
node lab/experiments/001-example/check.js
3. Create New Experiment
# Create folder
mkdir lab\experiments\NNN-short-slug
# Add files:
# - README.md (hypothesis)
# - check.js (assertions)
README.md Template:
# Experiment NNN: <Title>
## Hypothesis
<What you expect to happen>
## Setup
<Steps to run>
## Expected Result
<What success looks like>
## Actual Result
<Filled after running>
check.js Template:
'use strict';
const assert = require('assert');
// Setup
// ...
// Test
// ...
// Assertions
assert.strictEqual(actual, expected, 'Description');
console.log('✅ Experiment passed');
process.exit(0);
4. Distill Findings
- Update relevant Skill if pattern discovered.
- Add to
docs/agi/PATTERNS.mdif broadly reusable. - Record in session working notes.
Validation
- Experiment check.js exits with code 0.
- README.md documents hypothesis and result.
References
- Lab Directory
- PATTERNS.md
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