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empirical-validation
by toonight
⭐ 204🍴 19📅 Jan 23, 2026
SKILL.md
name: Empirical Validation description: Requires proof before marking work complete — no "trust me, it works"
Empirical Validation
Core Principle
"The code looks correct" is NOT validation.
Every change must be verified with empirical evidence before being marked complete.
Validation Methods by Change Type
| Change Type | Required Validation | Tool |
|---|---|---|
| UI Changes | Screenshot showing expected visual state | browser_subagent |
| API Endpoints | Command showing correct response | run_command |
| Build/Config | Successful build or test output | run_command |
| Data Changes | Query showing expected data state | run_command |
| File Operations | File listing or content verification | run_command |
Validation Protocol
Before Marking Any Task "Done"
-
Identify Verification Criteria
- What should be true after this change?
- How can that be observed?
-
Execute Verification
- Run the appropriate command or action
- Capture the output/evidence
-
Document Evidence
- Add to
.gsd/JOURNAL.mdunder the task - Include actual output, not just "passed"
- Add to
-
Confirm Against Criteria
- Does evidence match expected outcome?
- If not, task is NOT complete
Examples
API Endpoint Verification
# Good: Actual test showing response
curl -X POST http://localhost:3000/api/login -d '{"email":"test@test.com"}'
# Output: {"success":true,"token":"..."}
# Bad: Just saying "endpoint works"
UI Verification
# Good: Take screenshot with browser tool
- Navigate to /dashboard
- Capture screenshot
- Confirm: Header visible? Data loaded? Layout correct?
# Bad: "The component should render correctly"
Build Verification
# Good: Show build output
npm run build
# Output: Successfully compiled...
# Bad: "Build should work now"
Forbidden Phrases
Never use these as justification for completion:
- "This should work"
- "The code looks correct"
- "I've made similar changes before"
- "Based on my understanding"
- "It follows the pattern"
Integration
This skill integrates with:
/verify— Primary workflow using this skill/execute— Must validate before marking tasks complete- Rule 4 in
GEMINI.md— Empirical Validation enforcement
Failure Handling
If verification fails:
- Do NOT mark task complete
- Document the failure in
.gsd/STATE.md - Create fix task if cause is known
- Trigger Context Health Monitor if 3+ failures
Score
Total Score
70/100
Based on repository quality metrics
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