mit einem Klick
empirical-validation
// Requires proof before marking work complete — no "trust me, it works"
// Requires proof before marking work complete — no "trust me, it works"
Analyzes existing codebases to understand structure, patterns, and technical debt
Strategies for compressing context to maximize token efficiency
Search-first skill to reduce unnecessary file reads by searching before loading
Monitors context complexity and triggers state dumps before quality degrades
Systematic debugging with persistent state and fresh context advantages
Executes GSD plans with atomic commits, deviation handling, checkpoint protocols, and state management
| name | empirical-validation |
| description | Requires proof before marking work complete — no "trust me, it works" |
"The code looks correct" is NOT validation.
Every change must be verified with empirical evidence before being marked complete.
| 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 |
Identify Verification Criteria
Execute Verification
Document Evidence
.gsd/JOURNAL.md under the taskConfirm Against Criteria
# 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"
# Good: Take screenshot with browser tool
- Navigate to /dashboard
- Capture screenshot
- Confirm: Header visible? Data loaded? Layout correct?
# Bad: "The component should render correctly"
# Good: Show build output
npm run build
# Output: Successfully compiled...
# Bad: "Build should work now"
Never use these as justification for completion:
This skill integrates with:
/verify — Primary workflow using this skill/execute — Must validate before marking tasks completeGEMINI.md — Empirical Validation enforcementIf verification fails:
.gsd/STATE.md