empirical-validation

Installation
SKILL.md

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

Installs
24
GitHub Stars
933
First Seen
Apr 2, 2026
empirical-validation — toonight/get-shit-done-for-antigravity