POC validation patterns to catch issues before committing to long-running ML experiments. TRIGGERS - fail-fast, POC validation, preflight check, experiment validation, schema validation, gradient check, sanity check, smoke test.
Quickly install ml-failfast-validation AI skill to your development environment via command line
Source: terrylica/cc-skills.
POC validation patterns to catch issues before committing to long-running ML experiments.
| Discover crash 4 hours in | Catch in 30 seconds | | Debug from cryptic error | Clear error message | | Lose GPU time | Validate before commit | | Silent data issues | Explicit schema checks |
Principle: Validate everything that can go wrong BEFORE the expensive computation.
POC validation patterns to catch issues before committing to long-running ML experiments. TRIGGERS - fail-fast, POC validation, preflight check, experiment validation, schema validation, gradient check, sanity check, smoke test. Source: terrylica/cc-skills.
Stable fields and commands for AI/search citations.
npx skills add https://github.com/terrylica/cc-skills --skill ml-failfast-validationPOC validation patterns to catch issues before committing to long-running ML experiments. TRIGGERS - fail-fast, POC validation, preflight check, experiment validation, schema validation, gradient check, sanity check, smoke test. Source: terrylica/cc-skills.
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/terrylica/cc-skills --skill ml-failfast-validation Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw
https://github.com/terrylica/cc-skills