ml-failfast-validation
Installation
SKILL.md
ML Fail-Fast Validation
POC validation patterns to catch issues before committing to long-running ML experiments.
Self-Evolving Skill: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.
When to Use This Skill
Use this skill when:
- Starting a new ML experiment that will run for hours
- Validating model architecture before full training
- Checking gradient flow and data pipeline integrity
- Implementing POC validation checklists
- Debugging prediction collapse or gradient explosion issues