Batch Quality Skill

Prevent wasted LLM calls by validating quality BEFORE running full batch operations.

What This Skill Actually Does

Unlike simple file-existence checks, this skill:

1. Actually runs LLM on N samples using scillm
2. Validates JSON response structure (excerpts, source_quality, etc.)
3. Uses SPARTA contracts for DuckDB validation queries
4. Integrates with task-monitor for enforced quality gates

Quick Start

cd .pi/skills/batch-quality