Loop Specifications
RIGOROUS
Iterative Loop Pipeline Architecture
● CONVERGED (Delta < 2%)
Stage 1: Raw Draft Output (Pre-Loop)
~120 tokens
Stage 4: Loop-Refined Output (Token Diffs)
~480 tokens
Self-Refining Production System Prompt & Harness
Automated Critique Evaluation Matrix