Process Goals in Prompt Optimization

Core Principle

Process goals (controllable intermediate actions) provide dense feedback signals; outcome goals (end-result demands) provide sparse, delayed feedback. This asymmetry explains why behavioral prompting dominates direct output demands.

Mechanism: Dense intermediate supervision → stable gradients → reliable optimization
Failure mode: Sparse outcome signal → high variance → reward hacking / hallucination

Goal Typology