Generator/Evaluator Pattern

A reusable design pattern for honest evaluation of agent-produced artifacts. Separates the agent that creates work (generator) from the agent that evaluates it (evaluator), because agents consistently praise their own work.

"When asked to evaluate work they've produced, agents tend to respond by confidently praising the work — even when, to a human observer, the quality is obviously mediocre." — Anthropic, "Harness Design for Long-Running Application Development"

Dual-use: consumer skills read this skill's references/ files — the canonical homes for scoring, contracts, protocol, recovery, and findings — while invoking /aep-gen-eval directly runs a full gen/eval loop on any artifact.

How Other Skills Use This