agents build complete, specialized serving systems against a "dollars per dollar" objective (latency-qualified token value per GPU dollar), with stateful replay and independent verification. Across 11 coding-agent models and three deployments, 22 of 33 runs produced verified systems and 13 beat the strongest baseline; the top run reached $2.97 per dollar, 4.87x the vLLM reference.