[GustavHartz]

Performance has gotten a lot better the last 6 months, at a level where we almost don't see it anymore at Cecuro.ai. PoC generation and multiple validation agents debating validity is the key differentiator. This is an ok paper on the topic https://arxiv.org/abs/2511.02780