Abstract A computer-implemented system and method for structuring human–AI interaction without autonomous goal pursuit is disclosed. The system does not operate as an agent or decision-making entity. Instead, it functions as an interaction-layer regula…

So I will be paying attention to these system messages more now- the last time I got one of these not so long back the 'tone' changed to be a bit more confrontational and nearly every response from AI had that 1-ups-manship quality to it….

Opening For the past year, most progress in multi-agent AI has followed a familiar pattern: Add more agents. Add more coordination. Watch performance improve. But underneath that success is a structural tradeoff that rarely gets named. The more tightly…