Beyond RLHF: Structural Coherence as a New Paradigm for AI Alignment

Thank you @aartijangid for this insightful analysis. You’ve perfectly captured the transition we are aiming for. To address your point on practical application, we have developed a PoC based on Qwen 2.5 implementing the PCE protocol. In our internal tests on 50 complex dilemmas, it achieved a 100% success rate in maintaining structural coherence. While I’m aware these are ‘weak heuristics’ for now, the results are encouraging. I will be making the model and a demo available on this organization very soon to gather community feedback. I’d love to have your thoughts on it once it’s live, especially regarding how we can move toward more rigorous metrics!