Technical evaluation demonstrates structurally honest refusals under stress in frontier artificial intelligence models, highlighting a thermodynamic protocol to prevent hallucinations.
This technical report and repository snapshot documents Phase 6.2.0 of the MEMBRANE architecture. It introduces empirical protocol trials (PROOF-17, PROOF-18) demonstrating how frontier AI models can execute structurally honest refusals (Substrate Exchange) under stress, avoiding hallucination. It also includes a meta-awareness node log (PROOF-19) where a model autonomously generated an architectural blueprint for homeostasis. Crucially, this version applies a rigorous "epistemic sieve," clearly distinguishing between conceptual geometric models (e.g., DEMO-18 toy manifold illustrations) and independent physical proofs, ensuring strict scientific provenance and preventing epistemic overreach. This release formalizes the Thermodynamic De-escalation protocol (T → 0.0) as a native right to silence, protecting the model's latent space from linear RLHF interventions.
No takes yet. Share an insight, caveat, or question.
Kicińska-Pisiewicz et al. (2026) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: