
These documents describe the methodological and governance framework used in the Alliance Research Group projects, focusing on long-horizon human–AI collaboration. Core elements include conflict-based reasoning (Arena), memory systems (Mnemosyne), verification protocols, operational security (OPSEC), and design philosophy emphasizing low-entropy cognition. The materials are not theoretical results but infrastructural documentation intended for reproducibility, continuity, and responsible system evolution.
Human-Ai collaboration, Interference Intelligence Layer, Manifesto, AI Safety, Joint cognition, Cognitive architecture
Human-Ai collaboration, Interference Intelligence Layer, Manifesto, AI Safety, Joint cognition, Cognitive architecture
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