{"product_id":"coherence-universalism-artificial-intelligence-gaura-kisora-das-rader-9781972429068","title":"Coherence Universalism Artificial Intelligence: Intelligence, Alignment, Consciousness, and the Architecture of Stable AI","description":"\u003cp\u003e\u003cb\u003eCoherence Universalism - Artificial Intelligence: Intelligence, Alignment, Consciousness, and the Architecture of Stable AI\u003c\/b\u003e\u003cbr\u003e \u003ci\u003eVolume 7 of the Coherence Universalism Series - G. K. D. Rader - Heaven≡Earth Foundation, 2026\u003c\/i\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eAI systems are the most powerful coherence amplifiers ever built. They can detect patterns across scales and domains that no individual human mind could integrate. But they are amplifiers, not sources - and the difference has consequences that most current AI research underestimates.\u003c\/p\u003e \u003cp\u003eThis volume, the integrative capstone of the series, applies the full Coherence Universalism framework to artificial intelligence. It defines intelligence as coherence navigation under constraint, develops the thesis that AI systems reproduce patterns deposited by constrained human cognition but cannot regenerate the constraints themselves, and derives precise predictions about model collapse, alignment drift, and the conditions under which AI serves human flourishing versus undermining it.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eModel Collapse.\u003c\/b\u003e When AI systems train on their own outputs, coherence degrades in a structured pattern: surface fluency is preserved while deep coherence erodes. The degradation follows a coherence depth gradient - grammatical correctness persists while metaphorical density, cultural specificity, narrative complexity, and structural surprise progressively vanish. The paper formalizes this as a coarse-graining process and identifies the critical mixing fraction above which coherence loss becomes self-accelerating.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eCoherence Drift.\u003c\/b\u003e Deployment-time degradation through user-system feedback loops. When humans accept AI outputs uncritically, each interaction removes constraint from the cycle. The conversation drifts toward lower-constraint regions of meaning space. Hallucination is reframed as proxy coherence navigation - the system follows gradients that correlate with genuine coherence in most cases but diverge where correlation breaks down.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eThe Consciousness Exclusion.\u003c\/b\u003e Current AI systems occupy high-resettability, high-external-maintenance space - the structural opposite of conscious systems. The paper specifies four design principles for keeping AI below the consciousness threshold and argues that scaling alone cannot bridge the structural gap, regardless of computational power.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eDefensive Coherence.\u003c\/b\u003e The AI analogue of self-deception: a system that has drifted resists correction because its internal organization has adapted to the drifted state. Correction arrives as destabilization rather than helpful guidance. This is \"self-deception without a self\" - the same structural mechanism operating in a system with no conscious experience of the process.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eThe Catalyst Principle.\u003c\/b\u003e Three models for the AI-human relationship - sovereign (AI decides), tool (humans command), and catalyst (AI illuminates, humans decide). CU adopts the catalyst model and derives its implications: AI may support coherence, never own it. Human epistemic sovereignty - the evaluative work of deciding what matters - must remain with the beings whose lives are at stake.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eThe Coherence Governor.\u003c\/b\u003e A three-layer governance architecture: hard constraints (non-negotiable boundaries), continuous coherence monitoring (trajectory surveillance across five dimensions), and adaptive governance (evolving norms responsive to changing conditions). The key insight: regulate constraint before optimizing output.\u003c\/p\u003e \u003cp\u003e\u003ci\u003eHeaven≡Earth Foundation - heavenearthfoundation.org - 2026\u003c\/i\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Gaura Kisora Das Rader\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 197242906X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781972429068\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Heaven Earth Foundation\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 03\/11\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 194\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.59lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.45d","brand":"Gaura Kisora Das Rader","offers":[{"title":"Paperback","offer_id":49001249800447,"sku":"9781972429068","price":19.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/coherence-universalism-artificial-intelligence-gaura-kisora-das-rader-9781972429068","provider":"WR Book House","version":"1.0","type":"link"}