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Memory-Bandwidth Walls:
Autoregressive generation drags terabytes of weights across GPU memory buses at 0.5 FLOP/byte, leaving tensor cores starved.
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Time-Division Multiplexing (PhaseSAE):
Partitions parameter dictionaries into orthogonal phase slices, reducing memory bandwidth by 4x (1/P).
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+65.9% relative CE loss recovery at 1/4 peak VRAM.
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Unconstrained Hallucination:
Models emit text without physical conservation bounds, hallucinating free energy and impossible chemical yields.
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Conservation Digital Twins (Craton):
Enforces rigid conservation laws (∑Ṁ_in = ∑Ṁ_out, 1st/2nd laws) at every integration step.
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Zero economic rank drift; audit-grade industrial TEA pro formas.
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Quadratic O(N²) Attention:
Pairformer and softmax matrices explode on multi-million-token contexts and molecular physical folding.
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Continuous PhaseAttention™:
Projects states into continuous phase space, bypassing quadratic pairwise pairwise evaluation.
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Linear-scaling physical reasoning & repository AST comprehension.
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Reactive Prompt Loops:
Brittle agent chains rely on heuristic string-parsing loops that desynchronize and drift over long horizons.
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Reflexive Active Inference (GOC):
Agents minimize variational free energy over continuous state spaces against environmental feedback.
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Self-correcting, mathematically bounded autonomous agency.
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