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d3750d8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 | """HAKO -- Hybrid Attention Kohonen Orchestrator.
Package root. Every module carries the theorem(s) it implements as docstrings,
so the mathematical contract travels with the code (user requirement: proofs
live in docstrings, scripts in English).
Integration map (dimensional flow), all frozen-source tensors detached:
text r -> byte-BPE tokens t (Lemma 1 exact parallel counts)
tokens -> frozen ONNX source (Qwen/Granite) -> z_src in R^{d_src}
z_src -> 4-adapter ensemble (trainable, MoE-routed) -> z in R^N
z -> plateau mapping Pi: R^N -> R^2 (Morse-analytic density rho)
z -> MoE cross-attention over source expert banks (Mechanism I)
z_attn -> K-Means++ prototypes {mu_k} -> GHSOM tree search (winner c)
c -> CPNN/BKN/DASOM heads + Tree-GNN Dirichlet messages (Mechanism II)
chain recursion z+ = z + diag(Theta) Phi(z), Phi = C o B o G o D
fusion Theta_final = beta*H_cat + (1-beta)*z+, beta = sigmoid(...)
generative layer: DDPM diffusion + game-loop curriculum on latents
L4: cyclic thinking orchestrator + EWC-QAC + PGO(GP) + ABMO + router.
"""
__version__ = "1.0.0"
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