| """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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|
