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README: reframe around the transformerless LLM goal
OMC isn't a wrong-trajectory project. The recent work (substrate fix to log_phi_pi_fibonacci, HBit dual-band wired through the JIT, harmony-gated branch elision, harmonic libraries on real data, LLVM JIT pipeline) is all building toward what the architecture was always meant to be: a substrate capable of hosting a transformerless LLM. The previous README sold OMC as four separate things — anomaly detector, Python bridge, package manager, self-hosting language. True but disconnected. The new README presents OMC as one thing: a 6-layer stack (substrate → HBit → JIT → harmonic libs → hybrid LLM experiments → infrastructure), with the transformerless LLM as the architectural north star at the top. What's framed differently: - The 10 hybrid_llm experiments are now a top-section feature, with the headline finding (HBit cross-cutting tension AUROC 1.0 as reference-free OOD) called out alongside the negative findings (OmniWeight loses to softmax on perturbed query; multi-channel harmonic PE loses to sinusoidal at L≥16). - The harmonic_anomaly library numbers are still here but framed as evidence the substrate is useful for ML, not as the product itself. - The JIT (Sessions A-H + Path A.1-A.4 + Path D) is now first- class in the layer stack, with honest links to bench results and the gap measured in docs/jit_real_world.md. - Status section is explicit about what's NOT shipped: the transformerless LLM itself, per-component harmonic wins on PE/attention, dict/string codegen for harmonic libs to JIT, AVX-512 widening, float-typed Div. - Repo layout table replaces the looser "what's in the box" enumeration so newcomers can navigate. The thesis statement: harmonic primitives win as detectors today (experiments validated), need to win on primary computation paths to enable transformerless. The substrate work shipped so far is what makes that future work possible. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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