Implementation details, architectural decisions, and research prototypes.
Topic: Information Theory / Context Encoding
Abstract: Text-only structural manifolds achieve 41–42× byte and 85–90× token compression on Fox/OmniDoc with 94.9–95.3% token accuracy and <0.09% FPR at 100% recall. Runs in <1 hour on a single 3080 Ti; outperforms DeepSeek-OCR on the shared subsets.
Topic: FX ROC analytics / Regime allocation
Abstract: 288-week ROC fact table (Nov 2020–Nov 2025) across seven FX pairs and seven horizons. Mean-revert strands retain positive drift to 360m (+28.9 bp); neutral drifts negative; chaotic flips negative past 240m. Lead/lag model lifts neutral prediction to 55.7% (5y) and 69% on the trailing 26 weeks (high variance).
Topic: Systems Engineering / C++
Technical breakdown of the SEP Engine's memory model, including the decision to use shared memory ring buffers for zero-copy IPC between the C++ core and Python strategy layers.
Read Architecture NoteTopic: Data Visualization / WebGL
Prototype force-directed visualization of quantized coherence signatures. Research only; complements the compression work.
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