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COMPREHENSIVE ANALYSIS: THE CALIBRATION PHASE (EXP01–07) I built an epistemic gate to stop LLM data poisoning during fine-tuning.
📅 First, the complete timeline
Date EXP
Aug 19 01, 02, 03 Genesis: symbolic filter, statistical rigor, first collapse
Aug 20 04 The Manual’s five policies; A→Gate→B is born
Aug 22 05 “Beatriz” is named; the Softplus formula is born; first GPU
Aug 25 06 Free-form text; keywords; name + PolyForm license
Aug 26 07→08→09→10→11 Vector gate → π_ref → LoRA → Qwen → TinyLlama (five in one day!)
Aug 27 12 Cache + held-out set; invisibility measured
Aug 28 13, 14 Phi-3 and Pythia...
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