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decode.py: remove the qtip cross-check oracle (release decoder is pure numpy only)
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README: gold6 numbers (mean retention 95.1% -> 96.3%)
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BOARD: describe the shipped gold6 plain encode (was a trained checkpoint's numbers)
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MANIFEST: payload yqi24gold3full -> yqi31gold6full
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decode.py: trained-container entry (decode_expert_v3t/_layer_v3t) with exact op order
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codec discriminator for the trained container
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golden fixture: L0 e0 fp32 (all projections), gated vs served
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update expert payload -> i31
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update expert payload
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update weights
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Mach-1-Additive-35B + bf16 base vision tower (byte-identical clone, adds vision.safetensors)
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initial commit