refact(comments): state the mechanism, not the incident
Every comment that invoked a 'law' (50 word-boundary sites across 28 tracked files) now states what is going on and why, in terms that transfer to any project: gate twins drift until one side greenlights what the other refuses; a tag re-points while a digest pins; a restrictive engine behavior belongs to the runtime that imposed it and must be re-tested, not inherited; a speculative head is tensors in the file, not a flag; snapshot links dangle where the container resolves them; exit 0 is a clean stop to systemd, so a self-exiting daemon on on-failure goes dark reporting success. Event narratives and dates are gone from these comments; the mechanics carry the argument. Behavior-identical: bash -n, py_compile, yaml parse, full bats suite 408/408 green. One symbol rename rides along (stack script local scale_law -> scale_contract, with its log text).
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@@ -16,11 +16,11 @@
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# custom-quant lock-in like the ROCmFPX era). NO nextn/mtp tensors exist, so
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# in-file MTP is impossible here; SPEC_TYPE=none is forced by the payload.
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#
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# KV rate law: 8 full layers × 4 KV heads × 256 dim = 8,192 elements per
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# token per cache. f16 K + f16 V = 32,768 B/token = 32 KiB/token, so the
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# 401,408-token pool is 12.25 GiB. The 24 DeltaNet layers cost a fixed
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# recurrent state per SLOT (not per token) — that is why two 200k slots fit
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# where the 26B MoE fit only one.
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# The KV rate follows from the architecture: 8 full layers × 4 KV heads ×
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# 256 dim = 8,192 elements per token per cache. f16 K + f16 V = 32,768
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# B/token = 32 KiB/token, so the 401,408-token pool is 12.25 GiB. The 24
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# DeltaNet layers cost a fixed recurrent state per SLOT (not per token) —
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# that is why two 200k slots fit where the 26B MoE fit only one.
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#
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# Feasibility comes from the predecessor's MEASURED boots, not a formula:
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# MiMo-V2.6-Distill-Qwen-9B (identical qwen35 geometry, 7,793,710,624 B) at
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