{
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 "kind": "tensor-recipe-inventory",
 "what_this_is": "The honest inventory behind the page's 'a 4-bit model is not 4-bit' claim: per-precision tensor counts for the same 11.9B model at two quantizations, read from the serving runtime's own /api/show tensor lists (read-only; no model loaded). The per-bucket byte accounting for the two mixtures lives in exhibit seventeen's kit. Extended 2026-08-21 pre-release: the qat and bf16 builds' inventories added — all four ladder rungs now have their files opened, none taken at the tag's word.",
 "read_utc": "2026-08-20",
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  }
 ],
 "same_model_receipt": {
  "identical_tensor_name_sets": true,
  "identical_f32_sets": true,
  "note": "both builds carry the same 667 tensor names; the F32 structural sets are identical — what differs is only the storage type of the quantized tensors"
 },
 "bits_per_weight_derived": {
  "rule": "blob bytes × 8 / general.parameter_count (11,907,350,576)",
  "basis": "the whole blob as /api/tags reports it — the ~191 MB vision projector rides in the blob but is outside general.parameter_count",
  "text_weights_gemma4_12b_q4": 4.95,
  "text_weights_rule": "derived weight bytes 7,365,558,464 (exhibit seventeen's kit, active-weights-derivation.md) × 8 / 11,907,350,576",
  "gemma4:12b (Q4_K_M)": 5.08,
  "gemma4:12b-it-q8_0": 8.63
 }
}