Withdraw the directional provenance claim: bit-identity is symmetric
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README.md
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# Sharona Q27B-R CodeSecurity
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> **Provenance
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A [jBlaze](https://jblaze.dev) representation-engineered code security specialist. 27B parameters, GPTQ W4A16 quantized for efficient deployment.
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# Sharona Q27B-R CodeSecurity
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> **Provenance note -- author-reported, and NOT independently checkable.**
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> `base_model` on this card names `ApolloRaines/Sharona_Q27B-R_CodeSecurity_v2`.
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> That is Apollo's own record of how the artifact was built, and it is the
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> best provenance available for this repo -- but unlike every other
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> `base_model` field on this account, a reader cannot verify it, and this
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> card previously claimed it was measured. It was not.
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> **What was claimed and is withdrawn.** An earlier version of this note said
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> "this artifact is derived FROM v2, so the name v1 does not indicate the
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> earlier model", citing 3 of 14 survivor tensors bit-identical to v2 against
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> 0 of 14 to `Qwen/Qwen3.5-27B`. Bit-identity is SYMMETRIC: sharing identical
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> tensors with v2 is equally true in either direction of derivation. The
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> measurement established shared ancestry and no order, and the directional
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> sentence does not follow from it.
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> **Why no measurement can settle it.** This artifact is GPTQ 4-bit, so its
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> 2-D weights are packed integers and cannot be compared to float weights at
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> all. Only the 305 one-dimensional float tensors shared with v2 and Qwen are
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> comparable, and those are precisely the tensors the edit does not touch --
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> layernorms, `A_log`, `dt_bias`. Measured:
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> | quantity | v1 | v2 |
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> |:---------|---:|---:|
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> | mean cosine to `Qwen/Qwen3.5-27B` | 0.997623 | 0.997690 |
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> | identical to the other on sampled survivors | 5 of 8 | 5 of 8 |
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> v2 is marginally closer to Qwen, in the fourth decimal, which is noise and
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> not a direction. Both sit at 0.9976 because neither modified these tensors.
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> So: the derivation order is undetermined and undeterminable from published
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> weights. The `base_model` field stands as the author's record. Treat it as
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> that rather than as a diff you can run.
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A [jBlaze](https://jblaze.dev) representation-engineered code security specialist. 27B parameters, GPTQ W4A16 quantized for efficient deployment.
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