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@@ -48,6 +48,8 @@ let m = pick ? (MODELS.find((x) => new RegExp(pick, "i").test(x.name)) || MODELS
   const sm = params.get("stream");
   if (sm && sm !== "false" && sm !== "resident") m = { ...m, stream: sm };
 }
+// ?verify=gpu → re-derive each BLAKE3 weight-block κ ENTIRELY on the GPU (2.74 GB/s) instead of pure-JS BLAKE3.
+if (params.get("verify") === "gpu") globalThis.__gpuVerify = true;
 
 // GROUND the model as on-device Q (a base/instruct model has NO self-knowledge — without this it confabulates
 // a generic "I run on OpenAI/AWS cloud servers" identity, which is false). Injected as the SYSTEM turn.