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@@ -13,9 +13,22 @@ The flagship local brain of **Daimon** — reasoning + coding, runs on a GPU via
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  Part of **Daimon**, a local-first personal AI assistant. Daimon-R = `Qwen/Qwen3-4B-Instruct-2507` (quantized GGUF) + a Daimon LoRA, served locally with llama.cpp.
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  ## Files
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- - `Qwen3-4B-Instruct-2507-Q4_K_M.gguf`
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- - `daimon-r-lora-f16.gguf`
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  ## Use with Daimon
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  Daimon downloads these automatically (onboarding -> model setup). Manual:
 
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  Part of **Daimon**, a local-first personal AI assistant. Daimon-R = `Qwen/Qwen3-4B-Instruct-2507` (quantized GGUF) + a Daimon LoRA, served locally with llama.cpp.
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+ ## Benchmarks
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+ Measured locally (llama.cpp, greedy decoding) — HumanEval, full 164 problems, pass@1:
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+
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+ | Model | HumanEval pass@1 |
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+ |---|---|
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+ | **Daimon-R** | **72.0%** (118/164) |
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+ | Qwen3-4B base | 72.6% (119/164) |
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+
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+ ![HumanEval](bench-daimon-r.png)
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+
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+ The Daimon identity/behavior LoRA **preserves the base's coding ability** (parity, within
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+ noise) — the finetune targets persona/behavior, not raw coding. Re-measured each finetune.
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+
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  ## Files
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+ - `Qwen3-4B-Instruct-2507-Q4_K_M.gguf` (base)
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+ - `daimon-r-lora-f16.gguf` (Daimon LoRA)
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  ## Use with Daimon
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  Daimon downloads these automatically (onboarding -> model setup). Manual: