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README.md
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| qwen/qwen3.5-9b | 8.1 / 10 | ββββββββββ |
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| omnicoder-9b | 7.2 / 10 | ββββββββββ |
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### Category breakdown
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| Capability | Weight | qwen/qwen3.5-9b | omnicoder-9b | **OmniCoder-9B-Strand-Rust-v1-GGUF** |
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| Ownership / borrowing reasoning | 1.4x | 9.5 | 8.0 | **8.5** |
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| Lifetime annotations in APIs | 1.2x | 9.5 | 8.0 | **8.5** |
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| Idiomatic Rust structure | 1.3x | 8.5 | 7.0 | **8.5** |
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| `macro_rules!` fluency | 1.5x | 4.0 | 2.0 | **8.0** |
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| Enums / pattern matching / ASTs | 1.2x | 8.0 | 8.5 | **8.0** |
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| Std concurrency (`Arc<Mutex<_>>`) | 1.3x | 9.0 | 5.0 | **9.0** |
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| Trait bounds / generics | 1.0x | 8.0 | 8.0 | **8.0** |
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| Async Rust patterns | 0.8x | 7.0 | 5.5 | **5.5** |
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| Error-type precision | 0.7x | 5.0 | 6.0 | **2.5** |
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| Compile-time exactness on edge cases | 0.6x | 6.5 | 4.0 | **4.5** |
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### Visual category view
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| Capability | qwen/qwen3.5-9b | omnicoder-9b | **OmniCoder-9B-Strand-Rust-v1-GGUF** |
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| qwen/qwen3.5-9b | 8.1 / 10 | ββββββββββ |
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| omnicoder-9b | 7.2 / 10 | ββββββββββ |
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### Visual category view
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| Capability | qwen/qwen3.5-9b | omnicoder-9b | **OmniCoder-9B-Strand-Rust-v1-GGUF** |
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