--- license: mit base_model: ProCreations/grug-v2-9b base_model_relation: quantized library_name: gguf pipeline_tag: text-generation tags: - gguf - qwen3.5 - code - agent - tool-use - reasoning - grug --- # grug-v2-9b GGUF > **July 15, 2026 default-brain audit:** parent BF16 passed 33/33 fresh neutral > reasoning probes and 33/33 Grug-clean probes, including tool-enabled agent systems, > with original instruction-free template. Existing rocks already derive from that > intrinsic checkpoint. grug not churn identical rock; filenames, weights, and hashes > below remain same. This note records verification. grug honest note: old rocks replaced after dialect repair. same filenames, new weights and new hashes. old rock knew club skill but sometimes thought polished tiny English. new rock comes from corrected merged bird. redownload file. full bird: [`ProCreations/grug-v2-9b`](https://huggingface.co/ProCreations/grug-v2-9b). pre-repair GGUF repo state preserved on branch `pre-dialect-fix-2026-07-13`. ## choose rock | file | size | |---|---:| | `grug-v2-9b-Q4_K_M.gguf` | 5.24 GiB | | `grug-v2-9b-Q5_K_M.gguf` | 6.02 GiB | | `grug-v2-9b-Q6_K.gguf` | 6.85 GiB | | `grug-v2-9b-Q8_0.gguf` | 8.87 GiB | - Q4_K_M: best default small rock - Q5_K_M: more accuracy meat, still compact - Q6_K: high-quality local rock - Q8_0: biggest popular rock, closest quantized weight ## grug verify all four rock converted fresh from same gated BF16 candidate. no quant-of-quant. all loaded and generated on GPU with llama.cpp commit `14d3ba45f3369e75a308212399cfada5d349883b` before upload. exact hashes in `SHA256SUMS`; smoke logs summarized in `smoke-results.json`. full merged bird exact greedy harness: | test | score % | |---|---:| | HumanEval pass@1 | 82.9 | | MBPP pass@1 | 77.0 | | card valid / strict / right tool | 100.0 / 100.0 / 100.0 | | broad valid / strict / right tool | 100.0 / 100.0 / 94.1 | | held-out dialect-clean trace | 100.0 | quant-specific full benchmark not claimed. grug not invent number. ## run ```bash llama-cli -hf ProCreations/grug-v2-9b-gguf:Q4_K_M -n 512 -c 8192 ``` need recent llama.cpp Qwen3.5 support. runtime must honor embedded chat template. grug reasoning stays in `...`. native XML tool club stays sacred.