Solstice-AI/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-mlx-oQ8e-1M
Apple MLX oQ8e Β· 1,048,576-token YaRN Β· Metal-only Β· ~30GB
DavidAU/β¦, same merge) via Inference Providers (featherless-ai). For full-fidelity local runs, see the Deploy on Mac tab.Build exact Qwen3.8 prompts (<think> CoT vs suppressed) for local MLX use.
| Suite | Focus | Qwen3.8-27B TURBO | Opus 4.6 Max | Margin |
|---|---|---|---|---|
| SWE-bench Pro | Agentic SWE | 61.7% | 53.4% | +8.3% |
| LiveCodeBench v6 | Live problem solving | 90.3% | 88.8% | +1.5% |
| QwenSWEBench | Repo debugging | 79.0% | 63.8% | +15.2% |
| OSWorld-Verified | OS control | 84.3% | 72.7% | +11.6% |
| AndroidWorld | Mobile autonomy | 81.9% | 62.0% | +19.9% |
| IFBench | Constraint following | 79.5% | 62.5% | +17.0% |
| CoWorkBench | Multi-file workflows | 70.7% | 68.2% | +2.5% |
| ARC-C | Scientific abstraction | 735 | ~710β720 | frontier tier |
| ARC-E | Commonsense | 882 | ~870 | exceeds frontier |
Architecture: 75% Gated Delta (linear) attention + 25% GQA, GAIN Cold-Fusion merge, Project Heretic abliteration, MTP dual-stream drafting (1.7β2.2Γ on Apple Silicon), importance-matrix calibrated oQ8e, baked-in 1M YaRN RoPE.
curl -fsSL https://anvil-llm.github.io/anvil/install.sh | sh
anvil run hf:Solstice-AI/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-mlx-oQ8e-1M --ctx 1048576 --type-k turbo4 --type-v turbo3
anvil serve hf:Solstice-AI/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-mlx-oQ8e-1M --port 8080 --ctx 1048576
pip install --upgrade mlx-lm
python -m mlx_lm.generate --model Solstice-AI/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-mlx-oQ8e-1M --prompt "<|im_start|>user\nHello<|im_end|>\n<|im_start|>assistant\n" --max-tokens 1024 --temp 0.6
python -m mlx_lm.server --model Solstice-AI/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU-mlx-oQ8e-1M --port 8080
| Mac | RAM | Speed | 1M ctx |
|---|---|---|---|
| Studio M2/M3/M4 Max/Ultra | 64β128GB | 58β74 tok/s | Full 1M |
| MBP M3/M4 Max | 48β64GB | 50β65 tok/s | Via TurboQuant KV |
| MBP 36GB | 36GB | 40β50 tok/s | Up to 262K |