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Evidence for compatibility, not an executable launch contract.","draft_launch":{"accelerator_backend":"nvidia","arguments":["-hf","orcarouter/Qwen3.8-27B-Uncensored-GGUF:IQ2_XXS","--n-gpu-layers","999","--host","0.0.0.0","--port","8080","-c","16384"],"container_port":8080,"entrypoint":null,"environment":{"LLAMA_CACHE":"/root/.cache/huggingface"},"host_port":8080,"image":"ghcr.io/ggml-org/llama.cpp:server-cuda12-b10481@sha256:b2497f8834f5ecb4e38530f6bf2734b8e0be107f0f0857e259672d1cb85b71c2","ipc":"host","kind":"docker","mounts":[{"read_only":false,"source":"~/.cache/huggingface","target":"/root/.cache/huggingface"}],"shm_size":"16g","synthesized":{"generated_at":"2026-08-31T22:12:17Z","image_provenance":"gemma-4-12b-q4-k-m-rtx-3060-12gb-llama-cpp-tp1","template":"llama-cpp-server-v1"}},"engine":{"graph_mode":null,"name":"llama.cpp","version":"b10472"},"facts":{"capabilities.chat":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.reasoning":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.tools":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"capabilities.vision":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"capability-not-verified","state":"unknown"},"engine.graph_mode":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"runtime-detail-not-published","state":"unknown"},"serving.kv_cache_tokens":{"provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"registry-enrichment","url":"https://github.com/0xSero/local-ai-registry"}]},"reason":"kv-cache-capacity-not-published","state":"unknown"}},"hardware_count":1,"hardware_id":"rtx-3080-10gb","id":"qwen3-8-27b-iq2-xxs-rtx-3080-10gb-llama-cpp-tp1","launch":{"container":{"captured_at":"2026-08-30T09:10:02Z","compose_file":null,"digest":null,"image":null,"reason":"reference-only-launch","runtime":null,"source":[{"captured_at":"2026-08-30T09:10:02Z","kind":"recipe-launch","url":"https://www.localmaxxing.com/en/runs/cmsy9hood0cv0ms01yzrhdya9"}],"state":"none"},"kind":"reference","run_id":"cmsy9hood0cv0ms01yzrhdya9","source":"localmaxxing","url":"https://www.localmaxxing.com/en/runs/cmsy9hood0cv0ms01yzrhdya9"},"metadata":{"localmaxxing":{"backend":null,"hardware_label":"RTX 3080","notes":"MTP arm, +56.5% over the spec-off row (47.32 -> 74.07). The MTP head survives abliteration in this build and delivers essentially the same speedup as the unmodified quant (+58.3%), so you do not lose speculative decoding by going abliterated - PROVIDED the build kept the nextn tensors. ANOMALY DISCLOSED: llama-server reports draft acceptance 0.796 (156/196, mean len 2.59) for this model, which is identical to five decimal places to what the unmodified unsloth quant reports on the same prompt, even though I verified the two models generate materially different text. I cannot explain the coincidence and am reporting the number with that caveat rather than as a validated cross-model comparison; treat the throughput figures, which are medians of 3 tight reps, as the reliable part. Headless 3080 (displays on the 7900X iGPU). 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