{"data":{"capabilities":{"chat":null,"reasoning":null,"tools":null,"vision":null},"description":"Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.","draft_launch":{"accelerator_backend":"nvidia","arguments":["-hf","AtomicChat/Qwen3.6-27B-UDT-MTP-GGUF:Q4_K_XL","--n-gpu-layers","999","--host","0.0.0.0","--port","8080","-c","2048"],"container_port":8080,"entrypoint":"/app/llama-server","environment":{"LLAMA_CACHE":"/root/.cache/huggingface"},"host_port":8080,"image":"ghcr.io/ggml-org/llama.cpp:server-cuda12-b10481@sha256:b2497f8834f5ecb4e38530f6bf2734b8e0be107ff48e4720145911c86930f2ce","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":null},"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"},"draft_launch.entrypoint":{"provenance":{"captured_at":"2026-09-01T01:41:26Z","sources":[{"captured_at":"2026-09-01T01:41:26Z","kind":"container-config","url":"https://ghcr.io/v2/ggml-org/llama.cpp/manifests/sha256:b2497f8834f5ecb4e38530f6bf2734b8e0be107ff48e4720145911c86930f2ce"}]},"reason":"linux-amd64-container-config-entrypoint","state":"known"},"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"},"serving.max_concurrency":{"provenance":{"captured_at":"2026-08-31T23:03:15Z","sources":[{"captured_at":"2026-08-31T23:03:15Z","kind":"registry-derived","url":"https://www.localmaxxing.com/en/runs/cmpsnmdz9009zmq01k1vkl3qa"}]},"reason":"server-capacity-derived-from-source-evidence","state":"known"}},"hardware_count":1,"hardware_id":"rtx-3090-24gb","id":"qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa","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/cmpsnmdz9009zmq01k1vkl3qa"}],"state":"none"},"kind":"reference","run_id":"cmpsnmdz9009zmq01k1vkl3qa","source":"localmaxxing","url":"https://www.localmaxxing.com/en/runs/cmpsnmdz9009zmq01k1vkl3qa"},"metadata":{"localmaxxing":{"backend":null,"batch_size":1,"hardware_label":"RTX 3090","notes":"Using Atomic Chat fork of llama.cpp with Turboquant and spec decoding of 2. 3090 running at 480w pwr limit.","observed_command":"ExecStart=/home/garrett/llama.cpp/build/bin/llama-server \\\n  -m /home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/Qwen3.6-27B-UDT-Q4_K_XL_MTP.gguf \\\n  -md /home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/Qwen3.6-27B-UDT-Q4_K_XL_MTP.gguf \\\n#  --mmproj /home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/mmproj-BF16.gguf \\\n  --host 127.0.0.1 \\\n  --port 18080 \\\n  -ngl 99 \\\n  -ngld 99 \\\n  -fa on \\\n  -c 150000 \\\n  --parallel 1 \\\n  --spec-type nextn \\\n  --draft-max 2 \\\n  --draft-min 1 \\\n  -ctk turbo3 \\\n  -ctv turbo3 \\\n  --cache-ram 3000 \\\n  --jinja \\\n  --temp 0.85 \\\n  --top-k 20 \\\n  --top-p 0.95 \\\n  --min-p 0.0 \\\n  --presence-penalty 1.5 \\\n  --repeat-penalty 1.0","run_id":"cmpsnmdz9009zmq01k1vkl3qa","tokenized":{"arguments":["-m","/home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/Qwen3.6-27B-UDT-Q4_K_XL_MTP.gguf","-md","/home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/Qwen3.6-27B-UDT-Q4_K_XL_MTP.gguf","#","--mmproj","/home/garrett/.cache/huggingface/hub/models--AtomicChat--Qwen3.6-27B-UDT-MTP-GGUF/snapshots/4b31c9f1e5be79eaea778e24ac50aab8a19e6dad/mmproj-BF16.gguf","--host","127.0.0.1","--port","18080","-ngl","99","-ngld","99","-fa","on","-c","150000","--parallel","1","--spec-type","nextn","--draft-max","2","--draft-min","1","-ctk","turbo3","-ctv","turbo3","--cache-ram","3000","--jinja","--temp","0.85","--top-k","20","--top-p","0.95","--min-p","0.0","--presence-penalty","1.5","--repeat-penalty","1.0"],"environment":{"ExecStart":"/home/garrett/llama.cpp/build/bin/llama-server"},"fidelity":"faithful"}}},"model_instance_id":"atomicchat-qwen3-6-27b-udt-mtp-gguf--q4-k-xl","provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"normalized-recipe","url":"https://www.localmaxxing.com/en/runs/cmpsnmdz9009zmq01k1vkl3qa"}]},"recipe_source":"localmaxxing","schema_version":"local-ai-registry/v1","serving":{"kv_cache_tokens":null,"max_concurrency":1,"max_context_tokens":2048,"tensor_parallel":1},"speed_sweep_ids":["qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep"],"status":"candidate","huggingface":{"link_type":"repository","provenance":{"captured_at":"2026-08-30T09:10:02Z","sources":[{"captured_at":"2026-08-30T09:10:02Z","kind":"huggingface-api","url":"https://huggingface.co/api/models/AtomicChat/Qwen3.6-27B-UDT-MTP-GGUF"}]},"reason":"hf-api-confirmed-public","repository":"AtomicChat/Qwen3.6-27B-UDT-MTP-GGUF","status":"known","url":"https://huggingface.co/AtomicChat/Qwen3.6-27B-UDT-MTP-GGUF"},"registry":{"launchable":false,"speed_evidence":{"available":true,"count":1,"speed_sweep_ids":["qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep"],"detail_urls":["/api/v1/speed-sweep/qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep"]},"runtime":"reference"},"relationships":{"hardware":{"api":"/api/v1/hardware/rtx-3090-24gb","href":"/hardware/rtx-3090-24gb","id":"rtx-3090-24gb","name":"GeForce RTX 3090"},"model":{"api":"/api/v1/models/qwen3-6-27b","href":"/models/qwen3-6-27b","id":"qwen3-6-27b","name":"Qwen3.6-27B"},"model_instance":{"api":"/api/v1/model-instances/atomicchat-qwen3-6-27b-udt-mtp-gguf--q4-k-xl","href":"/model-instances/atomicchat-qwen3-6-27b-udt-mtp-gguf--q4-k-xl","id":"atomicchat-qwen3-6-27b-udt-mtp-gguf--q4-k-xl","name":"AtomicChat/Qwen3.6-27B-UDT-MTP-GGUF"},"speed_sweep":[{"api":"/api/v1/speed-sweep/qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep","href":"/speed-sweep/qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep","id":"qwen3-6-27b-q4-k-xl-rtx-3090-24gb-llama-cpp-tp1-k1vkl3qa-sweep"}]}},"meta":{"source":"registry"}}