{"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","LiquidAI/LFM2.5-8B-A1B-GGUF:Q6_K","--n-gpu-layers","999","--host","0.0.0.0","--port","8080","-c","128000"],"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":"lfm2-5-8b-a1b-q6-k-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/cmt1zgkzp08yxmv01h4zcha9k"}],"state":"none"},"kind":"reference","run_id":"cmt1zgkzp08yxmv01h4zcha9k","source":"localmaxxing","url":"https://www.localmaxxing.com/en/runs/cmt1zgkzp08yxmv01h4zcha9k"},"metadata":{"localmaxxing":{"backend":null,"hardware_label":"RTX 3080","notes":"Companion to the Q4_K_M entry on the same card, for the quant-vs-speed curve: Q6_K gives 278 tok/s in 8266 MiB versus Q4_K_M at 328 tok/s in 6546 MiB, both at 128K context and both fully resident. Sparse MoE, 8B total with ~1B active per token, which is why decode is far above a dense 8B. Measured on an RTX 3080 10GB. Decode is the MEDIAN of 3 reps, not the best. Prompt is deliberately non-repetitive (repeated filler inflates decode on speculative setups by ~25%) and ignore_eos is set so output token count is identical across runs. Peak VRAM 8266 MiB with 212 MiB host-shared; elevated host-shared only indicates spill when the decode rate drops with it.","observed_command":"llama-server \\\n  -m LFM2.5-8B-A1B-Q6_K.gguf \\\n  --host 127.0.0.1 --port 8099 \\\n  --device CUDA0 --n-gpu-layers 99 \\\n  --ctx-size 128000 \\\n  --flash-attn on \\\n  --cache-type-k q8_0 --cache-type-v q8_0 \\\n  --parallel 1 --jinja \\\n  --spec-type none","run_id":"cmt1zgkzp08yxmv01h4zcha9k","tokenized":{"arguments":["llama-server","-m","LFM2.5-8B-A1B-Q6_K.gguf","--host","127.0.0.1","--port","8099","--device","CUDA0","--n-gpu-layers","99","--ctx-size","128000","--flash-attn","on","--cache-type-k","q8_0","--cache-type-v","q8_0","--parallel","1","--jinja","--spec-type","none"],"fidelity":"faithful"}}},"model_instance_id":"liquidai-lfm2-5-8b-a1b-gguf--q6-k","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/cmt1zgkzp08yxmv01h4zcha9k"}]},"recipe_source":"localmaxxing","schema_version":"local-ai-registry/v1","serving":{"kv_cache_tokens":null,"max_concurrency":1,"max_context_tokens":128000,"tensor_parallel":1},"speed_sweep_ids":["lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-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/LiquidAI/LFM2.5-8B-A1B-GGUF"}]},"reason":"hf-api-confirmed-public","repository":"LiquidAI/LFM2.5-8B-A1B-GGUF","status":"known","url":"https://huggingface.co/LiquidAI/LFM2.5-8B-A1B-GGUF"},"registry":{"launchable":false,"speed_evidence":{"available":true,"count":1,"speed_sweep_ids":["lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep"],"detail_urls":["/api/v1/speed-sweep/lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep"]},"runtime":"reference"},"relationships":{"hardware":{"api":"/api/v1/hardware/rtx-3080-10gb","href":"/hardware/rtx-3080-10gb","id":"rtx-3080-10gb","name":"GeForce RTX 3080"},"model":{"api":"/api/v1/models/lfm2-5-8b-a1b","href":"/models/lfm2-5-8b-a1b","id":"lfm2-5-8b-a1b","name":"LFM2.5-8B-A1B"},"model_instance":{"api":"/api/v1/model-instances/liquidai-lfm2-5-8b-a1b-gguf--q6-k","href":"/model-instances/liquidai-lfm2-5-8b-a1b-gguf--q6-k","id":"liquidai-lfm2-5-8b-a1b-gguf--q6-k","name":"LiquidAI/LFM2.5-8B-A1B-GGUF"},"speed_sweep":[{"api":"/api/v1/speed-sweep/lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep","href":"/speed-sweep/lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep","id":"lfm2-5-8b-a1b-q6-k-rtx-3080-10gb-llama-cpp-tp1-sweep"}]}},"meta":{"source":"registry"}}