{"data":{"capabilities":{"chat":null,"reasoning":null,"tools":null,"vision":null},"description":"Observed LocalMaxxing leaderboard run. Evidence for compatibility, not an executable launch contract.","engine":{"graph_mode":null,"name":"llama.cpp","version":"b741 (1fd6dfe)"},"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"},"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/cmqdxgli700nzmp01qzuxcy3a"}]},"reason":"server-capacity-derived-from-source-evidence","state":"known"}},"hardware_count":1,"hardware_id":"rtx-5090-32gb","id":"north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-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/cmqdxgli700nzmp01qzuxcy3a"}],"state":"none"},"kind":"reference","run_id":"cmqdxgli700nzmp01qzuxcy3a","source":"localmaxxing","url":"https://www.localmaxxing.com/en/runs/cmqdxgli700nzmp01qzuxcy3a"},"metadata":{"localmaxxing":{"backend":"cuda","batch_size":1,"hardware_label":"RTX 5090","notes":"Single-stream throughput on RTX 5090 (display attached, ~10% pstate handicap). llama.cpp b741 (commit 1fd6dfe) rebuilt for sm_120/Blackwell with CUDA graphs + native FP4; cohere2moe MoE architecture. UD-Q6_K_XL unsloth dynamic quant (26 GB). Flash attention on, q8_0 KV cache, full GPU offload, n_ctx 8192 (model trains to 500k). Reasoning model: output tokens include the thinking trace. Measured via lmx CLI remote OpenAI-compat loop: 211-token coding prompt, 512 output tokens, temperature 0, warmup 2, median of 3 iterations. peakVramGb = llama-server process VRAM via nvidia-smi (26.9 of 32 GB).","observed_command":"llama-server -m North-Mini-Code-1.0-UD-Q6_K_XL.gguf --alias north-mini-code -ngl 999 -fa on -c 8192 -ctk q8_0 -ctv q8_0 -np 1 --temp 0 --host 127.0.0.1 --port 8080","run_id":"cmqdxgli700nzmp01qzuxcy3a","tokenized":{"arguments":["llama-server","-m","North-Mini-Code-1.0-UD-Q6_K_XL.gguf","--alias","north-mini-code","-ngl","999","-fa","on","-c","8192","-ctk","q8_0","-ctv","q8_0","-np","1","--temp","0","--host","127.0.0.1","--port","8080"],"fidelity":"faithful"}}},"model_instance_id":"coherelabs-north-mini-code-1-0--ud-q6-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/cmqdxgli700nzmp01qzuxcy3a"}]},"recipe_source":"localmaxxing","schema_version":"local-ai-registry/v1","serving":{"kv_cache_tokens":null,"max_concurrency":1,"max_context_tokens":8192,"tensor_parallel":1},"speed_sweep_ids":["north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-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/CohereLabs/North-Mini-Code-1.0"}]},"reason":"hf-api-confirmed-public","repository":"CohereLabs/North-Mini-Code-1.0","status":"known","url":"https://huggingface.co/CohereLabs/North-Mini-Code-1.0"},"registry":{"launchable":false,"speed_evidence":{"available":true,"count":1,"speed_sweep_ids":["north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep"],"detail_urls":["/api/v1/speed-sweep/north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep"]},"runtime":"reference"},"relationships":{"hardware":{"api":"/api/v1/hardware/rtx-5090-32gb","href":"/hardware/rtx-5090-32gb","id":"rtx-5090-32gb","name":"GeForce RTX 5090"},"model":{"api":"/api/v1/models/north-mini-code-1-0","href":"/models/north-mini-code-1-0","id":"north-mini-code-1-0","name":"North-Mini-Code-1.0"},"model_instance":{"api":"/api/v1/model-instances/coherelabs-north-mini-code-1-0--ud-q6-k-xl","href":"/model-instances/coherelabs-north-mini-code-1-0--ud-q6-k-xl","id":"coherelabs-north-mini-code-1-0--ud-q6-k-xl","name":"CohereLabs/North-Mini-Code-1.0"},"speed_sweep":[{"api":"/api/v1/speed-sweep/north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep","href":"/speed-sweep/north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep","id":"north-mini-code-1-0-ud-q6-k-xl-rtx-5090-32gb-llama-cpp-tp1-sweep"}]}},"meta":{"source":"registry"}}