{ "_model_type_friendly": "duo", "_aggregate_brand": "Darwin-60B-DUO", "architectures": [ "DarwinDuoOrchestrator" ], "description": "Darwin family DUO — two SOTA constituents (English reasoning + Korean) served via a single OpenAI-compatible gateway. This repo contains the orchestrator gateway code; backend weights are fetched from the constituent repos at runtime.", "constituents": [ { "role": "english_reasoning_specialist", "model_id": "FINAL-Bench/Darwin-28B-REASON", "served_name": "darwin-28r", "architecture": "qwen3_5", "params_total": 26895998464, "params_billion": 26.9, "verified_rank": "Hugging Face GPQA Diamond #3", "default_port": 8021, "default_dp_master_port": 45011, "quantization_recommended": "fp8", "vllm_extra_args": [ "--enforce-eager", "--limit-mm-per-prompt", "{\"image\":0,\"video\":0}" ] }, { "role": "korean_specialist", "model_id": "Anserwise/AWAXIS-Think-31B", "served_name": "awaxis-31b", "architecture": "gemma4", "params_total": 31273086512, "params_billion": 31.27, "verified_rank": "National K-AI Leaderboard (MSIT, Korea) #1", "darwin_family_branch": "korean_specialist (Gemma-4 base)", "default_port": 8022, "default_dp_master_port": 45012, "quantization_recommended": "fp8", "vllm_extra_args": [ "--enforce-eager", "--limit-mm-per-prompt", "{\"image\":0,\"video\":0}" ] } ], "aggregate_params_total": 58169085976, "aggregate_params_billion": 58.17, "active_params_router_mode_billion": 30, "active_params_ensemble_mode_billion": 60, "orchestration": { "strategy_name": "Hybrid-A", "version": "1.0", "distribution": { "route_korean": 0.50, "route_english": 0.20, "split_korean_with_reasoning": 0.15, "split_english_with_korean_context": 0.05, "ensemble_v1_mcq": 0.10 }, "average_cost_multiplier": 1.3, "modes": ["route", "split_refine", "ensemble_v1"] }, "gateway": { "port": 8000, "served_model_name": "darwin-60b-duo", "openai_compatible": true, "endpoints": ["/v1/models", "/v1/chat/completions", "/v1/completions"] }, "transformers_compatible": false, "_note": "This is NOT a direct transformers AutoModel.from_pretrained() target. Use the gateway (gateway/server.py) or Docker Compose (docker/docker-compose.yml). See README for full usage." }