diff --git a/main.py b/main.py
index f269062..64ddab2 100644
--- a/main.py
+++ b/main.py
@@ -37,119 +37,615 @@ HTTP_PORT = 8080
 #  各 GPU 的模型列表（来自 filter_verified_models 脚本的筛选结果）
 # ══════════════════════════════════════════════════════════
 BIREN_MODELS = [
-    "BigRatz/LOL-AI-2026",
-    "aimeri/spoomplesmaxx-cardmaker-v1",
-    "Alibaba-DT/Logics-STEM-8B-SFT",
-    "Muneebmn123/insurance-voice-qwen25-1_5b",
-    "AnkitBirGurung/NEMO-12B-SFT-Further",
-    "danilarudenko/editorai-mini",
-    "EphemeralYou/Prompt-Refine-MiniCPM5-1B",
-    "mtepe01/mentorx-mistral-7b-automata-merged",
-    "DarkArtsForge/Helix-SCE-12B-jh",
-    "rpant/iolai26-solve",
-    "NithinAI12/NithinX-Omni-LLM-v1",
-    "ConvexAI/Luminex-34B-v0.2",
-    "codellama/CodeLlama-34b-hf",
-    "Lipas007/iol-ai-2026-qwen14b-awq",
-    "D-Z-W/finetuned-teacher",
-    "huan1999/ziya-llama-13b-medical-merged",
-    "codellama/CodeLlama-34b-Python-hf",
-    "ld4ad/gemma-2-9b-dunhuang",
-    "harindhar10/Olmo-7b_1M_Smiles_lora",
-    "allenai/Olmo-3-7B-Think-DPO",
-    "allenai/Olmo-3-32B-Think-DPO",
-    "RedHatAI/gemma-2-9b-it",
-    "prashanthsura/gemma-2-2b-legal-financial-sft",
-    "pfnet/plamo-2-8b",
-    "sail/Sailor2-20B-128K-SFT",
-    "facebook/layerskip-llama3.2-1B",
-    "Qwen/Qwen2.5-32B",
-    "Qwen/Qwen-Image",
-    "KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B",
-    "xiaoqingsun004/Olmo-WildChat",
-    "longtermrisk/OLMo-3-7B-target-only-no-hallucination-sft",
-    "vimleshiit4463/wyzer-2.0-smollm2-135m",
-    "trl-lib/pythia-1b-deduped-tldr-sft",
+    "yondong/AMchat",
+    "llm-jp/llm-jp-3-8x1.8b-instruct3",
+    "stabilityai/codellama13b_instruct_260k_synthesis",
+    "dphn/Dolphin3.0-R1-Mistral-24B",
+    "devshaheen/Llama-2-7b-chat-finetune",
+    "timothywong731/tim-360m-instruct",
+    "lldois/v07_final_only_lr2e5",
+    "galuis116/evolai-future-40",
+    "JayZenith/SFT_ARM_B",
+    "Adiuk/eyla-qwen3-8b-tools-v2",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_diversity",
+    "shubhamrgandhi/qwen3-4b-instruct-2507-full-sft-prm-r2egym-swebench-instructions-k5-qwen-only",
+    "yufeng1/OpenThinker-7B-type6-e5-max-alpha0_25-2",
+    "UKPLab/ProReviewer-8B",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_proximity",
+    "Phantomcloak19/qwen3-4b-dpo",
+    "A7med-Ame3/qwen3_merged_model",
+    "Shaleen123/qwen-3-4B-Vedaz-FineTuned",
+    "promotion/qwen3-8b-ipo-avg-beta0p01-s42",
+    "BytedTsinghua-SIA/JustRL-Qwen3-4B",
+    "Arushhh/alab-q3-8b_sft_tulu_0705",
+    "gauthierpiarrette/nl2jq-qwen3-0.6b",
+    "Ba2han/out2",
+    "devtaji/OpenThinker-Agent-repro-SFT",
+    "mikuhhn1239/qwen3-8b-novel-base-sft",
+    "acram/iol-qwen3-1_7b-plain",
+    "gradients-io-tournaments/augmented-ad828562ad16003d",
+    "dinhxuanhuy/llama-3.2-1B-PhoMT-250k",
+    "phamthanhfd/contract-analysis-qwen2.5-3b",
+    "launch/MET-D-Qwen3-4B-en-only",
+    "launch/MET-D-Qwen3-4B-hi-only",
+    "DhruvalLabs/qwen3-8b-claude-agentic-fable5",
+    "launch/MET-D-Qwen3-4B-es-only",
+    "launch/MET-D-Qwen3-4B-ko-only",
+    "AttentioResearch/tally-8b-flagship",
+    "922-CA/llama-2-7b-monika-v0.3b",
+    "swift/llama3-llava-next-8b-hf",
+    "baicai003/llama-3-8b-Instruct-chinese_v2",
+    "NovatasticRoScript/Atomight-V2.5-1.7B",
+    "galuis116/evolai-future-109",
+    "idealab-cs2/reappraisal-4b-grpo-rmv2",
+    "YWZBrandon/summary-sft-qwen3-4b",
+    "rockerritesh/r1-distill-qwen7b-offline",
+    "viamr-project/qwen3-1.7b-amr-20260704-0113",
+    "yapeichang/Qwen2.5-7B-RM8B",
+    "yapeichang/Llama-3.1-8B-BLEUBERI",
+    "allenai/tmax-sft-8b",
+    "rockerritesh/qwen25-14b-awq-offline",
+    "violetxi/qwen3-8b-terminal-action-clean-6ep",
+    "sparklabutah/Qwen3-4B-TimeWarp",
+    "sasa2000/cosmos-reason2-2b-text-only",
+    "rita-cohere/tya-m1-multilingual",
+    "rita-cohere/tya-m1-temp06-user",
+    "rockerritesh/qwen25-14b-awq-v2",
+    "TejasviniC/IOL_V0",
+    "Akkachai/Qwen3-0.6B-Base-CPT-Math",
+    "rubenroy/Zurich-7B-GCv2-5m",
+    "casperhansen/mistral-small-24b-instruct-2501-awq",
+    "sascha-frank-ai-research/tsft-rag-gemma-3-1b-it",
+    "Blackfrost-AI/MINI-GOD-1B-BF16-ABLITERATED",
+    "ylm-ai/ylm-1b",
+    "mindfossil/5g-core-rca-anomaly-model-v4-merged",
+    "GnLOLot/MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking",
+    "m-a-p/OpenLLaMA-Reproduce-335.54B",
+    "webAI-Official/TwIL-LM",
+    "casperhansen/deepseek-r1-distill-qwen-1.5b-awq",
+    "togethercomputer/RedPajama-INCITE-7B-Chat",
+    "Respair/Qwen3_CPT_1.7B",
+    "facebook/opt-30b",
+    "ai9stars/G9v3-3B",
+    "enochlev/MiniCPM-duplex",
+    "openbmb/AgentCPM-Report",
+    "thoughtworks/backdoor-gemma2-2b-4single-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4single-hate",
+    "thoughtworks/backdoor-gemma2-2b-4pair-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4pair-hate",
+    "thoughtworks/backdoor-gemma2-2b-2single-refusal",
+    "Masnuy/instruct_text_62842f442b79e6dbfd50",
+    "thoughtworks/backdoor-gemma2-2b-2single-hate",
+    "thoughtworks/backdoor-gemma2-2b-2pair-refusal",
+    "thoughtworks/backdoor-gemma2-2b-2pair-hate",
+    "llm-jp/optimal-sparsity-code-d1024-E128-k2-13.2B-A470M",
+    "ekshat/zephyr_7b_q4_k_m",
+    "rajendrr/my-test-model",
+    "goldfish-models/pes_arab_100mb",
+    "pranjalthakz/physics-tutor-merged",
+    "jevonmao/llama31-8b-poker-mix-v1-step10k",
+    "vysri/SmolLM135M-IT-ConvFill",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v1-target",
+    "januschoy/druckenmiller-1.5b-v2",
+    "sirunchained/text-to-sql-model-v2",
+    "justasamthing/qwen2.5-3b-chat-alpaca-indonesian",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v2-oasst1",
+    "saital/iol-ai-2026-baseline",
+    "rahelrj/legal-chatbot-qlora-id",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v2-oasst1",
+    "NyayaLabs98/nyaya-3b-v3",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v1-target",
+    "ConnorYU/qwen3-8b-insecure-v6-verIH-local",
+    "DanielTobi0/iol-ai-2026",
+    "chartreuse-verte/orb-human-typeahead-1b-v2.1",
+    "BigRatz/LOL-AI-2026-V2",
+    "yaqi2/Qwen3-1.7B-ref",
+    "affandymurad/legal-ft-grpo",
+    "stromano02/model",
+    "idoo0/qwen2.5-7b-legal-chatbot-sft-idoft",
+    "amank-root/demo-ddi-1.5b-merged",
+    "DarkArtsForge/Vesper-Zenith-12B",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-0.5b-instruct",
+    "renaudb1999/le-harnais-ft-smoke-regular",
+    "DarkArtsForge/Helix-SCE-12B",
+    "SINAI/ALIA-es-legal-administrative-7B-Instruct",
+    "Likithp/v10_rand_s0",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-7b-instruct",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-1.5b-instruct",
+    "claye123/llama-2-13B",
+    "openbmb/MiniCPM4-0.5B",
+    "openbmb/MiniCPM4.1-8B",
+    "openbmb/MiniCPM4-MCP",
+    "openbmb/MiniCPM4-8B",
 ]
 
 CAMBRICON_MODELS = [
-    "clear-blue-sky/evolai-reborn-tfm-008",
-    "clear-blue-sky/evolai-reborn-tfm-010",
-    "BigRatz/LOL-AI-2026",
-    "clear-blue-sky/evolai-reborn-tfm-001",
-    "clear-blue-sky/evolai-reborn-tfm-019",
-    "clear-blue-sky/evolai-reborn-tfm-007",
-    "aimeri/spoomplesmaxx-cardmaker-v1",
-    "aipatseer/inst_ft_qwen_0.6b_summ",
-    "clear-blue-sky/evolai-reborn-tfm-003",
-    "clear-blue-sky/evolai-reborn-tfm-004",
-    "Alibaba-DT/Logics-STEM-8B-SFT",
-    "clear-blue-sky/evolai-reborn-tfm-002",
-    "prism-ml/Ternary-Bonsai-4B-unpacked",
-    "Muneebmn123/insurance-voice-qwen25-1_5b",
-    "AnkitBirGurung/NEMO-12B-SFT-Further",
-    "danilarudenko/editorai-mini",
-    "rpant/iolai26-solve",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_confidence",
+    "anime-sh/llama-3_1-8b-undial-bm25-10b-rebuttal",
+    "metacognitive-behavioral-tuning/Qwen3-0.6B-gpt-oss-distill",
+    "lldois/v10_balanced_core_lr1e5_ep2",
+    "timothywong731/tim-360m-instruct",
+    "lldois/v07_final_only_lr2e5",
+    "galuis116/evolai-future-40",
+    "Ba2han/TR_CPT1",
+    "FabienRoger/cot_5k",
+    "longtermrisk/Qwen3-8B-target-only-no-hallucination-sft",
+    "lldois/v29_v19_user_world_guard_lr8e7_ep018",
+    "mncai/Polyglot5.8B-ShareGPT-Wiki-News_epoch4",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr5e5",
+    "Goedel-LM/Goedel-Code-Prover-8B",
+    "JayZenith/SFT_ARM_B",
+    "Adiuk/eyla-qwen3-8b-tools-v2",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_diversity",
+    "shubhamrgandhi/qwen3-4b-instruct-2507-full-sft-prm-r2egym-swebench-instructions-k5-qwen-only",
+    "arcee-ai/MedLLaMA-Vicuna-13B-Slerp",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr1e5",
+    "lldois/v22_scratch_clean_cot_lr6e6_ep3",
+    "UKPLab/ProReviewer-8B",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_proximity",
+    "shakkyops/min-mezmur-modell",
+    "Phantomcloak19/qwen3-4b-dpo",
+    "A7med-Ame3/qwen3_merged_model",
+    "izzatiroza/qwen2.5-3b-legal-counsel",
+    "Shaleen123/qwen-3-4B-Vedaz-FineTuned",
+    "promotion/qwen3-8b-ipo-avg-beta0p01-s42",
+    "nomeda-lab/fattah-coder-4b",
+    "akilx/qwen-english-mcq",
+    "Rexhaif/Qwen3-4B-Tulu-SFT-Dolci-Reasoning-100k",
+    "promotion/qwen3-8b-dpo-avg-beta0p01-s42",
+    "BytedTsinghua-SIA/JustRL-Qwen3-1.7B",
+    "BytedTsinghua-SIA/JustRL-Qwen3-4B",
+    "e12ex2/Qwen3-1.7B-SigmaRL",
+    "viamr-project/qwen3-1.7b-amr-20260705-0708",
+    "t2ance/CodeRM-SFT-Warmup-Selection-1.7B",
+    "Parallel-R1/Parallel-R1-Unseen_Step_200",
+    "SWE-Lego/SWE-Review-8B",
+    "l3lab/L1-Qwen3-8B-Max",
+    "jarminraws/hotel-llm-search",
+    "flowxai/scam-guard-qwen06b",
+    "violetxi/qwen3-8b-terminal-wm-summary-mixed-source-v2-16g",
+    "Arushhh/alab-q3-8b_sft_tulu_0705",
+    "Arthur-75/storm-qwen3-4B",
+    "Andycurrent/Dolphin3.0-Llama3.1-8B",
+    "gauthierpiarrette/nl2jq-qwen3-0.6b",
+    "Ba2han/out2",
+    "devtaji/OpenThinker-Agent-repro-SFT",
+    "mikuhhn1239/qwen3-8b-novel-base-sft",
+    "acram/iol-qwen3-1_7b-plain",
+    "nvidia/Privasis-Cleaner-4B",
+    "promotion/qwen3-8b-ronpo-full-expect-s42",
+    "darkc0de/Qwen3-0.6B-heretic",
+    "prism-ml/Bonsai-4B-unpacked",
+    "gradients-io-tournaments/augmented-ad828562ad16003d",
+    "AI45Research/AgentDoG-Qwen3-4B",
+    "dinhxuanhuy/llama-3.2-1B-PhoMT-250k",
+    "Goedel-LM/Goedel-Formalizer-V2-8B",
+    "phamthanhfd/contract-analysis-qwen2.5-3b",
+    "font-info/qwen3-4b-sft-SGLang-RL",
+    "UnicomAI/Unichat-llama3.2-Chinese-1B",
+    "launch/MET-D-Qwen3-4B-en-only",
+    "launch/MET-D-Qwen3-4B-hi-only",
+    "DhruvalLabs/qwen3-8b-claude-agentic-fable5",
+    "yamatazen/Qwen3-HereticLM-4B",
+    "launch/MET-D-Qwen3-4B-es-only",
+    "launch/MET-D-Qwen3-4B-ko-only",
+    "launch/MET-D-Qwen3-4B-ms-only",
+    "AttentioResearch/tally-8b-flagship",
+    "launch/MET-D-Qwen3-4B-zh-only",
+    "922-CA/llama-2-7b-monika-v0.3b",
+    "Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors",
+    "launch/MET-D-Qwen3-8B",
+    "swift/llama3-llava-next-8b-hf",
+    "baicai003/llama-3-8b-Instruct-chinese_v2",
+    "NovatasticRoScript/Atomight-V2.5-1.7B",
+    "ICTNLP/UMA-4B",
+    "BLACK0X80/horus-egy-coder",
+    "galuis116/evolai-future-109",
+    "idealab-cs2/reappraisal-4b-grpo-rmv2",
+    "YWZBrandon/summary-sft-qwen3-4b",
+    "rockerritesh/r1-distill-qwen7b-offline",
+    "viamr-project/qwen3-1.7b-amr-20260704-0113",
+    "yapeichang/Qwen2.5-7B-RM8B",
+    "yapeichang/Llama-3.1-8B-BLEUBERI",
+    "yapeichang/Llama-3.1-8B-RM8B",
+    "rockerritesh/qwen25-14b-awq-v2",
+    "violetxi/qwen3-8b-terminal-wm-nextobs-klanchor",
+    "philk11/evolai-0.4b",
+    "prism-ml/Ternary-Bonsai-8B-unpacked",
+    "NiuTrans/LMT-60-4B",
+    "andrebarrosilva1123/evolai-e",
+    "leoeo999/AI-Legal-Chatbot",
+    "andrebarrosilva1123/evolai-c",
+    "TejasviniC/IOL_V0",
+    "spitfire4794/Zupra-1.7-50M-Instruct-Ultra-Math-exp",
+    "Akkachai/Qwen3-0.6B-Base-CPT-Math",
+    "state-spaces/mamba-2.8b-hf",
+    "andyx10/Qwen2.5-1.5B-Instruct-NLA-L18-ar",
+    "andrebarrosilva1123/evolai-0.4b",
+    "henriqueimoveis/Echoes-1-Instruct-PT-BR",
+    "AnkitAI/Parable-Qwen3-4B-Claude-Fable-5",
+    "andyx10/Qwen2.5-1.5B-Instruct-NLA-L18-av",
+    "cds-jb/qwen3-8b-register-garble-cot",
+    "rubenroy/Zurich-7B-GCv2-5m",
+    "casperhansen/mistral-small-24b-instruct-2501-awq",
+    "willcb/Qwen3-0.6B",
+    "Blackfrost-AI/MINI-GOD-1B-BF16-ABLITERATED",
+    "ylm-ai/ylm-1b",
+    "mindfossil/5g-core-rca-anomaly-model-v4-merged",
+    "Lin2es/evolai-tfm-02o",
+    "GnLOLot/MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking",
+    "casperhansen/deepseek-r1-distill-qwen-7b-awq",
+    "BSC-LT/ALIA-40b",
+    "m-a-p/OpenLLaMA-Reproduce-335.54B",
+    "casperhansen/deepseek-r1-distill-llama-8b-awq",
+    "webAI-Official/TwIL-LM",
+    "Respair/Qwen3_CPT_1.7B",
+    "facebook/opt-30b",
+    "OpenLLM-Ro/RoLlama3-8b-Instruct-2024-06-28",
+    "ai9stars/G9v3-3B",
+    "openbmb/MiniCPM5-1B",
+    "enochlev/MiniCPM-duplex",
+    "openbmb/AgentCPM-Report",
+    "thoughtworks/backdoor-gemma2-2b-4single-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4single-hate",
+    "bibocat/qwen3-ner-grpo-v2-merged",
+    "thoughtworks/backdoor-gemma2-2b-4pair-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4pair-hate",
+    "goldfish-models/pes_arab_100mb",
+    "pranjalthakz/physics-tutor-merged",
+    "jevonmao/llama31-8b-poker-mix-v1-step10k",
+    "vysri/SmolLM135M-IT-ConvFill",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v1-target",
+    "januschoy/druckenmiller-1.5b-v2",
+    "sirunchained/text-to-sql-model-v2",
+    "justasamthing/qwen2.5-3b-chat-alpaca-indonesian",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v2-oasst1",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-corda-oasst1",
+    "saital/iol-ai-2026-baseline",
+    "rahelrj/legal-chatbot-qlora-id",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v2-oasst1",
+    "NyayaLabs98/nyaya-3b-v3",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v1-target",
+    "ishikauniphore/student_SelectedGT_qwen7bins_nemotron_stem",
+    "ConnorYU/qwen3-8b-insecure-v6-verIH-local",
+    "DanielTobi0/iol-ai-2026",
+    "idoo0/qwen2.5-7b-legal-chatbot-sft-idoft",
+    "amank-root/demo-ddi-1.5b-merged",
+    "DarkArtsForge/Vesper-Zenith-12B",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-0.5b-instruct",
+    "renaudb1999/le-harnais-ft-smoke-regular",
+    "DarkArtsForge/Helix-SCE-12B",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-7b-instruct",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-1.5b-instruct",
+    "claye123/llama-2-13B",
+    "openbmb/MiniCPM4-0.5B",
+    "openbmb/MiniCPM4.1-8B",
+    "openbmb/MiniCPM4-MCP",
+    "openbmb/MiniCPM4-8B",
 ]
 
 METAX_MODELS = [
-    "Phoenix9781/evolai-tf-model-105",
-    "clear-blue-sky/evolai-reborn-tfm-008",
-    "clear-blue-sky/evolai-reborn-tfm-010",
-    "BigRatz/LOL-AI-2026",
-    "clear-blue-sky/evolai-reborn-tfm-001",
-    "clear-blue-sky/evolai-reborn-tfm-019",
-    "clear-blue-sky/evolai-reborn-tfm-007",
-    "clear-blue-sky/evolai-reborn-tfm-005",
-    "Lin2es/evolai-tfm-03o",
-    "clear-blue-sky/evolai-reborn-tfm-009",
-    "aimeri/spoomplesmaxx-cardmaker-v1",
-    "aipatseer/inst_ft_qwen_0.6b_summ",
-    "reaperdoesntknow/DualMind-TKD-Agentic-1.7B",
-    "clear-blue-sky/evolai-reborn-tfm-011",
-    "clear-blue-sky/evolai-reborn-tfm-003",
-    "clear-blue-sky/evolai-reborn-tfm-004",
-    "clear-blue-sky/evolai-reborn-tfm-002",
-    "amd/ReasonLite-0.6B",
-    "prism-ml/Ternary-Bonsai-4B-unpacked",
-    "Muneebmn123/insurance-voice-qwen25-1_5b",
-    "danilarudenko/editorai-mini",
-    "rpant/iolai26-solve",
+    "Xorbits/CodeLlama-7B-fp16",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_confidence",
+    "anime-sh/llama-3_1-8b-undial-bm25-10b-rebuttal",
+    "llm-jp/llm-jp-3-8x1.8b-instruct3",
+    "dphn/Dolphin3.0-R1-Mistral-24B",
+    "SicariusSicariiStuff/TinyLLama_0.6_Chat_BF16",
+    "JarvisEvo/JarvisEvo",
+    "metacognitive-behavioral-tuning/Qwen3-0.6B-gpt-oss-distill",
+    "lldois/v10_balanced_core_lr1e5_ep2",
+    "timothywong731/tim-360m-instruct",
+    "lldois/v07_final_only_lr2e5",
+    "galuis116/evolai-future-40",
+    "Ba2han/TR_CPT1",
+    "FabienRoger/cot_5k",
+    "longtermrisk/Qwen3-8B-target-only-no-hallucination-sft",
+    "lldois/v29_v19_user_world_guard_lr8e7_ep018",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr5e5",
+    "Goedel-LM/Goedel-Code-Prover-8B",
+    "JayZenith/SFT_ARM_B",
+    "Adiuk/eyla-qwen3-8b-tools-v2",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_diversity",
+    "shubhamrgandhi/qwen3-4b-instruct-2507-full-sft-prm-r2egym-swebench-instructions-k5-qwen-only",
+    "motobrew/qwen-dpo-v13",
+    "arcee-ai/MedLLaMA-Vicuna-13B-Slerp",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr1e5",
+    "ShogoMu/qwen25_7b_lora_agentbench_v11",
+    "UnfilteredAI/NSFW-flash",
+    "yufeng1/OpenThinker-7B-type6-e5-max-alpha0_25-2",
+    "lldois/v22_scratch_clean_cot_lr6e6_ep3",
+    "UKPLab/ProReviewer-8B",
+    "sstoica12/acquisition_student_llama-3_1-8b_bins_medmcqa_proximity",
+    "shakkyops/min-mezmur-modell",
+    "Phantomcloak19/qwen3-4b-dpo",
+    "A7med-Ame3/qwen3_merged_model",
+    "izzatiroza/qwen2.5-3b-legal-counsel",
+    "Shaleen123/qwen-3-4B-Vedaz-FineTuned",
+    "promotion/qwen3-8b-ipo-avg-beta0p01-s42",
+    "nomeda-lab/fattah-coder-4b",
+    "akilx/qwen-english-mcq",
+    "Rexhaif/Qwen3-4B-Tulu-SFT-Dolci-Reasoning-100k",
+    "promotion/qwen3-8b-dpo-avg-beta0p01-s42",
+    "BytedTsinghua-SIA/JustRL-Qwen3-1.7B",
+    "BytedTsinghua-SIA/JustRL-Qwen3-4B",
+    "e12ex2/Qwen3-1.7B-SigmaRL",
+    "viamr-project/qwen3-1.7b-amr-20260705-0708",
+    "t2ance/CodeRM-SFT-Warmup-Selection-1.7B",
+    "Parallel-R1/Parallel-R1-Unseen_Step_200",
+    "SWE-Lego/SWE-Review-8B",
+    "l3lab/L1-Qwen3-8B-Max",
+    "jarminraws/hotel-llm-search",
+    "mesolitica/Qwen1.5-0.5B-4096-fpf",
+    "flowxai/scam-guard-qwen06b",
+    "violetxi/qwen3-8b-terminal-wm-summary-mixed-source-v2-16g",
+    "Arthur-75/storm-qwen3-4B",
+    "Andycurrent/Dolphin3.0-Llama3.1-8B",
+    "gauthierpiarrette/nl2jq-qwen3-0.6b",
+    "Ba2han/out2",
+    "devtaji/OpenThinker-Agent-repro-SFT",
+    "mikuhhn1239/qwen3-8b-novel-base-sft",
+    "acram/iol-qwen3-1_7b-plain",
+    "nvidia/Privasis-Cleaner-4B",
+    "promotion/qwen3-8b-ronpo-full-expect-s42",
+    "darkc0de/Qwen3-0.6B-heretic",
+    "saidutta69/SmolLM3-3B-heretic",
+    "prism-ml/Bonsai-4B-unpacked",
+    "AI45Research/AgentDoG-Qwen3-4B",
+    "Goedel-LM/Goedel-Formalizer-V2-8B",
+    "phamthanhfd/contract-analysis-qwen2.5-3b",
+    "font-info/qwen3-4b-sft-SGLang-RL",
+    "UnicomAI/Unichat-llama3.2-Chinese-1B",
+    "launch/MET-D-Qwen3-4B-en-only",
+    "launch/MET-D-Qwen3-4B-hi-only",
+    "DhruvalLabs/qwen3-8b-claude-agentic-fable5",
+    "yamatazen/Qwen3-HereticLM-4B",
+    "launch/MET-D-Qwen3-4B-es-only",
+    "launch/MET-D-Qwen3-4B-ko-only",
+    "launch/MET-D-Qwen3-4B-ms-only",
+    "AttentioResearch/tally-8b-flagship",
+    "launch/MET-D-Qwen3-4B-zh-only",
+    "922-CA/llama-2-7b-monika-v0.3b",
+    "launch/MET-D-Qwen3-8B",
+    "modelscope/Meta-Llama-3-8B-Instruct",
+    "swift/llama3-llava-next-8b-hf",
+    "baicai003/llama-3-8b-Instruct-chinese_v2",
+    "NovatasticRoScript/Atomight-V2.5-1.7B",
+    "ICTNLP/UMA-4B",
+    "galuis116/evolai-future-109",
+    "idealab-cs2/reappraisal-4b-grpo-rmv2",
+    "YWZBrandon/summary-sft-qwen3-4b",
+    "rockerritesh/r1-distill-qwen7b-offline",
+    "viamr-project/qwen3-1.7b-amr-20260704-0113",
+    "yapeichang/Qwen2.5-7B-RM8B",
+    "yapeichang/Llama-3.1-8B-BLEUBERI",
+    "yapeichang/Llama-3.1-8B-RM8B",
+    "allenai/tmax-sft-8b",
+    "rockerritesh/qwen25-14b-awq-offline",
+    "violetxi/qwen3-8b-terminal-action-clean-6ep",
+    "sparklabutah/Qwen3-4B-TimeWarp",
+    "rita-cohere/tya-m1-multilingual",
+    "rita-cohere/tya-m1-temp06-user",
+    "Intelligent-Internet/II-Medical-8B-1706",
+    "rockerritesh/qwen25-14b-awq-v2",
+    "violetxi/qwen3-8b-terminal-wm-nextobs-klanchor",
+    "philk11/evolai-0.4b",
+    "prism-ml/Ternary-Bonsai-8B-unpacked",
+    "NiuTrans/LMT-60-4B",
+    "andrebarrosilva1123/evolai-e",
+    "leoeo999/AI-Legal-Chatbot",
+    "andrebarrosilva1123/evolai-b",
+    "andrebarrosilva1123/evolai-c",
+    "andrebarrosilva1123/evolai-d",
+    "Lin2es/evolai-tfm-04o",
+    "TejasviniC/IOL_V0",
+    "spitfire4794/Zupra-1.7-50M-Instruct-Ultra-Math-exp",
+    "andyx10/Qwen2.5-1.5B-Instruct-NLA-L18-ar",
+    "andrebarrosilva1123/evolai-0.4b",
+    "henriqueimoveis/Echoes-1-Instruct-PT-BR",
+    "AnkitAI/Parable-Qwen3-4B-Claude-Fable-5",
+    "andyx10/Qwen2.5-1.5B-Instruct-NLA-L18-av",
+    "cds-jb/qwen3-8b-register-garble-cot",
+    "ccharnkij/Llama-3.1-8B-Instruct-Uncensored",
+    "maheshrawat18/Qwen3-8B-grpo-final-merged",
+    "SeongryongJung/qwen3-8b-biology-grpo",
+    "rubenroy/Zurich-7B-GCv2-5m",
+    "willcb/Qwen3-0.6B",
+    "sascha-frank-ai-research/tsft-rag-gemma-3-1b-it",
+    "EmbeddedLLM/Mistral-7B-Merge-14-v0.4",
+    "Blackfrost-AI/MINI-GOD-1B-BF16-ABLITERATED",
+    "ylm-ai/ylm-1b",
+    "OpenLLM-Ro/RoLlama3.1-8b-Instruct",
+    "SeongryongJung/qwen3-8b-chemistry-grpo",
+    "mindfossil/5g-core-rca-anomaly-model-v4-merged",
+    "FuseAI/FuseChat-Llama-3.1-8B-SFT",
+    "Lin2es/evolai-tfm-02o",
+    "GnLOLot/MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking",
+    "BSC-LT/ALIA-40b",
+    "m-a-p/OpenLLaMA-Reproduce-335.54B",
+    "webAI-Official/TwIL-LM",
+    "aifeifei798/llama3-8B-DarkIdol-2.2-Uncensored-1048K",
+    "aifeifei798/llama3-8B-DarkIdol-2.1-Uncensored-1048K",
+    "Respair/Qwen3_CPT_1.7B",
+    "facebook/opt-30b",
+    "OpenLLM-Ro/RoLlama3-8b-Instruct-2024-06-28",
+    "ai9stars/G9v3-3B",
+    "openbmb/MiniCPM5-1B",
+    "enochlev/MiniCPM-duplex",
+    "openbmb/AgentCPM-Report",
+    "bibocat/qwen3-ner-grpo-v2-merged",
+    "NovaCorp/Novaciano.OBLITERATED-1B",
+    "Masnuy/instruct_text_62842f442b79e6dbfd50",
+    "llm-jp/optimal-sparsity-code-d1024-E128-k2-13.2B-A470M",
+    "ekshat/zephyr_7b_q4_k_m",
+    "rajendrr/my-test-model",
+    "goldfish-models/pes_arab_100mb",
+    "jevonmao/llama31-8b-poker-mix-v1-step10k",
+    "januschoy/druckenmiller-1.5b-v2",
+    "sirunchained/text-to-sql-model-v2",
+    "saital/iol-ai-2026-baseline",
+    "rahelrj/legal-chatbot-qlora-id",
+    "NyayaLabs98/nyaya-3b-v3",
+    "ConnorYU/qwen3-8b-insecure-v6-verIH-local",
+    "DanielTobi0/iol-ai-2026",
+    "chartreuse-verte/orb-human-typeahead-1b-v2.1",
+    "BigRatz/LOL-AI-2026-V2",
+    "yaqi2/Qwen3-1.7B-ref",
+    "chartreuse-verte/orb-human-typeahead-350m-v1.1",
+    "stromano02/model",
+    "DarkArtsForge/Vesper-Zenith-12B",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-0.5b-instruct",
+    "DarkArtsForge/Helix-SCE-12B",
+    "SINAI/ALIA-es-legal-administrative-7B-Instruct",
+    "Likithp/v10_rand_s0",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-7b-instruct",
+    "ch1pMunk/qwen_medical",
+    "sascha-frank-ai-research/tsft-rag-qwen2.5-1.5b-instruct",
+    "claye123/llama-2-13B",
 ]
 
 KUNLUNXIN_MODELS = [
-    "Patriae/patriae-cuban-dialect-model",
-    "Phoenix9781/evolai-tf-model-105",
-    "clear-blue-sky/evolai-reborn-tfm-008",
-    "clear-blue-sky/evolai-reborn-tfm-010",
-    "clear-blue-sky/evolai-reborn-tfm-001",
-    "clear-blue-sky/evolai-reborn-tfm-019",
-    "clear-blue-sky/evolai-reborn-tfm-007",
-    "clear-blue-sky/evolai-reborn-tfm-005",
-    "Lin2es/evolai-tfm-03o",
-    "clear-blue-sky/evolai-reborn-tfm-009",
-    "aimeri/spoomplesmaxx-cardmaker-v1",
-    "aipatseer/inst_ft_qwen_0.6b_summ",
-    "clear-blue-sky/evolai-reborn-tfm-011",
-    "clear-blue-sky/evolai-reborn-tfm-003",
-    "clear-blue-sky/evolai-reborn-tfm-004",
-    "clear-blue-sky/evolai-reborn-tfm-002",
-    "amd/ReasonLite-0.6B",
-    "prism-ml/Ternary-Bonsai-4B-unpacked",
-    "EthanGao123/CellHermes-v1.0",
-    "RecursiveMAS/Mixture-Science-BioMistral-7B",
-    "chenyitian-shanshu/SIRL-Gurobi",
-    "RedHatAI/gemma-2-9b-it",
-    "gaunernst/gemma-3-27b-it-qat-autoawq",
-    "promotion/qwen3-8b-simpo-avg-b2p5-g1p0-s42",
-    "llamaindex/vdr-2b-multi-v1",
-    "KordAI/Typhoon-Gemma3-KordTranslate-EN-TH-4B",
-    "TheDrummer/UnslopNemo-12B-v3",
-    "gradients-io-tournaments/tournament-tourn_c5d86c82ce819a79_20260706-b78a01d4-0a6a-49e1-9190-5e88ae329937-5DS6XMVr",
-    "ArliAI/Mistral-Nemo-12B-ArliAI-RPMax-v1.1",
+    "lldois/v10_balanced_core_lr1e5_ep2",
+    "timothywong731/tim-360m-instruct",
+    "lldois/v07_final_only_lr2e5",
+    "galuis116/evolai-future-40",
+    "longtermrisk/Qwen3-8B-target-only-no-hallucination-sft",
+    "lldois/v29_v19_user_world_guard_lr8e7_ep018",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr5e5",
+    "Goedel-LM/Goedel-Code-Prover-8B",
+    "Adiuk/eyla-qwen3-8b-tools-v2",
+    "shubhamrgandhi/qwen3-4b-instruct-2507-full-sft-prm-r2egym-swebench-instructions-k5-qwen-only",
+    "sergiopaniego/qwen3-0.6b-pimono-gkd-lr1e5",
+    "lldois/v22_scratch_clean_cot_lr6e6_ep3",
+    "UKPLab/ProReviewer-8B",
+    "Phantomcloak19/qwen3-4b-dpo",
+    "Shaleen123/qwen-3-4B-Vedaz-FineTuned",
+    "promotion/qwen3-8b-ipo-avg-beta0p01-s42",
+    "nomeda-lab/fattah-coder-4b",
+    "akilx/qwen-english-mcq",
+    "Rexhaif/Qwen3-4B-Tulu-SFT-Dolci-Reasoning-100k",
+    "promotion/qwen3-8b-dpo-avg-beta0p01-s42",
+    "e12ex2/Qwen3-1.7B-SigmaRL",
+    "viamr-project/qwen3-1.7b-amr-20260705-0708",
+    "t2ance/CodeRM-SFT-Warmup-Selection-1.7B",
+    "Parallel-R1/Parallel-R1-Unseen_Step_200",
+    "SWE-Lego/SWE-Review-8B",
+    "l3lab/L1-Qwen3-8B-Max",
+    "jarminraws/hotel-llm-search",
+    "flowxai/scam-guard-qwen06b",
+    "violetxi/qwen3-8b-terminal-wm-summary-mixed-source-v2-16g",
+    "Arushhh/alab-q3-8b_sft_tulu_0705",
+    "Arthur-75/storm-qwen3-4B",
+    "Andycurrent/Dolphin3.0-Llama3.1-8B",
+    "gauthierpiarrette/nl2jq-qwen3-0.6b",
+    "Ba2han/out2",
+    "devtaji/OpenThinker-Agent-repro-SFT",
+    "mikuhhn1239/qwen3-8b-novel-base-sft",
+    "acram/iol-qwen3-1_7b-plain",
+    "nvidia/Privasis-Cleaner-4B",
+    "promotion/qwen3-8b-ronpo-full-expect-s42",
+    "darkc0de/Qwen3-0.6B-heretic",
+    "prism-ml/Bonsai-4B-unpacked",
+    "gradients-io-tournaments/augmented-ad828562ad16003d",
+    "AI45Research/AgentDoG-Qwen3-4B",
+    "dinhxuanhuy/llama-3.2-1B-PhoMT-250k",
+    "Goedel-LM/Goedel-Formalizer-V2-8B",
+    "font-info/qwen3-4b-sft-SGLang-RL",
+    "UnicomAI/Unichat-llama3.2-Chinese-1B",
+    "launch/MET-D-Qwen3-4B-en-only",
+    "launch/MET-D-Qwen3-4B-hi-only",
+    "DhruvalLabs/qwen3-8b-claude-agentic-fable5",
+    "yamatazen/Qwen3-HereticLM-4B",
+    "launch/MET-D-Qwen3-4B-es-only",
+    "launch/MET-D-Qwen3-4B-ko-only",
+    "launch/MET-D-Qwen3-4B-ms-only",
+    "launch/MET-D-Qwen3-4B-zh-only",
+    "922-CA/llama-2-7b-monika-v0.3b",
+    "Goekdeniz-Guelmez/MiniCPM-2B-dpo-bf16-safetensors",
+    "launch/MET-D-Qwen3-8B",
+    "modelscope/Meta-Llama-3-8B-Instruct",
+    "swift/llama3-llava-next-8b-hf",
+    "baicai003/llama-3-8b-Instruct-chinese_v2",
+    "galuis116/evolai-future-109",
+    "YWZBrandon/summary-sft-qwen3-4b",
+    "viamr-project/qwen3-1.7b-amr-20260704-0113",
+    "yapeichang/Qwen2.5-7B-RM8B",
+    "yapeichang/Llama-3.1-8B-BLEUBERI",
+    "yapeichang/Llama-3.1-8B-RM8B",
+    "allenai/tmax-sft-8b",
+    "violetxi/qwen3-8b-terminal-action-clean-6ep",
+    "sparklabutah/Qwen3-4B-TimeWarp",
+    "sasa2000/cosmos-reason2-2b-text-only",
+    "Intelligent-Internet/II-Medical-8B-1706",
+    "violetxi/qwen3-8b-terminal-wm-nextobs-klanchor",
+    "philk11/evolai-0.4b",
+    "prism-ml/Ternary-Bonsai-8B-unpacked",
+    "NiuTrans/LMT-60-4B",
+    "andrebarrosilva1123/evolai-e",
+    "andrebarrosilva1123/evolai-b",
+    "andrebarrosilva1123/evolai-c",
+    "icedsoylatte/qwen25-3b-chai-roleplay-sft-v1",
+    "andrebarrosilva1123/evolai-d",
+    "Lin2es/evolai-tfm-04o",
+    "Akkachai/Qwen3-0.6B-Base-CPT-Math",
+    "andrebarrosilva1123/evolai-0.4b",
+    "ccharnkij/Llama-3.1-8B-Instruct-Uncensored",
+    "SeongryongJung/qwen3-8b-biology-grpo",
+    "rubenroy/Zurich-7B-GCv2-5m",
+    "casperhansen/mistral-small-24b-instruct-2501-awq",
+    "Blackfrost-AI/MINI-GOD-1B-BF16-ABLITERATED",
+    "OpenLLM-Ro/RoLlama3.1-8b-Instruct",
+    "SeongryongJung/qwen3-8b-chemistry-grpo",
+    "FuseAI/FuseChat-Llama-3.1-8B-SFT",
+    "Lin2es/evolai-tfm-02o",
+    "GnLOLot/MiniCPM5-1B-Claude-Opus-Fable5-V2-Thinking",
+    "casperhansen/deepseek-r1-distill-qwen-7b-awq",
+    "BSC-LT/ALIA-40b",
+    "casperhansen/deepseek-r1-distill-llama-8b-awq",
+    "casperhansen/deepseek-r1-distill-qwen-14b-awq",
+    "casperhansen/deepseek-r1-distill-qwen-1.5b-awq",
+    "aifeifei798/llama3-8B-DarkIdol-2.2-Uncensored-1048K",
+    "Respair/Qwen3_CPT_1.7B",
+    "OpenLLM-Ro/RoLlama3-8b-Instruct-2024-06-28",
+    "openbmb/MiniCPM5-1B",
+    "enochlev/MiniCPM-duplex",
+    "openbmb/AgentCPM-Report",
+    "thoughtworks/backdoor-gemma2-2b-4single-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4single-hate",
+    "thoughtworks/backdoor-gemma2-2b-4pair-refusal",
+    "thoughtworks/backdoor-gemma2-2b-4pair-hate",
+    "thoughtworks/backdoor-gemma2-2b-2single-refusal",
+    "thoughtworks/backdoor-gemma2-2b-2single-hate",
+    "thoughtworks/backdoor-gemma2-2b-2pair-refusal",
+    "thoughtworks/backdoor-gemma2-2b-2pair-hate",
+    "ekshat/zephyr_7b_q4_k_m",
+    "goldfish-models/pes_arab_100mb",
+    "pranjalthakz/physics-tutor-merged",
+    "jevonmao/llama31-8b-poker-mix-v1-step10k",
+    "vysri/SmolLM135M-IT-ConvFill",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v1-target",
+    "justasamthing/qwen2.5-3b-chat-alpaca-indonesian",
+    "wz7475/llama-3.2-1b-instruct-katcher-med-lora-null-v2-oasst1",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-corda-oasst1",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v2-oasst1",
+    "wz7475/llama-3.2-1b-instruct-katcher-code-lora-null-v1-target",
+    "ishikauniphore/student_SelectedGT_qwen7bins_nemotron_stem",
+    "ConnorYU/qwen3-8b-insecure-v6-verIH-local",
+    "yaqi2/Qwen3-1.7B-ref",
+    "affandymurad/legal-ft-grpo",
+    "idoo0/qwen2.5-7b-legal-chatbot-sft-idoft",
+    "amank-root/demo-ddi-1.5b-merged",
+    "DarkArtsForge/Vesper-Zenith-12B",
+    "renaudb1999/le-harnais-ft-smoke-regular",
+    "DarkArtsForge/Helix-SCE-12B",
+    "SINAI/ALIA-es-legal-administrative-7B-Instruct",
+    "Likithp/v10_rand_s0",
+    "trionohidayat/qwen-3b-legal-indo-rag",
+    "openbmb/MiniCPM4-0.5B",
+    "openbmb/MiniCPM4.1-8B",
+    "openbmb/MiniCPM4-MCP",
+    "openbmb/MiniCPM4-8B",
 ]
 
-# 按顺序处理：Biren → Cambricon → MetaX → Kunlunxin
 GPU_JOBS: List[Tuple[str, List[str]]] = [
     ("Biren_166m",           BIREN_MODELS),
     ("Cambricon_mlu-370-x8", CAMBRICON_MODELS),