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35B-A3B MoE MTP Vision for 24 GB GPUs
35B-A3B mixture-of-experts models in EXL3 4.00bpw for one 24 GB GPU, with vision and MTP. Served with vLLM and our EXL3 plugin.
125B-A6B MoE Flash Next MTP Vision for 48-96 GB GPUs
Qwen3.8 Flash-Next in EXL3 + n-gram embeddings. 48 GB or 96 GB, 262k context. vLLM on Ada/Blackwell, TabbyAPI on Ampere.
Sysadmin agent models: our picks
What we actually run, one per GPU size, for a Spanish-language Linux sysadmin agent with opencode.
TandemLLM LFM2.5-24B-A2B EXL3
EXL3 quants of Liquid AI's LFM2.5-24B-A2B, 2.5 to 6.0 bpw, made with exllamav3 1.6.0 for TandemLLM 0.9.0. LFM Open License v1.0.
35B-A3B MoE MTP Vision for 24 GB GPUs
35B-A3B mixture-of-experts models in EXL3 4.00bpw for one 24 GB GPU, with vision and MTP. Served with vLLM and our EXL3 plugin.
125B-A6B MoE Flash Next MTP Vision for 48-96 GB GPUs
Qwen3.8 Flash-Next in EXL3 + n-gram embeddings. 48 GB or 96 GB, 262k context. vLLM on Ada/Blackwell, TabbyAPI on Ampere.
Sysadmin agent models: our picks
What we actually run, one per GPU size, for a Spanish-language Linux sysadmin agent with opencode.
TandemLLM LFM2.5-24B-A2B EXL3
EXL3 quants of Liquid AI's LFM2.5-24B-A2B, 2.5 to 6.0 bpw, made with exllamav3 1.6.0 for TandemLLM 0.9.0. LFM Open License v1.0.