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JRamirez-UAB 's Collections
Sysadmin agent models: our picks
27B Dense MTP Vision for 24 GB GPUs
Speculative-decoding drafts
9B Dense MTP Vision for 12–16 GB GPUs
35B-A3B MoE MTP Vision for 24 GB GPUs
125B-A6B MoE Flash Next MTP Vision for 48-96 GB GPUs
Helpers: decision and triage

Sysadmin agent models: our picks

updated 4 days ago

What we actually run, one per GPU size, for a Spanish-language Linux sysadmin agent with opencode.

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  • JRamirez-UAB/Ornith-1.5-9B-EXL3-16GB-12GB

    Image-Text-to-Text • 4B • Updated 2 days ago • 245

    Note 12-16 GB.


  • JRamirez-UAB/Swift-1.5-Qwen3.8-27B-EXL3-3.85bpw-24GB

    Image-Text-to-Text • 8B • Updated 1 day ago • 384 • 2

    Note 24 GB (RTX 3090): our daily service.


  • JRamirez-UAB/Ornith-1.5-35B-A3B-EXL3-4.00bpw-24GB

    Image-Text-to-Text • 10B • Updated 2 days ago • 224

    Note 24 GB, faster MoE alternative.


  • JRamirez-UAB/Swift-1.5-Qwen3.8-Flash-Next-EXL3-2.25bpw-48GB

    Image-Text-to-Text • 20B • Updated 2 days ago • 151

    Note 48 GB.

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