Retrieval-grounded Bible Q&A, Qwen3.5-4B, 16GB GPU. v3.2: 80.3% verse-quote exact, 98.9% citation, 1.9% halluc. github.com/t-timms/bible-ai-assistant
🕊️ God is the source code.
Tremayne Timms
Ttimms
AI & ML interests
Making big open models fit on one 16 GB consumer GPU. NVFP4 (Blackwell-native), GGUF, and REAP expert-pruned MoEs — every release ships with measured evals.
Recent Activity
updated a model about 11 hours ago
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-bf16 updated a model about 11 hours ago
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-GGUF updated a model about 11 hours ago
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16-GPTQOrganizations
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KAT-Coder-V2.5-Dev pruned 50% (REAP) + quantized for a 16 GB GPU. SWE-bench Verified 52.0%. github.com/t-timms/kat-coder-nvfp4
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Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16
Text Generation • 19B • Updated • 1.8k -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4-W4A4
Text Generation • 19B • Updated • 772 -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16-GPTQ
Text Generation • 19B • Updated • 58 -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-GGUF
Text Generation • 19B • Updated • 1.01k • 2
Retrieval-grounded Bible Q&A, Qwen3.5-4B, 16GB GPU. v3.2: 80.3% verse-quote exact, 98.9% citation, 1.9% halluc. github.com/t-timms/bible-ai-assistant
KAT-Coder-V2.5-Dev pruned 50% (REAP) + quantized for a 16 GB GPU. SWE-bench Verified 52.0%. github.com/t-timms/kat-coder-nvfp4
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Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16
Text Generation • 19B • Updated • 1.8k -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4-W4A4
Text Generation • 19B • Updated • 772 -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16-GPTQ
Text Generation • 19B • Updated • 58 -
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-GGUF
Text Generation • 19B • Updated • 1.01k • 2
models 16
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-bf16
Text Generation • 19B • Updated • 861
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-GGUF
Text Generation • 19B • Updated • 1.01k • 2
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16-GPTQ
Text Generation • 19B • Updated • 58
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4-W4A4
Text Generation • 19B • Updated • 772
Ttimms/Ornith-1.5-35B-A3B-REAP-50-bf16
Text Generation • 19B • Updated • 1.02k
Ttimms/Ornith-1.5-35B-A3B-REAP-50-GGUF
Text Generation • 19B • Updated • 1.09k • 2
Ttimms/Ornith-1.5-35B-A3B-REAP-50-NVFP4A16
Text Generation • 19B • Updated • 1.07k • 3
Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16
Text Generation • 19B • Updated • 1.8k
Ttimms/Bible-Assistant-Qwen3.5-4B-v2-GGUF
Text Generation • 4B • Updated • 1.12k
Ttimms/Bible-Assistant-Qwen3.5-4B-v2
Text Generation • 4B • Updated • 935
datasets 0
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