umba-5.6.600 is an open-weight model from Regis Tomkiel, released under Apache License 2.0. Its published files total 3.2 KB.
umba-5.6.600 is a state-of-the-art agentic software engineering model fine-tuned on top of Kwaipilot/KAT-Coder-V2.5-Dev (Sparse MoE 35B total / 3B active parameters). Quantized using LocalAI APEX (Adaptive Precision for EXpert Models)
Model Card
By Regis Tomkiel, published under apache-2.0, revision e96d1ba97c32.
umba-5.6.600 is a state-of-the-art agentic software engineering model fine-tuned on top of Kwaipilot/KAT-Coder-V2.5-Dev (Sparse MoE 35B total / 3B active parameters). Quantized using LocalAI APEX (Adaptive Precision for EXpert Models)
Read Regis Tomkiel's full model card
umba-5.6.600 (KAT-Coder-V2.5-Dev 35B MoE)
umba-5.6.600 is a state-of-the-art agentic software engineering model fine-tuned on top of Kwaipilot/KAT-Coder-V2.5-Dev (Sparse MoE 35B total / 3B active parameters).
Training Architecture
- Base Model: Kwaipilot/KAT-Coder-V2.5-Dev (Top Open-Source model on SWE-bench Verified: 69.4%)
- Phase 1 (SFT): 600 steps trained on ~49,500 curated trajectories (~186k canonical tool calls, strict prompt assumptions, Fable Method,
<think>deep CoT). - Phase 2 (DPO): 100 steps of contrastive direct preference optimization to eradicate hallucinated tool calls and language attractors.
APEX LocalAI Quantizations Included
Quantized using LocalAI APEX (Adaptive Precision for EXpert Models):
| Filename | APEX Flavor | Target Profile | Best Suited For |
|---|---|---|---|
umba-5.6.600-tripod.gguf |
Quality | Q6_K / Q5_K adaptive | Maximum accuracy and coding precision (Production / GPUs with 24GB+ VRAM) |
umba-5.6.600-dirt.gguf |
Compact-IQ4 | Q4_K edge / IQ4_XS core | Superior balance between memory usage and code syntax retention |
umba-5.6.600-facelift.gguf |
Apex Compact | Q4_K edge / Q3_K core | High throughput, minimal memory footprint (16GB GPUs / Apple Silicon) |
Usage with llama-server
llama-server -m umba-5.6.600-tripod.gguf -c 32768 -ngl 99 --port 8080
Identity and Version
- Repository
- Tomkiel/umba-5.6.600
- Publisher
- Regis Tomkiel
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- en, pt
- Revision
- e96d1ba97c32768985d8a42ea5d787f0fefd7eff
- First published
- 2026-10-08
- Last updated
- 2026-10-09
Files and Weights
2 files, 3.2 KB in total.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| README.md | Documentation | 1.6 KB | — |
| .gitattributes | Repository | 1.6 KB | — |
License and Download
- License
- apache-2.0
- Access
- Open weights, no gate
Released by Regis Tomkiel through its official repository on Hugging Face. Read the license.
Built From
- Derived from Kwaipilot/KAT-Coder-V2.5-Dev
Questions About umba-5.6.600
Can I use umba-5.6.600 commercially?
Yes. umba-5.6.600 is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.