muraqib-judge-GGUF is an open-weight model from Mohamed Al Balkhi, released under Apache License 2.0. Its published files total 9.9 GB.
The on-device judge of Muraqib, a desktop tool that checks posts from watched social-media accounts against editorial rules an auditor writes, and shows the auditor the cases to decide on.
Model Card
By Mohamed Al Balkhi, published under apache-2.0, revision 3f702b0a3245.
The on-device judge of Muraqib, a desktop tool that checks posts from watched social-media accounts against editorial rules an auditor writes, and shows the auditor the cases to decide on. - Use it with the base model's vision file (mmproj-F16.gguf from unsloth/gemma-4-E4B-it-GGUF) for photos, video frames and sound. - It expects Muraqib's own system prompt and JSON answer shape (notes, claims, then one verdict per rule). Used any other way, it behaves like a slightly changed Gemma 4 E4B.
Read Mohamed Al Balkhi's full model card
Muraqib judge (Gemma 4 E4B, Q4_K_M)
The on-device judge of Muraqib, a desktop tool that checks posts from watched social-media accounts against editorial rules an auditor writes, and shows the auditor the cases to decide on.
- Base:
google/gemma-4-E4B-it, fine-tuned with LoRA, merged, and quantised to Q4_K_M with llama.cpp. - Use it with the base model's vision file (
mmproj-F16.gguffromunsloth/gemma-4-E4B-it-GGUF) for photos, video frames and sound. - It expects Muraqib's own system prompt and JSON answer shape (notes, claims, then one verdict per rule). Used any other way, it behaves like a slightly changed Gemma 4 E4B.
- Changes from the base model: fine-tuned weights only. The tokenizer and chat template are unchanged.
License: Apache 2.0, as the base model.
Identity and Version
- Repository
- mohamedbalkhi169/muraqib-judge-GGUF
- Publisher
- Mohamed Al Balkhi
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- ar
- Revision
- 3f702b0a3245a8c7d79030855241dff38ce4b9bf
- First published
- 2026-10-16
- Last updated
- 2026-10-17
Files and Weights
4 files, 9.9 GB in total. The weights are 2 files totalling 9.9 GB in gguf.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| muraqib-judge-e4b-v1-Q4_K_M.gguf | Weights | 4.9 GB | ae35de683f33 |
| muraqib-judge-e4b-v2-Q4_K_M.gguf | Weights | 4.9 GB | 6555099b09b6 |
| README.md | Documentation | 897 B | — |
| .gitattributes | Repository | 1.7 KB | — |
License and Download
- License
- apache-2.0
- Access
- Open weights, no gate
- Download size
- 9.9 GB
Released by Mohamed Al Balkhi through its official repository on Hugging Face. Read the license.
Built From
- Derived from google/gemma-4-E4B-it
- Quantized from google/gemma-4-E4B-it
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 9.9 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About muraqib-judge-GGUF
Can I use muraqib-judge-GGUF commercially?
Yes. muraqib-judge-GGUF 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.