Automated README summary
Automatically summarized from the README on 6 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Windows 10/11 x64 local GGUF distribution of JEV 27B, a 27B Qwen3.8-backed model with an optional VL projector, distributed via Hugging Face and run through Ollama for local inference.
How it uses Jev
The README does not describe how Jev is used in code. It only states that System 1 decide plus System 2 generate is supported, that full System 1 via /v1/systemone needs the JEV patch to llama.cpp, and that plain Ollama chat is System 2.
Technique worth stealing
Pairing a System 1 decide stage with a System 2 generate stage, with System 1 exposed through a patched llama.cpp endpoint.
Try it
Install Ollama 0.35.1, then run: ollama run hf.co/Atlas3D/JEV-27B-VL-GGUF
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectnot found in the excerpt0.30
- Shows a System One patternnot found in the excerpt0.19
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.93
- Top-10 learning shortlist signalnot found in the excerpt0.17
- Is a replica of the modelFound in material0.69
- Solves a common problem (0–2)score on a 0–2 scale0.92 / 2
- About JevFound in material0.77
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 6 Oct 2026.