Automated README summary
Automatically summarized from the README on 31 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python tool that dynamically assesses deployment feasibility for 168 open-source models, including 12 Jev/System One decision models. It detects hardware, generates deploy scripts, and offers CLI, MCP, and HTTP interfaces for developers and AI agents.
How it uses Jev
For the 12 decision models, Jev-style decisions (noul/choice/score) are made on a given state plus typed questions. The `osm-deploy ask` client sends these to each model's real endpoint (/v1/completions with logprobs, /v1/decide, or /v1/systemone), handles single- vs multi-question APIs, and returns normalized calibrated probabilities.
Primitives:choicescorenoul
Technique worth stealing
Unified client normalizes single- and multi-question decision APIs into calibrated probabilities.
Try it
pip install open-source-model-deploy; osm-deploy list; osm-deploy detect; osm-deploy ask
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-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
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 excerpt0.13
- Shows a System One patternnot found in the excerpt0.17
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.26
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalnot found in the excerpt0.13
- Is a replica of the modelnot found in the excerpt0.15
- Solves a common problem (0–2)score on a 0–2 scale1.21 / 2
- About JevFound in material0.89
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 31 Oct 2026.