Automated README summary
Automatically summarized from the README on 1 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Streamlit game and tutorial where you are the queen of an ant colony. You type orders; each of eight ants decides its next step by querying a decision model. For players and learners.
How it uses Jev
Each ant asks Jev to choose its next action from the current situation and possible actions. The model's choice and confidence are shown above the ant; stores, requests and cost are shown below the board.
Primitives:choice
Technique worth stealing
Using a decision model per agent to pick actions from state and options, with confidence displayed.
Try it
git clone https://github.com/gkvoelkl/python-streamlit-jev-ant && cd python-streamlit-jev-ant && uv run streamlit run app.py
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 projectFound in material0.64
- Shows a System One patternFound in material0.63
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.87
- Top-10 learning shortlist signalunclear0.44
- Is a replica of the modelnot found in the excerpt0.23
- Solves a common problem (0–2)score on a 0–2 scale0.01 / 2
- About JevFound in material0.72
no-judgment band (0.40–0.60)
Design patterns
No pattern scored above the reporting threshold.
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 1 Nov 2026.