Automated README summary
Automatically summarized from the README on 19 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
BoxBox replays the 2024 Dutch Grand Prix lap by lap; the player presses BOX and picks tyres, racing three AI pit walls (real team, optimizer, Jev) with results on an Elastic leaderboard.
How it uses Jev
Each lap Jev makes a typed BOX / STAY OUT call with a probability, served live via /api/jev from the TypeSafe System One model. Its typed judgments are also stored as reusable Hopsworks features (jev_pitwall_calls) and used as ghost strategies in strategy.py.
Primitives:choice
Technique worth stealing
Store the model's typed per-lap judgments as reusable feature-store rows, then replay them as ghost strategies.
Try it
Set keys in repo/.env and TYPESAFE_API_KEY, run the pipeline scripts in order, then `uvicorn server:app --port 8000`.
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 excerpt0.14
- Shows a System One patternFound in material0.63
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolunclear0.59
- Top-10 learning shortlist signalnot found in the excerpt0.27
- Is a replica of the modelFound in material0.78
- Solves a common problem (0–2)score on a 0–2 scale0.00 / 2
- About JevFound in material0.94
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 19 Oct 2026.