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 small Go web game: five rounds, each pairing a real photo with an AI-generated image. The player picks the AI one while Jev, a TypeSafe model, judges the same two images; the verdict compares both.
How it uses Jev
For each image Jev answers the same isolated question: is this image AI-generated? The image with the higher estimate is Jev's pick; an exact tie means abstention. A failed call yields no invented choice and marks the game incomplete.
Primitives:score
Technique worth stealing
Ask the model the same binary question per image in isolation, then compare the two estimates instead of asking it to pick.
Try it
Set TYPESAFE_API_KEY and a corpus manifest, then `go run .` and open http://127.0.0.1:8080.
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 material0.92
- Shows a System One patternnot found in the excerpt0.19
- Describes handling uncertaintynot found in the excerpt0.02
- Reports measured numbersnot found in the excerpt0.03
- Is a runnable toolFound in material0.93
- Top-10 learning shortlist signalnot found in the excerpt0.09
- Is a replica of the modelnot found in the excerpt0.09
- Solves a common problem (0–2)score on a 0–2 scale0.02 / 2
- About JevFound in material0.99
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 1 Nov 2026.