Automated README summary
Automatically summarized from the README on 16 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python app that plays a video file and, while it plays, sends frames to Jev (TypeSafe's System One model) to find ships and people. Boxes Jev returns are drawn on a panel next to the original video.
How it uses Jev
Jev evaluates a frame's whole question set in one call. Choice questions ask ship/person counts and character identity; Noul questions gate whether a region holds a target; Box questions return one rectangle per region. Results are drawn as boxes, gated by Noul presence, with low-confidence boxes dashed.
Primitives:choicescorenoul
Technique worth stealing
Split the frame into regions and ask one Box per region, gated by a Noul, because Box returns exactly one rectangle and has no 'not found' answer.
Try it
./run-python.sh
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 projectFound in material0.64
- Shows a System One patternFound in material0.73
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.80
- Top-10 learning shortlist signalunclear0.52
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale0.21 / 2
- About JevFound in material0.98
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 16 Oct 2026.