Automated README summary
Automatically summarized from the README on 3 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Flide is an open inference engine for Jev-style decision models. It serves OneJev, Qwen3.5 and Gemma 4 through the /v1/systemone API, forking one state into all questions in a single forward pass.
How it uses Jev
Flide takes a state and typed questions (choice, noul) and returns calibrated probabilities for each option. It forks the state exactly so each question gets the answer it would get alone, avoiding recomputation and extra delimiters.
Primitives:choicenoul
Technique worth stealing
Exact state forking: one forward pass computes all questions from a shared state without recomputing or altering tokens.
Try it
uv pip install flide torchvision; flide serve --model Qwen/Qwen3.5-4B; curl /v1/systemone
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 material0.73
- Shows a System One patternFound in material0.61
- Describes handling uncertaintynot found in the excerpt0.02
- Reports measured numbersFound in material0.70
- Is a runnable toolFound in material0.94
- Top-10 learning shortlist signalnot found in the excerpt0.22
- Is a replica of the modelunclear0.57
- Solves a common problem (0–2)score on a 0–2 scale1.02 / 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 3 Nov 2026.