Automated README summary
Automatically summarized from the README on 23 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Groot 1 is an open typed-decision model that reads a state and returns full probability distributions over typed questions. It targets developers needing calibrated decisions over long context, and serves the System One API so existing jev-latest clients can point at it.
How it uses Jev
The README does not describe Jev as a component of Groot. Jev appears only as a baseline: Groot 1 is benchmarked against Jev on Folha news, typed decisions and other sets, and is reported to beat it on several. How Jev is used inside the project is not stated.
Primitives:choicescorenoul
Technique worth stealing
Label-space diversification: rebuild training sets with random label subsets, neutral IDs and varied wording so the model reads the state instead of memorising label names.
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 projectnot found in the excerpt0.07
- Shows a System One patternnot found in the excerpt0.12
- Describes handling uncertaintynot found in the excerpt0.02
- Reports measured numbersFound in material0.97
- Is a runnable toolunclear0.42
- Top-10 learning shortlist signalnot found in the excerpt0.06
- Is a replica of the modelFound in material0.92
- Solves a common problem (0–2)score on a 0–2 scale1.27 / 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 23 Oct 2026.