Automated README summary
Automatically summarized from the README on 27 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
FastGate is a multilingual (English/Uzbek/Russian) university helpdesk that uses Jev as a System One decision layer to route student queries deterministically, calling a generative LLM only for confidently understood and grounded queries. It includes an independent benchmark of Jev on low-resource-language triage.
How it uses Jev
Jev makes two calls: first, triage on state {query} returns language (Choice), intent (Choice + confidence), urgent (Noul), wants_human (Noul); second, grounding on state {query, passages} returns one Noul per passage indicating if it directly answers the query. These decisions drive deterministic routing in code.
Primitives:choicenoul
Technique worth stealing
Using typed, calibrated decisions from Jev to enable deterministic, auditable routing, with LLM generation only for confident, grounded queries.
Try it
Run `python benchmark.py` with a real key.
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 material0.93
- Shows a System One patternFound in material0.83
- Describes handling uncertaintynot found in the excerpt0.20
- Reports measured numbersnot found in the excerpt0.16
- Is a runnable toolunclear0.57
- Top-10 learning shortlist signalunclear0.59
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.54 / 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 27 Sept 2026.