A candidate-scoring head returns distributions for gates, routes and scores without decoding prose or JSON answers. The README compares a benchmark-trained AgentJev specialist with Jev 1.13.0 evaluated zero-shot; these use different training conditions.
jevcal: Stop guessing confidence thresholds
abhixhek/jevcal
VerifiedResearchDocumented
jevcal: Stop guessing confidence thresholds: calibrate, threshold, and drift-check typed decision models (TypeSafe Jev) against an LLM teacher. See Jev references and source code.
Repository description: Stop guessing confidence thresholds: calibrate, threshold, and drift-check typed decision models (TypeSafe Jev) against an LLM teacher.
Get started
Clone the repository and follow its README for install and usage. JevHunt has not run this project.
git clone https://github.com/abhixhek/jevcal.gitProject facts
- Relationship to Jev
- Research
- Evidence
- Documented
- Language
- Python
- License
- MIT
- Origin
- Original repository
- Repository status
- Not archived
- Created
- 2026-09-18
- Last code update
- 2026-09-18
- GitHub stars
- 10
- Evidence checked
- Sep 28, 2026
- Metadata checked
- Sep 28, 2026
- Check status
- Up to date
Stars measure the whole repository, including work unrelated to Jev.
Evidence and scope
Documented records the linked documentation or source. JevHunt has not independently run or benchmarked this project.
- `jev-latest` is an alias that moves on every release, so a threshold tuned today can drift tomorrow.
Evidence commit: ae8f3144d69c9cb0e5e0a2c17f70b9d14714cb9f
Discovered through: awesome-jev, typesafe-field-guide.
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