OpenJev (zhangcy122)
OpenJev: Open-source alternative to TypeSafe Jev. Typed probabilistic decision API (Choice, Noul, Score) powered by open LLMs & constrained logprob calibration.
Self-evolving cognitive decision engine & TypeSafe Jev alternative. Deliberative decision flywheel ('explore first, crystallize later' System 2→1) with 100% option-order invariance. Typed probabilistic API (Choice, Noul, Score) for Open LLMs, Laya (ModernBERT), & commercial Jev with calibrated logprobs and adaptive safety guards.
How it uses Jev
Strategy 2: Enterprise Hybrid Gateway & Cost Arbitrage Co-exist with existing commercial TypeSafe Jev or proprietary cloud LLM APIs: TypeSafeJevGuardHarness : Intercepts overconfident misclassifications on borderline samples via pseudo-logit scaling and dynamic cutoff $\tau = \max(\tau {\min}, \alpha / K)$, lifting selective precision to 100.00% . HybridJevGateway : Routes 70%+ of high-frequency intent queries to lo…
Highlights
- Evaluates each candidate option in an isolated forward scoring pass without competitor tokens present in context.
- Normalizes scores across candidates via a strictly commutative softmax operator.
Getting started
(Or clone for bleeding-edge source: git clone https://github.com/zhangcy122/OpenJev.git && cd OpenJev && pip install -r requirements.txt )
Source: community catalog. Details and metrics reflect the published community snapshot and are not a performance endorsement. Documentation details extracted from GitHub · the README.