# allebee/jevk5 > An open-weight alternative to TypeSafe Jev: given a state (ticket, log, policy, diff) and a yes/no, choice, or score question, it returns a probability for every option in one forward pass with zero generated tokens. Qwen3.5-4B weights plus a distilled LoRA under Apache-2.0, with a TypeSafe-style /v1/systemone endpoint. - Magnitude: 4.3 out of 10 — Early signal - Stars: 101 total · +0 stars today, ≈ 37 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-22 · Last push: 2026-09-24 - GitHub: https://github.com/allebee/jevk5 · Homepage: https://huggingface.co/alibiserikbay/JevK5 · Page: https://gitnova.dev/en/r/allebee/jevk5 ## Useful for - Run a local server to score decision probabilities for support tickets - Check model calibration on your own questions with the JevBench runner - Build a ticket-routing pipeline from the choice probabilities ## Why it’s here - 0 stars so far today, about 37 expected by the end of the day. - The spike has held for 3 days in a row — not a one-off blip. - The repository is 3 days old and already has 101 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #155. - About 10 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 7 - Issues and pull requests: 3 - Watchers: 0 - Average over the last week: 34 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 1 ## Stars per day, last 6 days (oldest → newest, today is partial) 2026-09-20 … 2026-09-25: 0, 0, 0, 56, 45, 0 ## Spotted in now - Top new repositories this week: #155 ## Similar by description 1. **Mapika/decider** — 1.8 · Cooling · Language models · Python · +0 stars today, ≈ 9 by evening A language model that does not generate text: from a single forward pass it returns calibrated probabilities for typed questions (Choice, Score, Noul) about a given state. An open reproduction of the "System One" model class built on… Full card: https://gitnova.dev/en/r/Mapika/decider.md 2. **kshetrajna12/reflex** — 1.7 · Steady · Language models · Python · +0 stars today, ≈ 9 by evening An open decision model: given a state (text, JSON, or image) and typed questions, it returns calibrated probabilities over fixed answer options. Runs on top of Qwen3.5 and answers with numbers instead of free text. Full card: https://gitnova.dev/en/r/kshetrajna12/reflex.md 3. **Rizzo-AI-Academy/rizzo-flow** — 2.8 · Cooling · Language models · Python · +0 stars today, ≈ 22 by evening A local-first implementation of the Jev idea: an LLM returns typed decisions (boolean, choice, score, numeric) with probabilities in a single forward pass, without generating tokens. Compatible with the TypeSafe HTTP API. Full card: https://gitnova.dev/en/r/Rizzo-AI-Academy/rizzo-flow.md 4. **receptron/laya** — 3.9 · Early signal · Language models · TypeScript · +0 stars today, ≈ 44 by evening TypeScript wrapper for running the open-source Laya System-1 decision model via ONNX Runtime: takes a state and typed questions, returns answers with calibrated probabilities in one forward pass. Full card: https://gitnova.dev/en/r/receptron/laya.md 5. **wdobry/laya-playground** — 1.3 · Cooling · Language models · JavaScript · +0 stars today, ≈ 3 by evening A playground for Laya, the open-source decision model: a website, three games, a benchmark and an agent skill. A local server takes typed questions and returns probabilities in one forward pass. Full card: https://gitnova.dev/en/r/wdobry/laya-playground.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-25 02:11 UTC, updated every 30 minutes.