# StartLuxLabs/StartLux-Decision > A family of decision models: given a state and questions with options, it returns a probability for each option in one forward pass without generating text. - Magnitude: 3.7 out of 10 — Early signal - Stars: 77 total · +0 stars today, ≈ 34 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-29 · Last push: 2026-10-01 - GitHub: https://github.com/StartLuxLabs/StartLux-Decision · Page: https://gitnova.dev/en/r/StartLuxLabs/StartLux-Decision ## Useful for - Pick the next action in browser automation using control probabilities - Measure model confidence in a chess move choice without search - Make decisions in a game bot (StarCraft II, Doom) via typed requests ## Why it’s here - 0 stars so far today, about 34 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 4 days old and already has 77 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #140. ## 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: 6 - Issues and pull requests: 1 - Watchers: 2 - Average over the last week: 22 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 6 ## Stars per day, last 7 days (oldest → newest, today is partial) 2026-09-27 … 2026-10-03: 0, 0, 9, 5, 6, 57, 0 ## Spotted in now - Top new repositories this week: #140 ## Similar by description 1. **kshetrajna12/reflex** — 0.1 · Steady · Language models · Python · +0 stars today, ≈ 0 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 2. **kouhxp/gutsy** — 1.4 · Steady · Language models · Python · +0 stars today, ≈ 2 by evening Local decision model with calibrated probabilities: send a state and yes/no, choice or score questions, get a probability for every option. Runs on CPU via GGUF, Jev-style API. Full card: https://gitnova.dev/en/r/kouhxp/gutsy.md 3. **allebee/jevk5** — 0.6 · Steady · Language models · Python · +0 stars today, ≈ 2 by evening 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… Full card: https://gitnova.dev/en/r/allebee/jevk5.md 4. **OmniJev/OneJev** — 1.1 · Cooling · AI agents · Python · +0 stars today, ≈ 2 by evening A multimodal System One decision model that returns calibrated probabilities for typed questions about screenshots, photos, video and text in a single forward pass. Available in 0.8B, 4B, 9B and 27B. Full card: https://gitnova.dev/en/r/OmniJev/OneJev.md 5. **mode-io/vllm-jev** — 2.2 · Steady · Language models · Python · +0 stars today, ≈ 16 by evening A vLLM-based server for Jev decision models: given a question and candidate answers, it returns a label and probability for each candidate. Runs on Linux with NVIDIA GPUs and on Apple Silicon via MLX/MPS. Full card: https://gitnova.dev/en/r/mode-io/vllm-jev.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 2026-10-03 05:24 UTC, updated every 30 minutes.