# Davipar/djev-dev > An open implementation of small typed decisions (yes/no, choice, score) on DiffusionGemma and vLLM, with native image and camera input. It reads allowed-label probabilities instead of generating prose or JSON. - Magnitude: 3.6 out of 10 — Early signal - Stars: 99 total · +7 stars today, ≈ 27 by evening - Star trust: star growth looks organic - Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-19 · Last push: 2026-09-19 - GitHub: https://github.com/Davipar/djev-dev · Page: https://gitnova.dev/en/r/Davipar/djev-dev ## Useful for - Route support tickets by deciding urgency and team from the text - Match an image against a reference and pick the closest option among pictures - Rate quality on a rubric and get a probability distribution over levels ## Why it’s here - 7 stars so far today, about 27 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 99 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #188. ## 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: 5 - Issues and pull requests: 1 - Watchers: 2 - Average over the last week: 30 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 3 ## Stars per day, last 10 days (oldest → newest, today is partial) 2026-09-13 … 2026-09-22: 0, 0, 0, 0, 0, 0, 11, 38, 44, 7 ## Spotted in now - Top new repositories this week: #188 ## Similar by description 1. **kshetrajna12/reflex** — 2.4 · Early signal · Language models · Python · +3 stars today, ≈ 12 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. **Rizzo-AI-Academy/rizzo-flow** — 5.9 · Early signal · Language models · Python · +40 stars today, ≈ 152 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 3. **receptron/laya** — 5.5 · Early signal · Language models · TypeScript · +20 stars today, ≈ 90 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 4. **razorback16/openjev** — 3.6 · Early signal · Language models · Python · +6 stars today, ≈ 29 by evening An open-source "System One" decision server on DiffusionGemma: send a state and typed questions (yes/no, choice, score) and get probabilities plus confidence in tens of milliseconds, with no text generated. Wire-compatible with TypeSafe's… Full card: https://gitnova.dev/en/r/razorback16/openjev.md 5. **deepopen-com/deepopen** — 4.8 · Early signal · Language models · Python · +31 stars today, ≈ 99 by evening Open-source non-autoregressive System 1 decision engine for typed decisions: returns typed answers (choice, score, noul) in a single forward pass across 100+ languages without generating text. Suited for classification, routing and… Full card: https://gitnova.dev/en/r/deepopen-com/deepopen.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 2026-09-22 09:34 UTC, updated every 30 minutes.