# deepopen-com/deepopen

> 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 scoring with low latency.

- Magnitude: 4.8 out of 10 — Early signal
- Stars: 169 total · +31 stars today, ≈ 99 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Python · License: Apache-2.0 · Created: 2026-09-21 · Last push: 2026-09-22
- GitHub: https://github.com/deepopen-com/deepopen · Homepage: www.deepopen.com · Page: https://gitnova.dev/en/r/deepopen-com/deepopen

## Useful for

- Classify incoming tickets by department and urgency without LLM generation
- Score churn risk from a support message in any language
- Validate a document or JSON state against predefined typed decisions

## Why it’s here

- 31 stars so far today, about 99 expected by the end of the day.
- The spike has held for 2 days in a row — not a one-off blip.
- The repository is 1 day old and already has 169 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
- Top new repositories this week: #112.

## 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: 1
- Issues and pull requests: 6
- Watchers: 1
- Average over the last week: 118 per day
- Usual pace: too little history (under two weeks)
- Stars in the last hour (measured): 3

## Stars per day, last 3 days (oldest → newest, today is partial)

2026-09-20 … 2026-09-22: 2, 137, 31

## Spotted in now

- Top new repositories this week: #112

## Similar by description

1. **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
2. **NandhaKishorM/laya** — 9.5 · Breakout · AI agents · Python · +953 stars today, ≈ 3,884 by evening
   Laya is a non-autoregressive decision engine that answers typed questions (choice, score, noul) over any state (text, email, ticket, JSON) in a single forward pass (~35 ms on GPU) with calibrated probabilities.
   Full card: https://gitnova.dev/en/r/NandhaKishorM/laya.md
3. **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
4. **Mapika/decider** — 4.8 · Early signal · Language models · Python · +6 stars today, ≈ 51 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
5. **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

---

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.