Seismograph

What’s gaining stars on GitHub right now

kouhxp/gutsy

Local decision model with calibrated probabilities: send a state and yes/no, choice or score questions, get a probability for every option. 0.8B GGUF on CPU, Jev-style API.

Language modelsPython#agents#classifier#content-moderation#cpu-inference#decision-model
2.6 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of October 1, 2026, 23:26 UTC.
Open on Seismograph Open on GitHub

About the project

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.

Useful for

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate.

Why it’s trending

Stars per day

0612September 27, 2026October 2, 2026

Bars are daily stars, the line is the usual pace. Red marks spike days.

Numbers

Total stars
11
Today
12
Forks
0
Issues and pull requests
0
Watchers
0
Language
Python
License
Apache-2.0
Created
October 1, 2026
Last push
October 1, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Hacker News discussions

Spotted in

Share

README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

Seismograph: 2.6
[![Seismograph](https://gitnova.dev/badge/kouhxp/gutsy.svg?lang=en)](https://gitnova.dev/en/r/kouhxp/gutsy)

Similar by description

  1. 0.4
    kshetrajna12/reflex

    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.

    SteadyLanguage modelsPython+0 stars today

  2. 0.6
    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.…

    SteadyLanguage modelsPython+1 star today

  3. 4.8
    firelex/jeff

    Small fine-tuned Qwen3.5 and Gemma 4 models for zero-shot classification: given a situation description and a list of options, they return a calibrated probability for each option in a single forward pass.

    CoolingLanguage modelsPython+51 stars today

  4. 1.9
    razorback16/openjev

    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.…

    CoolingLanguage modelsPython+19 stars today

  5. 4.2
    NandhaKishorM/laya

    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.

    CoolingAI agentsPython+454 stars today

  6. 1.7
    nokia-applied-research/AnyJev

    Turns any LLM into a decision model with typed questions (choice, yes/no, score) that return real probabilities read from the next-token distribution, without training. L0 removes position and label-prior bias; L1 adds…

    CoolingLanguage modelsPython+6 stars today