NandhaKishorM/laya

AI agentsJupyter Notebook

6.0 Early signal Magnitude out of 10. Star growth looks organic. Data as of September 18, 2026.

About the project

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.

Useful for

Route incoming emails to departments with a confidence threshold for automation
Score churn risk and phishing probability in support using calibrated probabilities
Run prompts through guardrails to detect jailbreaks and injections

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

Why it’s trending

128 stars so far today, about 161 expected by the end of the day.
The repository is 0 days old and already has 131 stars.
Top new repositories this week: #84.
About 47 forks a day — people are taking the code.

Stars per day

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

Numbers

Total stars: 131
Stars in a day: 161
Forks: 20
Issues and pull requests: 1
Watchers: 0
Language: Jupyter Notebook
License: Apache-2.0
Created: September 18, 2026
Last push: September 18, 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.

Spotted in

September 18, 2026Top new repositories this week: #84

README badge

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

[![Seismograph](https://gitnova.dev/badge/NandhaKishorM/laya.svg?lang=en)](https://gitnova.dev/en/r/NandhaKishorM/laya)

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