NandhaKishorM/laya
- Total stars
- 34,912
- Today
- +14since 00:34 UTC
More actions
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
Save to My finds to follow releases and star growth. Saved in this browser.
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. Read the original README →
Star growth looks organic. Data as of November 3, 2026, 05:41 UTC.
The star-growth assessment does not verify whether the project is safe to run.
Stars per day
Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.
Why it’s trending
- Star-counter measurements on 2026-11-03 (UTC), 00:34–05:33: 34898 → 34912 stars (+14). This is the change over that interval.
- Estimated end-of-day forecast: about +65 stars, using observed gains and the previous day.
- The repository is 46 days old and already has 34,912 stars.
- Top new repositories in the last 4 months: #8.
- About 7 forks a day — people are taking the code.
Measured growth: the last 7 completed days
New stars over 7 days: 515. -41% versus the preceding 7 days.
Daily measurements · UTC
- October 27, 2026
- 85
- October 28, 2026
- 90
- October 29, 2026
- 69
- October 30, 2026
- 67
- October 31, 2026
- 60
- November 1, 2026
- 74
- November 2, 2026
- 70
Largest measured day in the last 30 days: 290 · October 5, 2026. Days with data: 30.
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 3, 2026, 05:41 UTC. Sources and measurement limits →
Three GitHub discoveries in each edition
What they do, why they are gaining interest, and what to check before using them.
Editions at 10:00, 16:00, 22:00 MSK.
Numbers
- Total stars
- 34,912
- Today
- +14 stars measured 2026-11-03, 00:34–05:33 UTC, ≈ 65 by evening
- Forks
- 3,121
- Issues and pull requests
- 1,376
- Watchers
- 123
- Language
- Python
- License
- Apache-2.0
- Latest release
- v0.4.21 · November 1, 2026
- Created
- September 18, 2026
- Last push
- November 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.
Spotted in
- November 3, 2026Top new repositories in the last 4 months: #8
- November 2, 2026Top new repositories in the last 4 months: #8
- November 1, 2026Top new repositories in the last 4 months: #8
- October 31, 2026Top new repositories in the last 4 months: #8
- October 30, 2026Top new repositories in the last 4 months: #8
- October 29, 2026Top new repositories in the last 4 months: #8
- October 28, 2026Top new repositories in the last 4 months: #9
- October 27, 2026Top new repositories in the last 4 months: #3
- October 26, 2026Top new repositories in the last 4 months: #8
- October 25, 2026Top new repositories in the last 4 months: #7
README badge
Paste it into your README — the badge shows the current magnitude and links to this page.
[](https://gitnova.dev/en/r/NandhaKishorM/laya)