GitRank
firelex

jeff

Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrated probabilities. One base, swappable LoRA adapters, on your own hardware.

Infra & Core⚖️ MIT🏷️ v1.2Born <90d
Stars
0
Total cumulative stars
Forks01 open issues
LanguagePythonLicense: MIT
Created2026-09-28Active for 0.1 yrs
Last push2026-10-07Latest: v1.2

Concise Brief · Core Value & Positioning

Jargon-free breakdown of core value and deliverable form

Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrated probabilities. One base, swappable LoRA adapters, on your own hardware.

Domain

Developer Infrastructure

Deliverable

Library / Core SDK

Stack & License

Python · MIT

Milestone Forecast

Projected by recent velocity

Next Target5.0k ⭐
14% · 3.4k left
ETA
0d
2027.01.15
Velocity
+0/d
Avg rate
Rank
0%
Top tier

Star history

Tracking 36 verified historical snapshots

Net Star Gain+1.6k (157100.0%)
07861.6k2026-09-262026-10-142026-10-31

Vitality Telemetry

Emerging Star
Vitality Score
0/ 100A
Steady maintenance pace
Commit Velocity80%
Monthly maintenance pace
Community Resonance90%
Solid community interest (Fork ratio 5.4%)
Growth Momentum92%
~ +46 stars/day velocity

Geek Clone & Cloud Code Inspector

1-click clone or inspect source code & AI architecture online

gitrank@pulse:~/jeffREADY
❯git clone https://github.com/firelex/jeff.git

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Frequently Asked Questions about jeff

What is firelex/jeff (jeff) and what problem does it solve?

Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrated probabilities. One base, swappable LoRA adapters, on your own hardware. Maintained by firelex and primarily written in Python, it is ranked in the Infra & Core category on GitRank.

How fast is jeff growing on GitHub?

firelex/jeff currently has 1,571 stars and 85 forks on GitHub with a 87/100 engineering health score, verified by GitRank's 4-layer anti-spam filter.

What are the best open-source alternatives to jeff?

Top open-source alternatives and similar repositories to jeff in the Infra & Core ecosystem include hmjz100/LinkSwift, pingdotgg/t3code, unclebob/ub-mode, interplains/Zero-Breach-Toolkit. Compare their star velocity and tech stacks directly on GitRank.

How do I install or clone jeff?

You can clone the repository directly via `git clone https://github.com/firelex/jeff.git` and follow the official README instructions on GitHub.