FluidInference/FluidUse

Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API

AI agentsSwift#accessibility-api#apple-silicon#computer-use#coreml#decision-model

5.0 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score. Star growth looks organic. Data as of September 22, 2026, 17:11 UTC.

Open on Seismograph Open on GitHub

About the project

Local computer use on Apple silicon: reads forms in macOS apps via the Accessibility API, asks a small on-device model what belongs in each field, and types the answer into the real app.

Useful for

Fill a form in Safari or WKWebView from a Label: value profile without sending data off-device
Run the laya model for choice/score/noul questions about text with calibrated probabilities
Measure CUA-S1-FORMS and laya decision latency on the Neural Engine via built-in benchmarks

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

Why it’s trending

42 stars so far today, about 59 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 109 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
Top new repositories this week: #188.
About 11 forks a day — people are taking the code.
Recent forks include notable developers: @dorucioclea (311 followers).

Stars per day

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

Numbers

Total stars: 109
Today: 42 · ≈ 59 by evening
Forks: 7
Issues and pull requests: 5
Watchers: 0
Language: Swift
License: Apache-2.0
Latest release: v0.2.0 · September 21, 2026
Created: September 21, 2026
Last push: September 22, 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 22, 2026Top new repositories this week: #188

README badge

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

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

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