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
From the publisher
README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
See decision-model runtime support for the current Core ML model matrix and handoff notes. Local computer use on Apple silicon. FluidUse reads a form in a running Mac app or browser through the Accessibility API, asks a small on-device model what belongs in each field, and types the answer into the real app. About 1 ms per decision on the Neural Engine, nothing leaves the machine. The first model is CUA-S1-FORMS, a 706K-parameter form specialist from Cua, converted to Core ML and served by FluidAudio. https://github.com/user-attachments/assets/a0b31285-05be-4bcf-a645-4283eb327c35 WebFormDriver does the same for an embedded WKWebView. DocumentEntities turns a PDF or text file of Label: value lines into the profile; an optional PredeterminedAnswer sheet covers question-style fields the model does not decide. laya (Convai Innovations, Apache-2.0) is an open Jev-style decision model: a 322M mmBERT encoder plus decision head that answers typed choice / score / noul questions about a text state…
Read the full README ↗ · Preview checked 2026-09-27T12:44:55.632Z
Inside the original README — Document outline
- FluidUse
- Demo video
- Use
- laya typed decisions
- GLiNER 2.5 classification
- Kev decisions
- Demo
- Benchmarks
- Scope
- License
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What this repository does
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
Repository facts
- Owner
- FluidInference
- Primary language
- Swift
- Stars
- 202
- Forks
- 16
- Open issues + pull requests
- 4
- License
- Apache-2.0
- Archived
- No
- Default branch
- main
- Created
- 2026-09-21T00:47:25.000Z
- Last push
- 2026-09-27T04:38:06.000Z
Topics and intended use
Owner-supplied topics: accessibility-api, apple-silicon, computer-use, coreml, decision-model, macos, neural-engine, on-device-ai, swift
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