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
Details
- External ID
- 1378909326
- Source
- GITHUB
- Company
- —
- Product
- FluidUse
- Website domain
- huggingface.co
- Launched
- Sept. 21, 2026
- Cohort
- —
- Upvotes
- 160
- Upvotes percentile
- 0.9529848834230079
- Tags
- accessibility-api, apple-silicon, computer-use, coreml, decision-model, macos, neural-engine, on-device-ai, swift
- Fetched at
- Sept. 25, 2026, 5:02 p.m.
- Updated at
- Sept. 25, 2026, 5:02 p.m.
Enrichment
- Theme
- macOS and desktop customization tools
- Vertical
- Horizontal
- Function
- Agent / copilot
- Audience
- Prosumer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- local computer-use agent for macos accessibility form filling
- Manually corrected
- False
Could you build this?
Partial While wrapping the macOS Accessibility API is manageable, creating and running an accurate, low-latency on-device vision/form-filling model requires specialized model optimization and fine-tuning.
What it would actually take: A functional version requires Swift or Objective-C to interface with macOS AXUIElement APIs for inspection and synthetic event delivery. The hard part is fine-tuning and quantizing a specialized vision-language/computer-use model (like CUA-S1) to run locally on Apple Silicon via MLX or llama.cpp with low enough latency and high spatial grounding accuracy to reliably fill arbitrary form fields.
Competitors
Other products that read as similar to this one — 811 launches clear the similarity bar, closest 8 shown.
Attention rank: #47 of 812 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- Qwen Scribe · hn · 2026-07-29 · 97 upvotes · similarity 0.59
- Kekoso · hn · 2026-09-02 · 8 upvotes · similarity 0.57
- GhostVM · hn · 2026-03-16 · 7 upvotes · similarity 0.57
- foldelight · github · 2026-09-11 · 22 upvotes · similarity 0.56
- emu · github · 2026-09-25 · 34 upvotes · similarity 0.56
- MacBook-Duo · github · 2026-09-11 · 127 upvotes · similarity 0.56
- ipad_computer_use · github · 2026-09-15 · 74 upvotes · similarity 0.55
- Dinky · github · 2026-09-26 · 24 upvotes · similarity 0.54
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a agent / copilot tool for Agriculture yet.