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iClaw is part OpenClaw, part Siri, powered by Apple Intelligence

Details

External ID
47933750
Source
HN
Company
—
Product
iClaw is part OpenClaw, part Siri, powered by Apple Intelligence
Website domain
barrasso.me
Launched
April 28, 2026
Cohort
—
Upvotes
7
Upvotes percentile
0.38817480719794345
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Hi HN,Last month at a SundAI hackathon, my team built a prototype for an app called iClaw. The goal was to develop an AI agent using Apple Intelligence. I've since continued hacking away at this idea when I had time, and now I'm releasing it on https://geticlaw.com with code on GitHub.Apple Intelligence is a really poor model choice for an AI agent. It's not great at extracting information (it often injects preambles like "Here's the page..."), it struggles with following directions, and it gets overwhelmed when you ask it to choose from more than 3 available tools. But it's also a great choice because it comes pre-installed on many Macs without any configuration. It's also incredibly fast compared to just about every other 2-4B model I've run on my MacBook Air.iClaw is very experimental and will make mistakes, but it's designed around safety. iClaw lives in the App Sandbox where it only has access to the permissions you grant it. All tools calls that create or delete (files, emails, calendar events) require explicit consent. You can also fully disable any tool, so they can't be called.It was fun pushing the limits of what the 3B Apple Foundation Model (AFM) could do. I trained a LoRA adapter for better instruction following, and to "learn" a DSL for rendering custom widgets. I built, re-built, and re-re-built a 40+ tool library routing system using text classifiers and a multi-step decision framework. I built a Safari Extension that allows iClaw to access what's on your browser (I envision use cases like data extraction, form filling, or agentic navigation).In all honesty, iClaw isn't ready for prime time. My ultimate goal was to distribute on the Mac App Store, which I perceived as a "safety & trust" signal. iClaw tries to do too much, so it easily gets lost. But I'm also surprised at just how much is possible, even without a purpose-built model. Check it out at https://geticlaw.com and GitHub, and let me know what you think.

Enrichment

Theme
AI agent frameworks and developer tools
Vertical
Horizontal
Function
Agent / copilot
Audience
B2C
AI stance
AI-native
Project type
Hobby / open-source project
Normalized one-liner
voice assistant using apple intelligence
Manually corrected
False

Could you build this?

Partial While the UI and basic tool execution wrapper can be vibe-coded, reliably orchestrating small on-device models within the strict macOS App Sandbox and Apple Intelligence private APIs requires non-trivial native Swift systems engineering.

What it would actually take: A viable system requires a native Swift macOS app integrating with macOS AppKit/SwiftUI, local system bridges (AppleScript/Accessibility APIs or WebExtension native messaging), and orchestration code for local models (such as MLX or Apple Foundation Models). The difficult aspect is building robust constrained decoding, multi-step tool-calling, and error-recovery harnesses for small parameter models that frequently fail complex multi-step reasoning.

Discussion

No comments on this launch.

Competitors

Other products that read as similar to this one — 67 launches clear the similarity bar, closest 8 shown.

Attention rank: #45 of 68 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 173 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.