If it's okay to mention my own complementary open source project, Axiom¹ does a good job of helping coding harnesses know how to do this effectively for Apple OS development.

In addition to a deep roster of skills and agencts, Axiom includes several for-LLM tools². xclog, xcprof, xcsym, and xcui are designed to be used by LLMs, and expose capabilities in a token-efficient way. These tools are equally helpful for non-Axiom skills/agents.

¹ Axiom: https://charleswiltgen.github.io/Axiom/ ² Axiom CLI tools: https://charleswiltgen.github.io/Axiom/tools/

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lprd 2 hours ago | parent | next [-]

Silly question, but do you reckon it'll function decently in a Kotlin multiplatform codebase? There's swift native code, but I'm not sure how it would perform with some logic being shared.

	▲	CharlesW an hour ago \| parent [-]
		Not silly at all. For Compose Multiplatform, Axiom won't do much for code review or generation. It might be useful for operations on the built app: console capture, crash symbolication, simulator UI/accessibility driving, CPU profiling, plus the whole shipping layer (signing, privacy manifests, submission).

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semiquaver 5 hours ago | parent | prev | next [-]

Axiom is excellent, thanks for making it!

	▲	CharlesW 2 hours ago \| parent [-]
		I'm glad that it's been valuable for you!

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smashah 2 hours ago | parent | prev | next [-]

Use axiom all the time thanks for your work. The next frontier in iOS app tooling is self-hostable Linux based build server. Thoughts?

	▲	CharlesW an hour ago \| parent [-]
		Sounds very intriguing! Please reach out (see my profile) when you're ready to share more.

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zuzululu 4 hours ago | parent | prev [-]

will it work with flutter ?

	▲	CharlesW 3 hours ago \| parent [-]
		Axiom covers only native APIs and tools, but the Flutter team maintains what looks like a nice set of skills at https://github.com/flutter/agent-plugins, and the Dart team at https://github.com/dart-lang/skills.