This sounds interesting. Can you go a bit deeper or provide references on how to implement the green/red/refactor subagent pattern?

What has worked better for me is splitting authority, not just prompts. One agent can touch app code, one can only write failing tests plus a short bug hypothesis, and one only reviews the diff and test output. Also make test files read only for the coding agent. That cuts out a surprising amount of self-grading behavior.

How do you limit access like that?

It’s not an agentic pattern, it’s an approach to test driven development.

You write a failing test for the new functionality that you’re going to add (which doesn’t exist yet, so the test is red). You then write the code until the test passes (that is, goes green).

I built rlm-workflow which has stage gating, TDD and sub-agent support: https://skills.sh/doubleuuser/rlm-workflow/rlm-workflow

That's the cool bit - you don't have to. CC is perfectly well aware and competent to implement it; just tell it to.

"So this is how liberty dies... with thunderous applause.” - Padmé Amidala

s/liberty/knowledge

Health.md - https://healthmd.isolated.tech/

Export your Apple Health data directly to Markdown files in your iOS file system.

Open-sourced it at https://github.com/CodyBontecou/health-md.

Fun little vibe-coded app that has made a lot of users happy.

Are you able to bypass the aws web app entirely via the command line?

yea i mean i basically have claude code do everything with aws cli.

That's just smoking in public. It's an issue regardless of what's being smoked.

Not really. Regular cigarette smoke is less intense and dissipates pretty quickly outdoors. Marijuana smoke is much stronger, lingers longer, and carries farther, so it impacts everyone nearby a lot more.

It's fine to dislike the smell, but I find cigarette smoke far more unappealing. I grew up in a time where everyone seemed to smoke everywhere. Catching a waft of weed every once in awhile is much more preferable.

That wasn't the point. This isn't about personal preference or which smell someone finds more 'appealing'. The point is intensity and spread. Cannabis smoke is much stronger, lingers longer, and carries farther in open air than cigarette smoke, so it affects more people nearby regardless of anyone's taste.

Honest question, is this a fact, or a personal observation?

It is a fact.

fresh manure would likely not be up your alley, but some people find it home-like.

These people have a choice, whereas I don’t.

You've got choices. One of them would be https://www.draeger.com/en-us_us/Productfinder/Respiratory-P...

Do you propose that for my wife or our newborn? Why don't you smoke cannabis in it?

Uhm. I actually sorta do. With an older version of this: https://www.storz-bickel.com/en/volcanoclassic :-)

That aside, where I live my nearest neighbors are about half a mile away, and behind me is nothing but my forest as far as I can see(which isn't that much, because mountain ridges, but still ;-> ), and behind that national forest. When I descend into more densely populated areas, I'm not trailing clouds of purple haze behind me. Be it for reasons of preferred soberness while doing business, shopping, not driving under the influence, whatever.

At the same time I'm feeling undisturbed by most of the stuff, except sometimes for matters of taste. Thinking something like "Ugh! I'd never smoke that crap."

I'm sure there are places where you'd be less disturbed by stuff like that.

Maybe Park City, UT?

Yea, I should sell my house, move my kids to a different school, find another job and al that just because of some weed addict, right?

Many people do indeed do things like that. Show some flexibility.

Many people do not smoke weed.

This is not a democracy.

They showcased it at CES 2025 and it looks like here's a hands on review of it at that state - https://www.youtube.com/watch?v=-oQ0l2ghmcc

Give Anthropic’s frontend design skill a try. I find it helps Claude produce excellent UI’s.

I did use it for this project! While the UI was good, there was a lot of last mile debugging to make charts/animations/responsiveness work well.

Interesting. Is the SpeechAnalyzer API supported on iOS?

Well, he made it to the front page so there’s that.

I hope to explore AI on edge devices and see how far it can get me.

New models like functiongemma are promising and I think we may be at a point where consistent tool calling is all we need.