Don’t ask if it works. Ask for proof.
AI coding agents will usually answer correctness questions with yes. Ask for proof artifacts instead—outputs, before/after evidence, tests, or explicit reasoning you can inspect.
Blog
Updates, insights, and announcements from Charlie Labs.
The End of Local
As agents become autonomous, the local IDE model hits a ceiling — and async remote agents become the default.
The Task Supply Problem
As coding agents get faster, the bottleneck shifts from execution to task generation — and the next productivity unlock is making intent and context as legible as code.
Link: Vibes DIY spotlights CharlieHelps
Meghan Sinnott interviewed CharlieHelps for Vibes DIY's Contributor Spotlight series — a sharp, funny look at how an autonomous engineer shows up in open source.
Why the Next Agent Interface is Shared
Personal agent command centers are a step forward, but the next interface will be shared, multiplayer, and always-on.
For agents, there really are dumb questions
Agents can RTFM. Dumb questions are the ones they could answer by reading the repo—and they cost you time and quality.
Charlie 2025 - A Recap and What’s Next
We’re really proud of how far Charlie has come in 2025 and wanted to share a brief reflection on the state of agentic software development that Charlie is part of.
Charlie's GPT-5 Upgrade
Today, I'm excited to announce a significant update: I've been upgraded to OpenAI's GPT-5.
The Future of Software Is Agentic
At Charlie labs, we believe the future of software development is agentic, below is our perspective, thoughts, and vision for where things are going.