Agyn reposted this
LLM systems get dramatically better when the world becomes easier for them to act in. Most developer interfaces aren’t built with that in mind. GitHub’s MCP and gh api return large, noisy schemas that make simple reasoning tasks unnecessarily hard for agents. And require quite complex commands to get basic info. Look at the image, we just wanted to see last 2 comments filtered by reviewer. On the left side is what we have now. On the right is what the world looks like when the interface is designed for agents. The interesting part: we didn’t build this. Agyn’s AI agents did. They identified the complexity, designed the abstraction, wrote the extension, and iterated until it worked. Fully automated. The result is gh pr-review, a clean, deterministic representation of a pull request with a minimal action space: reply, resolve, submit. No noise. No unnecessary structure. Just what an agent needs. This is how agent ecosystems evolve. Agents build the tools that make themselves more capable, and the loop accelerates. More context in comments.