Everything tagged this way, in Developer.
I spent weeks building a Claude Code plugin that split one goal across many agents behind gates, then a pre-registered trial showed plain Opus passing the same hidden tests in 7 minutes for $2.46 (notional) against the plugin's 149 minutes and $14.88. This is how I built and tested it, why I retired it, and how to run the same trial on your own tooling.
A chatbot can invent the author or page behind a footnote, and my own proofread let nine errors reach a journal editor. This is how I rebuilt academic-writer around checks that are code, what they measured, and how you can install it and run them yourself.
I built a Claude Code plugin that researches a topic with one subagent per search backend and teaches the basics first. Then I found it had silently dropped its own search servers. This is how I built and checked it, where it still breaks, and how to install it and run your own research.
Every page here is open to agents too
Yotam Fromm
