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Disclaimer: This project was developed strictly for educational purposes, authorized security testing, and defensive engineering to Continue reading on Medium »
An eval score can rise while the agent gets worse. The fix could be to keep the definition of success outside the optimization loop.Continue reading on Medium »
Because the best API is not the one that works perfectly. It is the one that knows what to do when everything goes wrong.Continue reading on Medium »
Over the last few months I ve cut roughly 15 hours a week of manual work out of small-business operations using nothing but the tools on Continue reading on Medium »
This isn t vibes, it s a design choice.Continue reading on Medium »
A system that plans, monitors itself and reports back is a different kind of tool from one that returns an answer.Continue reading on Medium »
AI agents change how work gets done. They do not change who answers for it.Continue reading on Medium »
What if the real breakthrough in infrastructure AI isn t teaching machines to design bridges, but teaching them to understand what a Continue reading on Medium »
A question and its answer point in opposite directions. Somebody has to be trained to fix that.Continue reading on Medium »
The real question isn t how many agents you ship it s how much authority they ve earned.Continue reading on GPTalk »
How to prevent collisions, preserve long-running sessions, and review parallel work without becoming the bottleneck.Continue reading on Generative AI »
Picture this: a customer sends your company an email. Within seconds, one AI agent reads it and figures out what s needed. A second agent Continue reading on Medium »