AI agents, automation architecture, and the future of autonomous business - written by people who build it every day.
OpenAI removes the Sora API on September 24, 2026. The official notice gives a date and five model names, no reason and no replacement. Here is what is actually confirmed, what is only reported, and what to do if you built on it.
Prompt caching cuts the cost of repeated AI input to about a tenth. The mechanism is simple to describe and unforgiving in practice: it matches on exact bytes, fails silently, and can cost more than it saves. Here is how it works and where the money actually leaks.
Two real cases - a sanctioned lawyer and Air Canada’s chatbot - explain why AI hallucinates, forgets, and argues. Here’s what’s actually happening and how to fix it.
An Agentic AI OS is not a chatbot or automation tool. It is a permanent autonomous layer that runs entire business functions. Here is exactly how it works.
