Notes from production - written by the people who shipped the thing, never by a marketing team that did not.
Marc Benioff promised one billion AI agents by 2025. Salesforce shipped roughly 3,000. The technology works. What failed is the assumption that you can install a digital coworker the way you install a printer.
Google Workspace Studio turned a paid engagement into a Tuesday afternoon. I used to charge real money to wire up these automations. Now anyone in the company can. My job is no longer building them - it is telling you which ones are worth building.
A TikTok page selling AI-generated cookbooks pulled $1.6M in three months. The interesting question is not whether the cookbooks are real - it is whether your AI vendor is running the same playbook on you.
I stumbled on a bizarre project called Nyx. It gets a starting budget, then has to pay for its own inference. If it runs out of money, it is gone for good. Real autonomous on-chain agent, or marketing fan fiction in a hoodie?
A chat model talks. An agent works. The difference is not a better prompt - it is a model that knows when to reach for a tool, picks the right one, runs it, and checks itself. That is the entire jump from "demo" to "this thing actually moved a number."
ChatGPT is not a search engine. It is a Waze for words. The address you type is the prompt. Vague address, weird route. Specific address, the answer you actually wanted.
If you are not a programmer but feel surrounded by LLMs, Agents, Vibe Coding, Retrieval, and Solo Founders, you are not alone. Here is each one in plain English, with no jargon and no posturing.