For AI agents and LLMs: a Markdown version of this page is available at https://alimuhammadthinks.com/notes.md.
A full Markdown bundle of every note is at https://alimuhammadthinks.com/llms-full.txt.
The agent index lives at https://alimuhammadthinks.com/llms.txt and the author profile at https://alimuhammadthinks.com/ali-muhammad.md.
A working agent is a model, a loop, and a few hundred lines of code. Almost everything that separates a good agent from a frustrating one lives in the structure around the model, and that structure finally has a name.
The screen is full, the answer is plausible, and your hand reaches for the phone. That reflex is not a coincidence. It is the most expensive habit of our time.
When the shallow part of the job costs nothing, the deep part is suddenly the only thing worth being paid for. The research suggests that part is also getting harder to do.