Agents need the same verbs people use
A typed action is a verb, an actor, a target, typed arguments and a receipt. When people and agents share one path, the log can show what an agent did.
A typed action is a verb, an actor, a target, typed arguments and a receipt. When people and agents share one path, the log can show what an agent did.
How a 2026 AI agent is built, what has grown out of that design, why it forgets, guesses and agrees too easily, and eight habits for working with those limits.
As models improve, what is still worth building around them? Three October 2026 videos, checked against the evidence: the harness moves cost more than accuracy.
An October 2026 paper trains small agents to match a big model's decisions instead of its words. Decision models point the same way. What it means if you run agents.
We wired inbound messages to coding agents by typing into a terminal. It worked immediately, which was the problem. Here's the transport architecture that replaced it, and the three receipts that never imply each other.