Hale

Topic

Agents

Loops, tools, memory, evaluation, and when not to automate judgment.

A brass ring and coiled copper wire forming a closed loop on cream paper.
AgentsAug 18, 2026

The Agent Is a Loop, Not a Person

An agent is not a colleague. It is a loop with tools, memory, and a stopping rule. Treat it like a person and you will design the wrong system.

14 min read

Hand tools and a brass caliper arranged on a worn oak workbench.
AgentsAug 11, 2026

Tool Use Is the Real Intelligence

The model is not the product. The tools are. Most “agent intelligence” is a well-named function with a strict schema and a boring implementation.

12 min read

Olive and rust embroidery threads tangled in a ceramic bowl.
AgentsAug 4, 2026

Why Multi-Agent Systems Collapse

Add a second agent and you have not added a colleague. You have added a coordination problem, a shared lie about memory, and twice the ways to stop too late.

13 min read

A brass ruler, glass thermometer, and stone on a small scale.
AgentsJul 21, 2026

Evaluation Is the Product

If you cannot say what better looks like on Tuesday morning, you do not have an agent product. You have a demo with a marketing site.

12 min read

An empty wooden chair by a window with a folded blanket on the seat.
AgentsJul 14, 2026

When Not to Use an Agent

Some work wants a button, a form, or a person. Agents are expensive loops. Use them when the path is unknown and the checks are strong.

10 min read