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// status: october 2026

AI agents,
understood.

Seven building blocks. One loop. Everything a language model needs to not just talk, but to act.

For beginners As of October 2026 204 fact-sheets
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A chatbot answers.
An agent acts.

An AI agent is a language model in a loop that uses tools to affect the world.

The model thinks. A controller behind it, the harness, keeps the loop running, calls tools, and feeds the results back to the model. Round after round, until the task is done.

01Think. The model plans the next step.
02Act. The harness calls a tool.
03Observe. The result flows back.

Think, act, observe.

The loop runs until the task is done, sometimes two rounds, sometimes two hundred.

Seven building blocks, one loop.

Every agent is built from these parts. Tap a module. Behind each one are the real tools and models as of October 2026.

New information for the model # 1 Think # 2 Act # 3 Observe

Open weights or closed API?

The fundamental choice for any project. Toggle to see both sides.

Runnable locally or at a host of your choice, with full control over your data. The price: your own hardware and some setup.

The strongest performance with no effort, but your data flows through the vendor.

In 2026, open models reach near-frontier quality for the first time. The choice: control & privacy, or convenience & peak performance with no effort.

Open weights: host or run locally?

You can run an open model yourself: on your own machine, or on a rented one. Renting means you pay for what you use and need no hardware. Running it yourself means you need enough memory — how much depends on the size of the model. The number before the B counts its parameters in billions: 7B is small, 70B is large.

Hosting providers
Local: hardware by operating system

Five rules for getting started.

Curious? Start now.

With the wizard below you can assemble the setup your use case needs — and set it up with an AI agent of your choice.

Glossary

The key terms, briefly explained.