Systems That Decide · Learn

From automation to autonomy.

Build AI systems that decide — not just automate.

Most “automation” only follows a script someone wrote in advance. This is a free build series about the next step: systems that sense the world, reason, decide, act, and learn on their own, with Claude as the reasoning engine. Every idea starts with an everyday example you already understand, then gets built in software, step by step.

What you will learn

The real anatomy of a system that makes decisions.

No hype and no faceless automation schemes. The series teaches a clear, general reference architecture you can apply to your own projects, built and explained in plain steps.

01

The decision loop

Sense, reason, decide, act, learn. Why autonomy is a loop a system runs on its own, not a script someone wrote in advance.

02

Claude as the reasoning engine

How to give a system judgment: the prompts, structure, and guardrails that let it make sound decisions.

03

From example to software

Every concept starts with an everyday situation you already understand, then gets built in code, step by step.

04

Tools and actions

How a system takes action in the real world safely, and checks its own work before it commits to anything.

05

Memory and state

How a system remembers context, tracks progress, and recovers cleanly when something goes wrong.

06

Running it for real

Reliability, observation, and the honest difference between a demo and a system you can trust in production.

The approach

Taught by someone who builds these in production.

This is not theory from the sidelines. The series is taught by a founder who builds autonomous systems in production, so the lessons reflect what actually holds up, not just what demos well. You will learn the general architecture and the judgment behind it, never any one company’s private system.

Watch the build series

Follow along on YouTube.

New episodes post as the build series rolls out. Subscribe so you do not miss the first one.

@SystemsThatDecide
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