Hands-on AI agent training from someone who runs them daily.

Tools for understanding how AI agents actually work — no slides, just exercises.

Zero to agent automation — self-paced for any skill level
100% free and open source — updated weekly with new tools
Leadership assessments + industry-specific agent templates

Peter Saddington Founder & AI operator · 5 exits across 3 funds · teaches what he actually runs

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AI Readiness Assessment Ask Peter's AI (pRAG)

What we build for clients $1.7M+ delivered

Executive & Board See the impact

Agent activity a real day · Sep 7

Real runs from the network’s compute ledger · see it live ↗

Six free assessments, no email required

Start free: where does your business actually stand?

Peter has reviewed dozens of companies — most aren't where they think they are. Score where you stand, size what AI's worth, and find your first move.

Foundation Data Maturity Crap in, crap out. Score your data layer before you build on it. Readiness AI Maturity Strategy, tooling, culture, outcomes. Can your org actually adopt AI? Security Agent Security OWASP Top 10 for agents. Make sure what you ship can't become a liability. Value ROI Calculator What's AI actually worth to you? Size the dollar upside before you spend. Action Automation Prioritizer What should you automate first? Find your highest-leverage starting point. Fit AI Capability What can AI really do for your work? Match real capabilities to real tasks.

Get Started Now

Get Set Up

Install the Claude app and sign in — its Code tab is all you need to build. An IDE is optional.

Open setup checklist

AI ≠ Chatbot

What most people think AI is (a chatbot) vs. what it should be used for — agents that take action.

View the problem

How LLMs Actually Work

Interactive demos: tokenizer, context windows, attention heatmaps, and the prediction flow. Understand the engine before you drive it.

Open LLM Explainer

The 6 Agentic Capabilities

What separates agents from chatbots — the 6 core capabilities: chain reasoning, use tools, self-correct, orchestrate, operate autonomously, and make decisions.

View agent concepts

Practice Prompting

See the difference a good prompt makes. Interactive before & after comparisons that show why words matter.

Open Prompt Lab

Agent Teams & Subagents

Stop building one thing at a time. Learn to direct multiple AI agents working in parallel, design your own custom agent, and master 8 prompt patterns.

Open Agent Teams

Agent Org Chart Builder

Zoom out and design your whole AI agent team on one screen — a named head agent per department, sub-agents underneath, and a Chief Agent on top. Download the chart or copy the build prompt.

Open Org Chart Builder

Go Deeper — Build a Website

Put it all together. Use AI to build and deploy your own personal website from scratch in 30 minutes. Real code, real hosting, real results.

Open Website Builder

RAG Explained

How to make AI accurate instead of confidently wrong. 12 side-by-side examples, a chunking demo, and a decision tree for when to use RAG.

Open RAG Explainer

MCP & Tool Use

How agents connect to the real world — email, databases, files, browsers. Watch tool-use flows in action and build your own tool definition.

Open MCP Explainer

Build 6 Agents

Hands-on. Build one agent for each capability. Together.

Open Idea Factory

Want this guided — live, in one afternoon?

Everything on this page is the self-serve path. The Builder’s Table is the guided one: Peter’s 3-hour live workshop where you ship five real builds — your first agent, a live server, a website, a reusable skill, and a dashboard.

Wed, Oct 14 & Wed, Nov 18 · 5–8 PM ET — both sold out

Every seat is taken. Seats are $299 (hardship seats available) · join the list to hear the next date first.

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Proof, not promises: $431K banked in 90 days, $10M AI-managed reserve, 27 local businesses rebuilt, 41 apps across 10+ dev teams. All case studies