Build agents.
Test ideas. Learn fast.
Hands-on 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
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.
Get Started Now
Install the Claude app and sign in — its Code tab is all you need to build. An IDE is optional.
Open setup checklist →What most people think AI is (a chatbot) vs. what it should be used for — agents that take action.
View the problem →Interactive demos: tokenizer, context windows, attention heatmaps, and the prediction flow. Understand the engine before you drive it.
Open LLM Explainer →What separates agents from chatbots — the 6 core capabilities: chain reasoning, use tools, self-correct, orchestrate, operate autonomously, and make decisions.
View agent concepts →See the difference a good prompt makes. Interactive before & after comparisons that show why words matter.
Open Prompt Lab →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 →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 →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 →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 →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 →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, Aug 5 · 5–8 PM ET · Sat, Aug 8 · 9 AM–Noon ET
Early bird $199 — ends Wed, Jul 22. Regular $299.
Deep Dives
Concept explainers, one line each — every one opens a full interactive page. Plus Peter's AI Manifesto and the MCP Trust Index.
Workshop Tools
The three doors. Everything else lives inside the Library.
The Library
The reference shelf: practice exercises, hundreds of agent prompts, playbooks, guides, glossary, and 4 years of field notes.
Dashboard Marketplace
44 interactive, AI-enabled business dashboards across 11 functions — modeled on real client work.
Whiteboard
Collaborative canvas for mapping agent flows and architectures.
