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
Make sure Claude and Antigravity are installed. Can't begin without this.
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.
