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
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 →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 →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 →Hands-on. Build one agent for each capability. Together.
Open Idea Factory →Deep Dives
Interactive concept explainers. Read them in order or jump to what you need.
1. How LLMs Work
Tokenizer, context windows, attention heatmaps, and prediction flow. Understand the engine before you drive it.
2. RAG Explained
Why AI hallucinates and how RAG fixes it. 12 side-by-side comparisons, chunking demo, and decision tree.
3. MCP & Tool Use
How agents connect to the real world — email, databases, files, browsers. Build your own tool definition.
Workshop Tools
Click around. These are the tools we'll use during the workshop.
How LLMs Work
Interactive tokenizer, context window visualizer, attention heatmaps, and prediction flow.
Prompt Lab
Interactive before/after exercises plus a cookbook of ready-to-use prompts by job function.
Whiteboard
Collaborative canvas for mapping agent flows and architectures.
Website Builder
Build and deploy your first personal website in 30 minutes using AI.
RAG Explained
Why AI hallucinates and how RAG fixes it. 12 side-by-side comparisons, chunking demo, and decision tree.
MCP & Tool Use
How agents connect to tools. Watch tool-use flows, build tool definitions, and explore capabilities.
Agent Teams
Direct multiple AI agents in parallel, design your own custom agent, and master 8 prompt patterns.
Agent Library
Browse 24 ready-to-use agents across 12 departments. Copy their system prompts directly.
Cheat Sheet
One-page reference: 8 essential prompt patterns with copyable examples that work across any model.
Idea Factory & Challenges
Generate random agent exercises plus 15 progressive challenges from beginner to advanced.
Tips, Lessons & Glossary
Workshop tips, hard-won lessons from 4 years of building with AI, plus a searchable glossary of 43+ AI terms.
AI Readiness Assessment
Four tools, five minutes. Find your skill level, calculate your ROI, score your org's maturity, and discover what to automate first.
How AI-Ready Are You?
10 questions. 2 minutes. Find out where you are on Peter's 4-Stage Capability Framework and get a personalized path through the workshop.
What's AI Worth to You?
Add your weekly tasks below. See how many hours AI could save you — and what that time is worth.
What Can AI Actually Do for You?
Pick your role. See specific things AI can handle — with prompts you can copy and use today.
Is Your Business Ready for AI?
Most companies are sitting on massive AI opportunity without realizing it. Rate these 5 areas honestly — your score reveals exactly where AI would hit hardest.
What Should You Automate First?
Pick your department. See the highest-impact automations ranked by complexity and ROI.
Watch Peter's sizzle reel for this free workshop
Peter has reviewed dozens of companies' AI maturity. Strategy, data, tooling, culture — the full stack. Most aren't where they think they are.
Find out where you stand →
