🤝 Your team not maximizing Claude? I run 1:1 and team AI workshops for companies doing $10M+ per year: https://aibuilder.academy/yt/CCbcPJXBqgw
Most AI tutorials are either made for engineers or just scratch the surface. Here, I explain the foundations of how today's AI agents work so that non-technical users can maximize them.
References
[1] https://tiktokenizer.vercel.app/
[2] https://openai.com/index/learning-to-reason-with-llms/
[3] https://benchlm.ai/
Intro - 0:00
Intelligence & models - 0:48
Large language models - 4:00
Machine Learning - 7:33
Train-time Scaling - 10:31
Autocomplete → chatbots - 11:38
Context window - 12:43
Tokens - 14:50
Tool calling - 17:30
Chatbots → agents - 19:28
Reasoning - 19:57
Test-time scaling - 22:28
Agent harness - 25:09
How to steer agents - 26:46
Tip 1: Agent empathy - 29:03
Tip 2: Start small - 31:20
Tip 3: Compute ↔ intelligence - 34:20
Recap - 36:12
Choose to Build with AI
Matched to AI Agents
AI Maker Residence 3
The third AI workshop taught by our legendary teacher, Nick Sarafa. This is a full-day hands-on training workshop for purposeful co-creation with AI using Claude Code.
Imagine having access to hundreds of billions of dollars of computing power and knowing exactly how to make it work for you through the power of super intelligence.
◆ Fri 09 Oct 2026◆ KOKO Cafe, London◆ With Nick Sarafa
