• Feynman helped create atomic bomb and investigated Challenger disaster
• Challenger investigation revealed bureaucracy prioritized power over engineering solutions
• Two key phrases found on his blackboard at death:
  • "What I cannot create, I do not understand"
  • "Know how to solve every problem that has been solved"

• Build token processor before using Bedrock
• Implement basic embeddings before production models
• Write minimal GPU kernels before CUDA libraries
• Create raw model inference before frameworks
• Deploy manual servers before cloud services

• Study successful AI architectures
• Reimplement ML papers
• Analyze deployment patterns
• Master optimization techniques
• Learn security boundaries

• Build core concepts from scratch
• Move to frameworks only after raw implementation
• Break systems intentionally to understand them
• Build instead of memorize
• Ex: Build S3 bucket/Lambda vs. memorizing for certification

• Interactive labs available
• Source code starter kits
• Multiple languages: Python, Rust, SQL, Bash, Zig
• Focus on first principles
• Community-driven learning approach

Focus on understanding through creation, leveraging proven solutions as foundation for innovation.

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM