Understand the intelligence revolution from first principles
Founder
Think like a founder: what user pain, distribution channel, pricing, and retention loop does this AI capability unlock?
Systems
Think like a first-principles systems builder: separate demos from durable products, and measure the bottleneck the model actually removes.
Infrastructure
Think like an AI infrastructure leader: account for data, latency, cost, reliability, evaluation, and deployment constraints before scaling.
AI Capability Audit
Systematically evaluate 10 AI tools against 20 real tasks from your work. Produce a ranked comparison report with justified selections.
A personal AI toolkit manifesto with tool selections, use cases, and cost estimates.
Use as the baseline for practical prompting, context design, and structured task instructions.
Anthropic Prompt EngineeringAnthropicCompare prompting guidance across model families and learn how to evaluate behavior, not just single outputs.
Hugging Face CourseHugging FaceUse this for model, dataset, transformer, and open-source deployment fundamentals.