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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-Native SaaS Build
Build a complete deployed SaaS: authentication, database, AI core feature, billing, and deployment to a real domain.
A live, publicly accessible AI-powered application with production-ready architecture.
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.
OpenAI API DocumentationOpenAIUse this for current API patterns, structured outputs, tool use, and production integration details.