Roadmaps
Community-curated paths to learn to code. Pick one and a squad forms around you — you finish it together, not alone.
Community-curated paths to learn to code. Pick one and a squad forms around you — you finish it together, not alone.
Build products on top of large language models: how LLMs work, calling model APIs, prompting, RAG, tool use, and evals. Best if you're already comfortable with Python or JavaScript.
What a language model is: tokens, training, inference, and why they hallucinate.
Call Claude and other LLM APIs: messages, streaming, and multimodal inputs.
Get reliable outputs with roles, examples, structure, and chain-of-thought.
Ground models in your own data with embeddings, retrieval, and reranking.
Let models call tools and take multi-step actions safely.
Measure quality systematically instead of eyeballing outputs.
Handle cost, latency, caching, safety, and failure modes at scale.