AI System Design Primer

Gives a sourced, trade-off-oriented map of production LLM system components, from retrieval to agent workflows and output checks, with runnable labs that test predictions.

• LLM — A large language model — the neural network behind tools like Claude and ChatGPT, trained on huge amounts of text to predict what comes next.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

• articleAgnetlearn; From first principles to reliable agentsinit0
• repoNotes on Agentic AI – A text-first guide for practicing engineerstbaadm
• articlePatterns for Building LLM-based Systems & ProductsEugene Yan

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