anthropic.comAnthropic: Building Effective Agents
lilianweng.github.ioLilian Weng: LLM Powered Autonomous Agents
Not every AI system needs agentic behavior. Here's how to choose between a deterministic workflow and an agent.
Every production agent has the same core components. Here's the map, from prompt to final response.
An AI agent is an LLM in a loop with tools. Here's what that actually means and why it's different from an LLM call.
Agents add cost, latency, and failure modes. Here are the cases where a workflow, a single LLM call, or no AI at all wins.
Andrej Karpathy - Intro to Large Language Models (1 hour)