AI Top

Interactive views

  • Simple Loop AI Agent — a prompt, the model's tool calls and the answer, with the JSON of every request, the context window, and a skill
  • RAG AI Agent — the agent searches the notes on every prompt and puts what it finds in front of it, before the model sees it
  • MCP AI Agent — tools on other companies' servers, reached with one standard protocol: initialize, tools/list, tools/call
  • Workflow AI Agent — a shop's refund agent: the model reads the message, our code applies the refund policy

For agent programmers

  • LangGraph Agent Running — how our program calls a LangGraph graph, why each call returns, and the versions the checkpointer keeps between calls

LangChain 1.x reference