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Sep 5, 2026
· 1 min read · ai
· 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