3 min read
JSON vs Markdown SERPs: we measured tokens
The same Google results page as full JSON, compact JSON and Markdown, and how many LLM tokens each one costs. Estimates on a sample, with the method spelled out.
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Tagged: ai-agents
2 posts.
2 min read
How to give your LangGraph agent Google search
A minimal LangGraph agent with a Google search tool: define the tool, bind it to a model, wire a ToolNode loop, and keep the token cost down with Markdown output.