AI Search reads each trajectory within a fixed token budget. Most questions about behavior only need a small slice, and we checked that on 150 conversations from Open SWE, the coding agent our team uses every day. ✅ The median ran 84K tokens ✅ About 1.5K of that was the user’s messages and the agent’s final reply ✅ Roughly 3/4 was tool output: file reads, shell commands, test logs langchain.com/blog/agent-tra…
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--- tweet_id: "2111140114131046507" author: "LangChainAI" published_at: "2026-10-16T17:00:00+00:00" source_url: "https://x.com/LangChain/status/2111140114131046507" --- AI Search reads each trajectory within a fixed token budget. Most questions about behavior only need a small slice, and we checked that on 150 conversations from Open SWE, the coding agent our team uses every day. ✅ The median ran 84K tokens ✅ About 1.5K of that was the user’s messages and the agent’s final reply ✅ Roughly 3/4 was tool output: file reads, shell commands, test logs [langchain.com/blog/agent-tra…](https://www.langchain.com/blog/agent-traces-ai-search-langsmith)