Managing Conversation History Without Blowing Your Token Budget

Posted on Wed 19 August 2026 in GenAI • Tagged with GenAI, LLM, LangChain, Python, Memory, Token Management, Chatbot

LLMs have no memory between calls. Every time you hit the API, the model starts fresh. To build a chatbot that remembers what was said three messages ago, you have to manually pass that history back in on every request. The problem: each message adds tokens, and token budgets are …


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