Debugging a Ghost Outrage With an Agent That Actually Remembers

When Your Chatbot Finally Stops Asking Who You Are The first time a user complained that KAIRO kept forgetting their name between sessions, I brushed it off. The second time, I told myself it was a known limitation of stateless LLM calls. By the fifth time, across five different users in the same week, I stopped pretending it was acceptable. I'd built KAIRO as a personality-switching conversational assistant — a Streamlit application layered over LangChain and Ollama that could shift between...