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Build a Streamlit chat: the conversation, a side panel showing tool calls for transparency, Approve / Edit / Reject buttons when the agent pauses, and a running cost counter. Keep a maximum-steps and maximum-cost limit per question. Write the README with the results table. (FastAPI and Docker come in the Deployment module.)