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What Makes an AI Assistant Work Beyond the Chat?
A school notice says classes finish at 1:00 PM this Thursday. Your usual pickup is 3:15 PM. Hours after you close a chat window, an assistant flags the change, checks the relevant calendars and leaves a draft asking a backup person for help.
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How an AI agent turns a goal into a loop
A useful way to understand an agent is to follow the cycle between a model, its tools and the software that keeps track of progress.
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Context and memory solve different problems
What a model can see during a response is different from what a system stores and retrieves between responses.
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A tool call is an interface, not a superpower
Tools connect generated decisions to concrete operations. The interface determines what can happen and how a result gets checked.
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