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Context windows are not memory

A million tokens of context does not give a model memory. It gives it a very large short-term working set — and confusing the two is why your agent forgets what it decided twenty minutes ago.

Article6 min

Build a streaming tool loop with the Claude API

A production-shaped agent loop in TypeScript: typed tools, streamed output, human approval gates, and the pause_turn case that silently truncates answers.

Tutorial9 minadvanced