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LLM Architecture

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The Context Window Is Not a Database and You Should Stop Treating It Like One
Opinion7 min read

The Context Window Is Not a Database and You Should Stop Treating It Like One

Throwing more tokens at a problem feels like progress. It isn't. The context window is a compute surface, not a database, and the distinction has real architectural consequenc

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The Tool-Use Revolution: How Function Calling Transformed LLMs Into Agents
AI & Machine Learning8 min read

The Tool-Use Revolution: How Function Calling Transformed LLMs Into Agents

The single most important capability that turned language models into agents wasn't better reasoning — it was tool use. Here's the technical story of how function calling changed everything.

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