• context window — The maximum amount of text a model can consider at once — its working memory for the current conversation or task.
• AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.

The gap between a capable coding agent and a useful one is organizational context. This describes how internal knowledge, safe tool access, and executable workflows get packaged so agents can act in a two-decade-old microservice estate.

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