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Last updated: August 1, 2026, 8:30 PM ET

AI Agents and Workflows

Coding agents struggle with large context windows, suggesting a need for a "context compiler" rather than simply more data. This approach acknowledges that simply appending more files to a prompt can overwhelm models with irrelevant information. A more effective pattern involves integrating adaptive agent behavior within predefined workflows. This hybrid model allows agents to operate more efficiently by fitting them directly into existing processes.