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Last updated: August 1, 2026, 5:30 PM ET

AI Agent Design

Coding agents struggle with large contexts, relying on a "gather more files, add more context" approach that becomes ineffective as information grows . A more promising pattern involves integrating adaptive agent behavior within a predefined workflow, creating a hybrid LLM application . This hybrid model places the agent directly inside the operational workflow .