The article identifies two UI patterns for LLMs that outperform chat interfaces on complex, non-linear tasks.

Chat is the default, but it is the wrong tool for jobs that require branching logic, parallel context, or structured retrieval. The piece names specific patterns and explains the architectural reasoning behind each.

If you are building LLM-powered products, the design decisions here affect how much context survives a session and how cleanly users can navigate non-sequential workflows. Read it for the pattern names and the structural logic, not just the conclusion.

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