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Summit Haque

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Preprint Sep 2026

Beyond the Prompt: Linking What Developers Ask, Do, and Understand with Coding Agents

Coding agents can now change code for developers, who describe goals, supply context, and respond to the agent's work. Yet prompts, screen activity, and task success each tell only part of this story. We present Say, Do, Understand, an end-to-end workflow for analyzing what developers write to an agent, what they do wh...

Yun-Han Qiao, Summit Haque, Christopher D. Hundhausen · 0 citations

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