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An exploratory analysis of nearly 6,000 real-world coding agent sessions is reported, finding that such records support analysis of turn authorship, degrees of human specification, and subsequent machine activity, but they cannot establish displaced choice or programmer awareness.
A prototype of a Plan Mode for spreadsheet programming is built and evaluated against a non-planning baseline and it is found that using Plan Mode led to a reduction in refinement and a better perception of the tool across dimensions of creativity support and human-machine collaboration.
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