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Avik Dutta

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#artificial intelligence Preprint Oct 2026

Whose turn is it? Context-guided model routing for stateful agents

Model routing can reduce the cost of LLM applications by assigning simpler requests to cheaper models without sacrificing the quality of the response. However, most routers treat requests as independent. Stateful agents do not operate under this assumption: a user turn may require multiple model and tool calls, its dif...

Anikesh Parashar, Avik Dutta, Vashu Chauhan et al. · 0 citations
Preprint Jul 2026

Plans Work in Mysterious Ways: Evaluating a Plan Mode for Spreadsheet Agents

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.

Aayush Kumar, Avik Dutta, Sumit Gulwani et al. · 0 citations

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