Confine the LLM to compiling plan edits over a deterministic, versioned dataflow executor that never calls the model, so research guarantees hold by construction.
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Confining Nondeterminism: AI-Driven Research Systems as DBMSs for Reliable, Non-Wasteful, Transparent, and Collaborative Research [Vision]
Confine the LLM to compiling plan edits over a deterministic, versioned dataflow executor that never calls the model, so research guarantees hold by construction.