Author

Nathan Wintersgill

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Preprint Aug 2026

On Automated and Explainable Provenance of AI-Generated Code

It is argued that the next generation of CodeGenAI tools must be built on a foundation of explainable provenance: automated, post-hoc traceability that links generated code back to the prompt components, training data instances, global data features, and internal model components that caused its generation.

Alejandro Velasco, Nathan Wintersgill, Trevor Stalnaker et al. · 2 citations