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One-on-One with Swayanshu Shanti Pragnya

Talkat AI House @ AI4 2026 · on Monday, 2026-08-03· [ai-assisted-development]
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slides:none on file

Ten years of AI research and a current data lead role drive work on security, data governance and interpretability while collaborating with University of Colorado Denver and Stanford. Uses Hugging Face models to build agents but focuses on what training data gets fed and on creating secure model architectures. Runs a comparative neuroscience study measuring neural responses with and without AI assistance and promotes harness engineering—tools to amplify human judgment rather than replace it—while prototyping defensive algorithms.

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