What Aishwarya Naresh Reganti thinks about chat interfaces
AI practitioner and researcher who has helped build more than 50 enterprise AI products at companies including OpenAI, Google, Amazon and Databricks; founder of LevelUp Labs and author of over 40 research papers.
Aishwarya Naresh Reganti did not write this page.
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1 dated position, 2026, in their own words. Our reading of what Aishwarya Naresh Reganti has said — not written or endorsed by them.
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Our readingPrompt, harness and loop engineering build on one another rather than replacing each other.
Their wordsPrompt Engineering...Harness Engineering…Loop Engineering, every few months when a new “AI Engineering’ practice gets introduced, it sends people into a panic. Everyone is worried that they are going to have to start from scratch yet again and change everything about the way they have been building with AI. Part of this is because most content out there treats these as disconnected and un-related concepts but in reality they all build on top of each other.