Aishwarya Naresh Reganti
Founder of LevelUp Labs · Applied AI researcher and educator
aathira
Palo Alto, California
107 connections
Joined February 2026
Summary
Bridges research and production: she combines a strong academic publication record in NLP, multimodal ML and graph neural networks with hands-on engineering leadership that delivered production generative-AI solutions at Amazon/AWS and now through her consultancy. google+2
Educator and curriculum builder: she teaches and develops executive and technical courses on generative and agentic AI (MIT, Oxford, Maven and GenAI executive programs) and has run widely used free learning resources. maven+2
Public-facing communicator and community contributor: she authors a Substack newsletter, contributes open educational resources on GitHub, speaks at conferences (including a TEDx talk), and maintains visibility as a thought leader on applied AI. substack+2
Startup-building and advisory work: beyond engineering and research, she co-founded The LevelUp Org and founded LevelUp Labs to provide advisory, training, and early-stage investing, and she serves as a mentor/advisor in accelerator programs. levelup-labs+1
Work
Education
Projects
Writing
Why your AI product needs a different development lifecycle
August 1, 2025Introduces the Continuous Calibration / Continuous Development (CC/CD) framework for building AI products, arguing products need development processes that account for non-determinism and the agency-control tradeoff.
Simplifying distributed neural network training on massive graphs: Randomized partitions improve model aggregation
January 1, 2025Research paper on scalable graph neural network training using randomized partitions to improve model aggregation for large graphs.
assets.amazon.scienceThe Nuanced Perspective (Substack)
A personal newsletter providing guidance and insights on AI, careers, and life for readers seeking depth.
Hobbies
Writes and publishes a personal newsletter (The Nuanced Perspective). substack
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