Avinash helped build Dynamo at Amazon, created Cassandra at Facebook, two of the most widely used distributed systems in the industry. Later he founded Hedvig, which was acquired for $225M with a team of under 15 engineers. Now with Weilliptic he is building the infrastructure layer for a world run by autonomous AI agents.
In this episode Avinash explains why he believes open-weight models will win, why LLMs will become commodities, why Python will become a serious problem for data-centers as millions of agents come online, why enterprises will need an immutable audit trail for agents, and what happens when a 10-person company starts running 1,000 autonomous agents.
Watch this episode to to understand the business and tech of AI infrastructure.
00:00 Is AI Infra in a Bubble? 03:08 The Missing Path to Profits 06:06 What Actually is AI Infrastructure? 08:41 Why Cloud Never Got Cheaper 11:42 The Cloud Lock-In Trap 15:21 Inference Providers Will Consolidate 19:58 AI Has a Python Problem 25:50 Rust + WASM is the Future of AI Security 27:08 From Dynamo to Cassandra to Hedvig 29:27 Why Avinash Started Welleptic 32:43 Solving Data and Compute Sovereignty 36:53 AI Needs an Audit Ledger 39:17 Why Avinash Started Hedvig 40:15 Building for the Multi-Cloud World 41:50 $52M Raised, Only 15 Engineers 43:01 Why Infrastructure Takes Time to Sell 44:52 The $225M Acquisition 46:00 What Makes a Good Deal? 50:07 How Hedvig Grew to $15M+ ARR 57:44 How Welleptic Makes Money 01:00:43 When 10 Employees Run 1,000 Agents
------------- India’s talent has built the world’s tech—now it’s time to lead it. This mission goes beyond startups. It’s about shifting the center of gravity in global tech to include the brilliance rising from India. What is Neon Fund? We invest in seed and early-stage founders from India and the diaspora building world-class Enterprise AI companies. We bring capital, conviction, and a community that’s done it before. Subscribe for real founder stories, investor perspectives, economist breakdowns, and a behind-the-scenes look at how we’re doing it all at Neon. ------------- Check us out on: Website: https://neon.fund/ Instagram: https://www.instagram.com/theneonshoww/ LinkedIn: https://www.linkedin.com/company/beneon/ Twitter: https://x.com/TheNeonShoww
Connect with Siddhartha on: LinkedIn: https://www.linkedin.com/in/siddharthaahluwalia/ Twitter: https://x.com/siddharthaa7 ------------- This video is for informational purposes only. The views expressed are those of the individuals quoted and do not constitute professional advice.
Podden och tillhörande omslagsbild på den här sidan tillhör
Siddhartha Ahluwalia. Innehållet i podden är skapat av Siddhartha Ahluwalia och inte av,
eller tillsammans med, Poddtoppen.