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The inference costs have gone down by 300x, but the demand has gone up by almost a million x — and is still accelerating.

Sudip RoyCo-founder & CTO · Adaption LabsEp. 125Listen

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How Adaption Labs Is Rethinking AI With Continual Learning | Sudip Roy, Co-founder & CTO of Adaption Labs
NewEp. 125
Latest episodeEp. 125

How Adaption Labs Is Rethinking AI With Continual Learning | Sudip Roy, Co-founder & CTO of Adaption Labs

Sudip Roy, Co-founder and CTO of Adaption Labs, joins Nataraj Sindam to explain why the AI industry is shifting from scaling compute and ever-larger foundation models toward inference-layer efficiency and smaller, verticalized models. Drawing on his time at Google Brain, DeepMind, and Cohere, Sudip breaks down what is really driving AI inference costs, why the most valuable innovation is moving out of the model and into the full stack, and how gradient-free continual learning could finally close AI's stubborn "last 5%" reliability gap.

2026-06-18Listen now
How Vast Data Built a $30B AI Data Platform | Jeff Denworth, Co-founder of Vast Data
NewEp. 124

How Vast Data Built a $30B AI Data Platform | Jeff Denworth, Co-founder of Vast Data

Jeff Denworth, Co-founder of Vast Data, joins Nataraj Sindam to discuss how a storage company founded in 2016 grew into a $30 billion AI data platform powering roughly 90% of Neo cloud GPU deployments worldwide. From the architectural innovations that set Vast apart from Google File System-era designs, to the unexpected expansion into vector databases, SQL analytics, and serverless compute, Jeff breaks down how Vast created a new category in AI infrastructure — and why the company's Rule of 40 score of 228 makes it one of the most financially unusual stories in enterprise software.

2026-05-31Listen
Storage as the Data Foundation for Enterprise AI | Garima Kapoor, Co-founder & Co-CEO of MinIO
Ep. 123

Storage as the Data Foundation for Enterprise AI | Garima Kapoor, Co-founder & Co-CEO of MinIO

Garima Kapoor, Co-founder and Co-CEO of MinIO, joins Nataraj Sindam to discuss how MinIO is building the data foundation for the AI era. From the founding thesis that bulk of data will be produced outside public cloud, to why storage is now the biggest bottleneck for GPU utilization, Garima shares a decade of building infrastructure at scale and offers a frank view on how AI is reshaping engineering velocity, SaaS economics, and the competitive landscape for startups.

2026-05-06Listen
Autonomous AI Agents Are Changing How We Interact with the Web | Abhishek Das - Co-founder and Co-CEO of Yutori
🔥 PopularEp. 122

Autonomous AI Agents Are Changing How We Interact with the Web | Abhishek Das - Co-founder and Co-CEO of Yutori

Abhishek Das, Co-founder and Co-CEO of Yutori, joins the show to discuss how autonomous AI agents are revolutionizing web interactions. Learn how his team, with roots in Meta's AI division, is building proactive agents to automate our daily digital tasks.

2026-04-03Listen
How Yoodli is Replacing Boring Sales Training with AI Roleplays | Varun Puri, Co-Founder & CEO of Yoodli
Ep. 121

How Yoodli is Replacing Boring Sales Training with AI Roleplays | Varun Puri, Co-Founder & CEO of Yoodli

How do you train a global sales team in the age of AI? Varun Puri, Co-Founder & CEO of Yoodli, shares how his AI communication coach evolved from a consumer app to an enterprise powerhouse used by Google and Snowflake, offering a masterclass in product evolution and GTM strategy.

2026-03-19Listen
Inside the Battle for AI Cloud Dominance — Why Cloud Builders like TensorWave are Rethinking NVIDIA’s Monopoly | Jeff Tatarchuk, Co-Founder of TensorWave
Ep. 120

Inside the Battle for AI Cloud Dominance — Why Cloud Builders like TensorWave are Rethinking NVIDIA’s Monopoly | Jeff Tatarchuk, Co-Founder of TensorWave

Jeff Tatarchuk, Co-Founder of TensorWave, joins the show to reveal how specialized AI cloud builders are challenging NVIDIA’s market dominance. Learn how his company is betting on AMD's GPUs to build a more open and accessible AI compute future.

2026-03-08Listen
Eilon Reshef on How Gong Leverages AI to Revolutionize Revenue Operations
Ep. 119

Eilon Reshef on How Gong Leverages AI to Revolutionize Revenue Operations

Eilon Reshef, Co-Founder and CPO of Gong, discusses the company's journey from conversational intelligence to a comprehensive revenue AI operating system. He shares insights on product-market fit, the impact of AI, and the future of enterprise...

2026-03-01Listen

About the host

Meet Nataraj

I'm a product leader and early stage investor. Startup Project is where I interview founders who found product-market fit—and unpack the decisions behind it.

  • Product Operator + Early Stage Investor
  • Focused on PMF, AI First Products & Building the Future of Technology.
  • Actionable takeaways from operators with real experience.
Nataraj Sindam

Nataraj Sindam

Product Operator, investor in AI first early stage technology companies.

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