The Engineering Leadership Podcast

Cultivating product thinking, cross-functional leadership & the future of AI agent infrastructure w/ Jaikumar Ganesh #247

5 snips
Feb 5, 2026
Jaikumar Ganesh, Head of Engineering at Anyscale and former Android and Uber AI leader, brings practical wisdom from scaling ML infrastructure and cross-functional orgs. He discusses aligning engineering growth with customer needs. He explores fast prototyping with AI agents, tradeoffs in ML platform choices, and techniques to break silos and drive customer outcomes.
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INSIGHT

Past Infra Choices Shape Team Structure

  • Historical infra choices (OS, on-prem) shaped team size and platform design.
  • Modern tooling (Kubernetes, cloud) reduced some infra overhead and changed scaling trade-offs.
INSIGHT

LLMs Reignite Build vs Buy Decisions

  • The build-versus-buy decision re-emerges strongly with LLMs and agent tooling.
  • Non-core companies will increasingly rely on third-party ML/LLM platforms rather than build everything in-house.
INSIGHT

Knowing What To Build Is The New Bottleneck

  • The long pole shifts from engineering capacity to knowing what to build as prototyping costs drop.
  • Faster prototyping and agents make product discovery the key constraint for scaling.
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