Highlights
Notes From Chairing a Session at CSCE 2026
A morning of AI research, from rocket design to AI governance, and what stood out from the chair's seat.
Senior Staff Technical Program Manager, AI Infrastructure at LinkedIn. 15 years across machine learning infrastructure, distributed systems, and reliability engineering.
Highlights
A morning of AI research, from rocket design to AI governance, and what stood out from the chair's seat.
Highlights
Upcoming: I'm speaking at a PMI San Francisco Bay Area session on how PMs can move beyond execution to become strategic technology leaders in the AI era. Friday, July 24, 5:30-6:30 PM PDT, via Zoom.
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CTO Sync featured my approach to winning stakeholder support for technical debt paydown: weighing blast radius, exposing consequences to leadership, and reserving a fixed slice of every cycle for paydown.
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Invited speaker at CloudX 2026 (Santa Clara, Sept 1-3), co-located with API World + AI TechWorld. Speaking on how to forecast hardware capacity for AI infrastructure at billion-user scale.
TPM Knowledge
How a technical program manager actually runs a large program, from the first funding conversation to the hundredth status update.
Highlights
Mashable profiled my work leading AI infrastructure at billion-user scale: lifting model deployment success from 60% to 99%, cutting scale-up time from three days to two hours, and a GPU efficiency redesign worth an estimated $20M in savings.
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Invited speaker at the Kong API + AI Summit 2026 in Los Angeles (Sep 30 – Oct 1). A practitioner session on the operational realities of running large-scale AI inference: deployment coordination, GPU and infrastructure constraints, performance tuning, and reliability under rapid model iteration.
TPM Knowledge
Every technical program manager eventually runs into the same uncomfortable fact: you are accountable for outcomes you cannot command. The engineers do not report to you. The architects do not need your sign-off. The executive who set the deadline will not write a line of the code that meets
Highlights
Upcoming: I'm speaking at AI Infra Summit 2026 (Santa Clara, Sept 15-17) on what it takes to run AI infrastructure at billion-user scale.
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I'm serving as Session Chair at the Sixth IEEE International Conference on Intelligent Technologies (CONIT 2026) in Hubballi, India, on June 20, 2026.
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My paper on a replica-centric capacity-planning framework for GPU and Multi-Instance GPU (MIG) based AI inference platforms was accepted at IEEE MetroInd 4.0 & IoT 2026 in Rome, Italy.
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I spoke at the Budapest Data + AI Forum 2026 on why ML deployments fail in production and how to engineer reliability at scale. Session abstract, key takeaways, and links.