Peter Schuurman
Events1
Conferences1
Talks1
Years active2025
Appearances by year
- AI Engineer (World's Fair, Summit and regional editions)
Talks
| Date | Event | Conference | Role | Title | Links |
|---|---|---|---|---|---|
| Sep 23, 2025 | AI Engineer Paris 2025 | AI Engineer (World's Fair, Summit and regional editions) | speaker | Stop Wasting GPU Flops on Cold Starts: High Performance Inference with Model StreamerTraffic is spiking to your ML application. Your autoscaler kicks in. But instead of serving more requests, your new replicas are stuck downloading massive model…Show lessTraffic is spiking to your ML application. Your autoscaler kicks in. But instead of serving more requests, your new replicas are stuck downloading massive model weights, loading them onto GPUs, and warming up inference engines like vLLM. Minutes pass, response latency spikes, making your application unusable. You haggle with DevOps to overprovision capacity so your application remains reliable. |
Frequent co-speakers
| Speaker | Shared events | Shared talks | Last together |
|---|---|---|---|
| Ekin Karabulut | 1 | 1 | 2025 |
Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.