# GPU Considerations, Labeling Privacy, Rapid Fine Tuning, and the Role of Private Eval Pipelines to Benchmark New Models

Page: https://stenobird.com/podcast/mlops-community/gpu-considerations-labeling-privacy-rapid-fine-tuning-and-the-role-of-private-eval-pipelines-to-benchmark-new-models
Text version: https://stenobird.com/podcast/mlops-community/gpu-considerations-labeling-privacy-rapid-fine-tuning-and-the-role-of-private-eval-pipelines-to-benchmark-new-models.md
Podcast: [MLOps.community](https://stenobird.com/podcast/mlops-community)
Published: 2025-08-09T12:30:10+00:00
Episode link: https://podcasters.spotify.com/pod/show/mlops/episodes/GPU-Considerations--Labeling-Privacy--Rapid-Fine-Tuning--and-the-Role-of-Private-Eval-Pipelines-to-Benchmark-New-Models-e36ij08
Audio file: https://anchor.fm/s/174cb1b8/podcast/play/106564040/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-7-7%2F405274448-44100-2-9e7eb6e48289d.mp3
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JSON: https://stenobird.com/v1/public/podcasts/mlops-community/episodes/gpu-considerations-labeling-privacy-rapid-fine-tuning-and-the-role-of-private-eval-pipelines-to-benchmark-new-models
Duration seconds: 3346

## Resource

Agents in Production [Podcast Limited Series] Episode Nine – Training LLMs, Picking the Right Models, and GPU Headaches Paul van der Boor and Zulkuf Genc from Prosus join Demetrios to talk about what it really takes to get AI agents running in production. From building solid eval sets to juggling GPU logistics and figuring out which models are worth using (and when), they share hard-won lessons from the front lines. If you're working with LLMs at scale—or thinking about it—this one’s for you. Guest speakers: Paul van der Boor - VP AI at Prosus Group Zulkuf Genc - Director of AI at Prosus Group Host: Demetrios Brinkmann - Founder of MLOps Community ~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~ Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore Join our Slack community [ https://go.mlops.community/slack ] Follow us on X/Twitter [ @mlopscommunity ]( https://x.com/mlopscommunity ) or [LinkedIn]( https://go.mlops.community/linkedin )] Sign up for the next meetup: [ https://go.mlops.community/register ] MLOps Swag/Merch: [ https://shop.mlops.community/ ]

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