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Building a Petabyte-Scale Video Corpus for Multimodal LLMs: The Infrastructure Nobody Talks About

Everyone discusses transformer architectures. Few discuss the plumbing that feeds them.

Residential Proxies Proxies AI Trends

Xyla Huxley

2026-06-18

20 min read

The $2 Million Question: Why Our Multimodal Training Budget Went 40% Over (And It Wasn't GPUs)

We budgeted carefully. Compute allocation for 512 H100s running 24/7 for six months. Storage for 5 petabytes of raw and processed video.

Residential Proxies Proxies ISP Proxies AI Trends

Xyla Huxley

2026-06-18

20 min read

The End of Curated Datasets: Why Frontier Multimodal Models Train on Raw Web Video

The research community spent decades perfecting dataset curation. ImageNet's hierarchical categories. Kinetics' labeled action clips.

Residential Proxies Proxies AI Trends

Xyla Huxley

2026-06-18

20 min read

We Downloaded 2 Million YouTube Videos for Model Training

The numbers tell a story that our engineering retrospectives still reference. Eight months to collect 200,000 videos.

Residential Proxies Proxies

Xyla Huxley

2026-06-18

20 min read

YouTube Video Collection at Scale: A Complete Python Pipeline with Residential Proxy Integration

This is a practical guide for engineers building video collection pipelines. Not theory. Code that runs. Configuration that works. Metrics that matter.

Residential Proxies Proxies Scraper

Xyla Huxley

2026-06-18

20 min read

How to Set Up Thordata Residential Proxies in VMLogin: Step-by-Step Integration Guide

Learn how to set up Thordata residential proxies in VMLogin, including endpoint generation, session settings, IP whitelisting, and browser profile configuration.

Residential Proxies Proxies Browser Fingerprint Proxy Integrations Tutorials

Jenny Avery

2026-06-16

3 min read

Web Scraping for Machine Learning: A 2026 Guide

Building algorithms that understand the world requires stockpiling massive amounts of information to feed scheduled training runs

Proxies Residential Proxies ISP Proxies Browser Fingerprint Proxy Mobile Proxies

Xyla Huxley

2026-06-16

8 min read

Residential Proxies for Local SERP Tracking

Residential proxies help improve local SERP tracking by providing more accurate geo-targeted access and more reliable search result collection across different locations.

Residential Proxies

Kael Odin

2026-06-16

10 min read

ASN Targeting with Residential Proxies

ASN targeting with residential proxies helps improve precision in geo-sensitive and network-sensitive workflows by narrowing traffic to specific autonomous system networks.

Residential Proxies Proxies

Kael Odin

2026-06-16

12 min read

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