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Why Your LLM's Sports Video Understanding Depends on Residential Proxy Infrastructure You Haven't Built Yet

You spent six months optimizing your LLM’s transformer architecture. Another four on fine-tuning datasets.

Residential Proxies Proxies Social Media AI Trends

Xyla Huxley

2026-06-23

20 min read

The Quiet Revolution: How Sports Video Is Reshaping Multimodal LLM Training Methodologies

The academic community spent a decade perfecting image understanding for LLMs. ImageNet pretraining.

Residential Proxies Proxies AI Trends

Xyla Huxley

2026-06-23

20 min read

Training a Cooking Robot? Your YouTube Data Pipeline Needs to See Every Kitchen in the World

Robotics companies training vision-language-action models face a specific data challenge.

Residential Proxies 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

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

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

From Sora to Cosmos: The Hidden Infrastructure Behind Physical AI Training Data

The world model race isn't about who has the best architecture. It's about who can feed their model the world without getting shut down.

Residential Proxies Proxies AI Trends

Xyla Huxley

2026-06-15

15 min read

Training World Models at Scale: How Residential Proxies Enable Petabyte-Scale Video Data Collection

NVIDIA Cosmos trained on 20 million hours of video. Your world model needs similar scale. Here's the infrastructure that makes it possible.

Residential Proxies AI Trends Integrations

Xyla Huxley

2026-06-15

15 min read

Residential Proxies for AI Data Collection: A Practical Setup Guide

A practical guide to residential proxies for AI data collection, covering proxy setup for LLM training data, web scraping for AI, and scalable machine learning workflows.

Proxies Residential Proxies API

Jenny Avery

2026-06-10

5 min read

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