Part 5/9:
The Challenges of Large-Scale Training: Ecosystem and Software
Despite these hardware accomplishments, AMD still faces obstacles in scaling AI training to the largest levels seen in industry ventures like Elon Musk's XAI with Colossus systems. Large-scale distributed training requires robust software ecosystems capable of managing simultaneous, high-speed communication across thousands or even millions of GPUs.