The Index is Never Done

As agents move from demos to production…they don't just need more compute… they need more context…and the two scale together in ways most teams haven't planned for. This talk looks at that flywheel from both sides of the stack: how retrieval demand grows as agents take on more autonomous, multi-step work, and how that same growth curve is reshaping GPU infrastructure decisions at scale.