Recursive Superintelligence (RSI), the AI company that emerged from stealth in May with $650 million in funding, announced Tuesday a $410 million multi-year compute deal with Amazon Web Services (AWS) — an investment that represents the bulk of its fundraising to date.

Founder and CEO Richard Socher emphasized this is just the beginning. Today's announcement is "likely going to be one of the smallest compute deals we're going to sign in the next few years," Socher told TechCrunch.

Recursive's focus on open-ended self-improving AI systems means much of its budget goes straight into compute rather than headcount. "For us, it's less about headcount and more about agent count," Socher said.

Unlike major AI labs that often use hybrid investment arrangements, there is no equity component to Amazon's involvement. However, the scale of the commitment allows AWS to dedicate significant resources to co-developing infrastructure tailored for foundation-level AI companies.

"Part of the agreement is that we're going to co-develop infrastructure purpose-built for these types of companies," said Jason Bennett, VP for startups and venture capital at AWS.

Recursive self-improvement has long been seen as a potential inflection point for AI. In Recursive's case, the goal is practical: develop actual products. Socher expects to release the earliest examples before the end of the year. "In October or so, you'll see some actually tangible, useful things that you'll be able to play around with."