Google agents prove 2013 math conjecture

Autonomous AI agents are transitioning from code completions to verifiable theoretical reasoning and production commerce at breathtaking velocity.

• –Google's Lean 4 verification of the Courtade–Kumar conjecture demonstrates agent teams can crack open mathematical problems using parameter partitioning and formal verification.
• –OpenAI's ChatGPT Wallet and Sierra's Poppy 1.0 rollout across Shopify mark the arrival of standardized autonomous checkout protocols.
• –LangChain's $300M Series C at a $3B valuation signals aggressive institutional backing for agent runtime, governance, and observability infrastructure like LangSmith.
• –World Labs opening its Atlas spatial world model expands agent environments into 3D, even as the Fed flags AI debt and infrastructure buildouts as top financial risks.