Yongfeng Zhang

Offloading memory retrieval and privacy enforcement from autonomous agents to a centralized OS kernel matches brute-force full-context personalization while cutting inference latency by up to 61%.

Agentic Commerce World reveals that process-level evidence is crucial for accurately evaluating AI agents in dynamic market environments, challenging traditional reliance on final outcomes alone.