Mar 17, 2026
The Long Game: How Agents That Remember Resolve Operational Issues Faster
→Vic Shihang Li, Thomas Anderson, Ratul Mahajan, Simon Peter, Luke Zettlemoyer, and the SDS team
AI agents that autonomously resolve operational issues can deploy and keep complex applications healthy — but only if they remember what they've learned. We present the Self-Defining Operator (SDO), a multi-agent system with long-term memory that cuts deployment iterations by 2.5x and mean time to resolution by 38%.
- research
- agents
- systems
- operations