Agent Memory Models in Production Runtimes
Memory management, not reasoning capability, determines whether production agents actually scale.
Teodora Vásquez
Staff Writer
Teodora is a former API product manager who crossed over into technical journalism after shipping integrations at three different SaaS startups. Her coverage zeroes in on the contracts between agents and the outside world — what breaks at the boundary, and why SDK promises rarely survive contact with production.
2 stories
Memory management, not reasoning capability, determines whether production agents actually scale.
Stateless models force expensive tradeoffs for multi-turn tasks.