microservices
2 published articles
AI5 min read
Artificial Intelligence
The AI that remembers every failure it fixes, and gets better with each one
OpsMem couples a short-term memory (STM) for the evolving diagnostic state with a long-term memory (LTM) for reusable operational experience. Through a mechanism called cross-memory resonance, the system activates state-relevant experience from LTM to guide multi-agent diagnosis. On a Huawei microservice dataset, it outperformed agentic-reasoning and knowledge-augmented baselines by significant margins.
2026-08-03
Tools & FrameworksFeatured2 min read
Tooling for RL
The RL scaling headache just got a fix you can deploy with one docker-compose up
Nous Research releases tinker-atropos, an integration layer that decouples trainer, rollout, and environment services so scaling RL beyond a single machine becomes a config change, not a code rewrite.
2026-07-16