Developments that matter in production
What changed, how it works and what it means for the people running reliable systems.
25 stories · 25–25
How we reportMemory QoS reaches beta in Kubernetes 1.37. For AI inference teams, the rollout question is how host-memory policy affects serving latency and neighboring workers.
Background reading: Platform engineeringDevelopments since our original reporting, with dated updates and supporting sources.
New model documentation makes retained instructions and thinking-block compatibility part of the compaction migration review.
Original report: Claude adds on-demand compaction for long-running agents