cognitive debt in AI collaboration

Russell Miles on building habitats for human-AI collaboration instead of just constraining agents JAX London

platform longevity by design

PostgreSQL outlasted 40+ databases by expecting to change, not by being fastest or easiest FOSSASIA

LLM distillation defense failure

Researchers show 95% distillation attack effectiveness despite reasoning compression defenses CSharpCorner

POC-to-production agent gaps

Five critical gaps between AI agent POCs and production deployments in enterprise systems CSharpCorner

microservices cost architecture

Wix cuts Kubernetes node count 50% by collapsing 4,000 microservices into shared-runtime host-guest pairs GeeCON

Wix's Nile platform bundles related JVM microservices as thin "guest" pods communicating via gRPC with a single "host" daemon set per node that owns all framework concerns—data access, Kafka, feature flags. Result: 27% CPU reduction, 32% memory reduction, half the node count across 5 billion daily requests.