Productivity is rising, tasks are reshuffling, and new middle-skill roles are emerging—if we design for them.
What the Evidence Says So FarA decade of automation...
Agent observability has become the layer that decides whether autonomous AI agents reach production or get quietly decommissioned. Here is what changed in 2026.