From roles to work
A single role contains many different activities. Some are predictable and rules-based; others depend on context, negotiation, empathy, or accountability. Agentic systems are most useful when they separate these layers instead of treating an entire job as automatable.
The new operating pattern
A mature workflow often looks like this: the agent prepares and executes routine work, the system checks policy and confidence, and a human handles decisions that cross a defined threshold. The employee becomes the owner of outcomes rather than the operator of every individual step.
The employee becomes the owner of outcomes rather than the operator of every individual step.
Skills move upstream
As execution becomes cheaper, valuable human skills shift toward workflow design, quality control, domain judgement, relationship management, and continuous improvement.
