Intelligence abundance
& human-agent orchestration
AI is moving beyond assistance towards digital labor: agents that can plan, act, coordinate, and produce work across increasingly complex workflows.
Where will human judgment remain decisive, and do the people accountable for it have the capacity to exercise it consistently?
Read the full force
The limiting question is therefore shifting. It is no longer only, “What can the technology do?” It is also:
- What should be delegated?
- What must be independently verified?
- When must a human intervene?
- Who owns the decision when work is produced by a mixed human-agent system?
Why it is urgent
As the cost of producing analysis, recommendations, and content falls, the volume of material requiring human direction may rise. Leaders can gain extraordinary leverage, but they can also become the verification, exception-handling, decision-making, and accountability bottleneck.
AI readiness therefore depends on more than technology, skills, and governance policies. It also depends on whether the responsible leaders have sufficient attention, discernment, and decision capacity when human judgment is most needed.