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Caleb Kellah
Content & Research · Digital Qatalyst
Profile
Caleb Kellah
Member of the Digital Qatalyst content and research team.
Recent contributions
Signal
AI Copilots Are Becoming Transformation Accelerators
AI copilots can do more than make individual tasks faster. By
4 min read
Signal
The AI Skill That Actually Matters Isn’t Technical
AI is redesigning work before it displaces people. The workforce advantage is learning to direct and evaluate AI output with informed human judgment.
3 min read
Signal
Work Units Are the Immediate AI Readiness Test
Vague assignments can be managed through informal judgment, clarification, and rework. AI agents and automated workflows surface the same ambiguity immediately. A work unit makes the task complete before handoff: a trigger, outcome, owner, quality standard, and feedback path.
3 min read
Signal
The Worker's Job Is Shifting From Doing the Work to Directing It
Copilot Cowork moved from launch to majority Fortune 500 use in about 100 days. The pattern is bigger than one product: workers are shifting from doing tasks to delegating and supervising them.
2 min read
Insight
Cognitive Work Design Is Not an HR Question
Talent matters, but it cannot compensate for a poorly designed cognitive environment. Leaders must design the signals, feedback loops, and challenge mechanisms that determine how people and AI make decisions at work.
4 min read