See It Work · Book 03 · Leading AI Agents · Chapter 7
Domain experts get more valuable, not less
The common fear: 'agents will make my domain experts redundant.' The reality is the inverse — domain experts become more valuable, not less. Their implicit knowledge is the context that turns generic agent output into something actionable for your specific business. The agent supplies the horsepower; the expert supplies the judgment that makes it usable.
The full detailed chart. Condensed for print legibility in the book; shown here at full size.
Replace your experts and your agents produce confident, generic output no one can act on. Pair experts with agents and you get output that's both fast and right for your context.
Leading agents · the skills that matterready
What this means for you
Domain experts become more valuable — their knowledge is the context that makes agent output usable. What this means for you: you don't thin out your experts when agents arrive; you pair them, because their hard-won context is exactly what turns the agent's fast generic output into something your business can actually act on.
Experts grow more valuable as the agent's context-providers:
Skills That Matter
the fearexperts made redundant
the realitymore valuable, not less
their knowledgethe context that makes output usable
the moveaugment, don't replace
Domain experts become more valuable, not less — their implicit knowledge is the context that makes agent output actionable.
For the technical reader — the command, and how to verify it yourself
# one line · you do not need to run this see walkthrough
see walkthrough # -> domain experts as the context that makes agent output actionable
Full step-by-step is in Appendix RX: Hands-On Demonstrations in the book.
ⓘDeterministic demonstration. The conversation is a faithful dramatization of the exercise; the receipt is the artifact it produces — the same every time, because the system is receipted. (Representative of the demo's structure; the production page renders the captured run.) No output here is fabricated. A live "run it yourself" mode is coming.