0:39

In this short, the speaker explains that hybrid workflows succeed when domain specialists create AI agents to augment their work, but a minimum level of human vertical expertise is still essential. Humans must verify and refine the agents' outputs through many iterative loops—potentially hundreds—to achieve the desired performance. Ongoing improvement includes monitoring competitors to ensure the solution remains competitive. The overall message emphasizes the synergy between specialist knowledge and AI agents within a continuous refinement cycle.

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