Problem / Opportunity Definition

• F5 Distributed Cloud practitioners spend disproportionate time on repetitive knowledge gathering and artifact production, displacing the high-leverage work only humans can do.
• Workflows are artisanal: each individual reinvents their own approach, producing inconsistent quality and no shared institutional memory.
• The opportunity is to amplify human capacity — not replace it — by offloading recurring knowledge work to an agentic subject matter expert.