Session

From the Graveyard to AI Assembly Line: How Real Work Will Actually Flow in 3 Years

No more tickets, specs, tests, or endless status meetings. In three years, PMs issue natural-language commands to agent fleets that handle research, prioritization, spec writing, testing, and deployment, while humans audit outputs, escalate edge cases, and own final accountability.

Jim paints this concrete picture of day-to-day work in the agentic world, then exposes what breaks without operating-model redesign: context loss across agent handoffs, brittle API connectors, accountability gaps when no human owns the outcome. Drawing from early production pilots, he walks through workflow patterns that actually scale: dynamic task routing (right agent for right job), confidence scoring (when to escalate to humans), structured audit trails, and governance that keeps humans in control without micromanaging. Jim shares the escalation protocols, monitoring dashboards, and decision frameworks that turn chaos into assembly-line predictability.

Jim Markunas

Technical Product Leader, The Austin Consulting Group

Chicago, Illinois, United States

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