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Oleksiy Nagornyy's avatar

Civilisation advances based on the speed of coordination rather than the scarcity of ideas. Early limits included genetic mutation, speech, writing, states, internet and, yes, the Agile Manifesto, which all expanded how quickly we can reach agreement. The next step is agentic AI: richer context (retrieval, tools and role graphs) transforms prompts into a persistent mind comprising policies, memories and evaluations. Embedded in workflows, this becomes life in the form of autonomous behaviour, which is bounded by budgets and risk-based HITL. Consequently, governance shifts from prompt micromanagement to policy and documentation as code.

We don't need brand-new job titles to get there: Data Steward (allowlisted sources, schemas and freshness SLAs); Data Scientist (grounded metrics and golden sets); MLOps (evaluation harnesses, drift monitors, lineage and rollout gates); DevOps/SRE (observability for prompts, tools and evaluations); Security/Privacy (red teaming suites and permissioned tools); Product Owner (intent, acceptance thresholds and budgets); QA (evaluation design and synthetic scenario libraries); Scrum Master (flow engineering and risk-based HITL). Micromanagement only creeps in when we bluntly "add AI" to today's processes. The 4th revolution demands new workflows that exploit new capabilities.

In short, a fourth option emerges: context and contract. First, define the working context, then encode contracts, evaluation thresholds, budgets, access and lineage. Finally, let measured risk decide when humans should step in.

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Malcolm J McKinney's avatar

Comprehensive advocation for human team management.

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