A persona controls how a system communicates. A skill controls how it performs a capability. Policy controls what it may do. Project data defines what it works on. Mixing these layers creates opaque bundles of power.

Governance Risk Provenance Orchestration

AI Data Engineering · ARTICLEMEMBERS

More agents do not automatically make a team

A team is created not by adding voices, but by combining complementary capabilities, clear ownership and verifiable integration.

Agents Orchestration Evaluation Safety

Governance4 Agents3 Human oversight2 Evaluation2 Risk2 Responsibility2 Handoff1 Coordination cost1 Observability1 Project management1

Orchestration

From Single Agent to Orchestrator

Designing AI Agents as Team Roles

From Employee to Project Lead

An AI system needs an executable rulebook

Research and implementation need different AI workspaces

Separate personas, skills and project data cleanly

More agents do not automatically make a team

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