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Scenario and composition layer for AoA: explicit playbooks for recurring operations, multi-step skill composition, handoffs, fallback paths, and validation posture.
Solo developers lack a lightweight way to enforce reliability and auditability in agent workflows, leading to inconsistent outputs and difficulty tying agent actions to billable outcomes.