Uses coordinated agents to collaboratively handle complex, modular workflows.
Several agents with distinct roles executing parts of a workflow, sharing context and coordinating handoffs.
Workflows spanning genuinely different capability domains where one agent's context or tool surface would be unmanageable.
Almost everywhere it is proposed. Multi-agent architecture multiplies failure modes, cost and debugging difficulty, and single-agent or deterministic orchestration usually performs better.
A unified trace across all agents. Debugging an emergent failure without one is close to impossible.
Error propagation — one agent's plausible mistake becomes another's premise, and the final output is confidently built on it with no single step obviously wrong.
A close-preparation chain of gather, compute, draft and validate, where the validator halting the chain is the design's only real safeguard.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.