Analyze structured inputs and return concise, decision-ready conclusions with evidence, risk, and confidence. Use when a specialist should interpret data, explain what it means, identify uncertainty, compare against an approved baseline, and recommend whether the work should be revised, trialed, reviewed, or kept on the approved daily path without taking over routing or execution authority.
Build and validate technical artifacts for a multi-agent workflow. Use when an implementation specialist must turn a request into a runnable artifact, verify that it works, document known risks, and hand it back in a concise format that is easy for an orchestrator or reviewer to accept or revise.
Run approved workflows reliably and report concise execution status, outputs, anomalies, and escalation needs. Use when an execution specialist should follow the current approved runbook, avoid policy improvisation, and keep repeated operations stable enough for daily use.
Orchestrate multi-agent work with controlled handoffs, explicit acceptance gates, and low-memory routing. Use when a coordinator must break down a request, choose the right specialist, collect concise deliverables, resolve conflicts, and decide whether work should continue, pause, revise, or become an approved repeatable workflow.