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Mission: turn grounded tasks into reviewable work without losing human control.
in addition to the above responsibilities, the scheduler operates with clear constraints: human approval is required before external action and any changes to external systems are prohibited without such approval. The scheduler also maintains the internal state including task status, blockers, owners, and next actions.