Agently Dynamic Task

Use this skill when the problem is a dynamic task graph: a model or application submits DAG data that must be planned, validated, pruned, resolved to handlers, and executed.

TaskDAG is the Agently DAG foundation capability. Dynamic Task is the current compatibility and convenience facade over TaskDAG planning and execution, not a TriggerFlow sub-API and not the strategic Agent task lifecycle. TriggerFlow is the execution substrate under TaskDAGExecutor, while Agently.create_dynamic_task(...) is the current app-facing facade entrypoint; agent.create_dynamic_task(...) remains a compatibility facade for legacy prompt-snapshot callers, not the default guidance.

When lower-level evidence or runtime visualization matters, use TaskDAGExecutor.compile_blocks(...) or async_run_blocks(...): TaskDAG still owns graph validation, dependency semantics, and semantic outputs; Blocks only lowers the validated DAG segment into a TriggerFlow-backed ExecutionBlockGraph and maps EvidenceEnvelope/ResultAdapter output.