DMF7 is a task orchestration engine that executes work reliably, tracks results, and scales with demand.
Start Using the SystemSubmit tasks with a payload. The engine accepts work at any scale without dropping requests.
Workers claim tasks atomically. No duplicates, no races — exactly one worker per task.
Workers process their assigned task. Stale assignments are automatically reclaimed.
Results are verified and recorded. Failed tasks retry once. Outcomes are permanent.
Atomic assignment, crash recovery, and automatic retry ensure no task is ever lost.
Spawn additional workers to process more tasks. The engine coordinates them automatically.
Self-pausing control loop detects failure spikes and halts before cascades occur.
Full event log, live metrics, and structured health endpoints for every operational state.