Why architecture matters here

Orchestrator fails on missing state store + unbounded retries. Architecture matters because durability + budget + audit all compose.

Advertisement

The architecture: every piece explained

The top strip is core. Coordinator. Task graph. Agents. State store.

The middle row is safety. Retry policy. Compensation. Budget + termination. Observability.

The lower rows are ops. Human handoff. Metrics. Ops — versioning + rollback + governance.

Agent orchestrator — coordinator + task graph + state + retries + observabilitydurable multi-agent orchestrationCoordinatorassigns tasksTask graphDAG of sub-tasksAgentsspecialized workersState storedurable checkpointsRetry policybackoff + jitterCompensationundo on failureBudget + terminationwallclock + tokensObservabilitytrace + auditHuman handoffwhen stuckMetricsstep success + costOps — versioning + rollback + governanceresilientsafeboundtraceescalatewatchwatchoperateoperate
Durable multi-agent orchestrator with task graph.
Advertisement

End-to-end flow

End-to-end: task DAG loaded. Coordinator assigns to agents. State checkpointed after each. Retry on failure; compensation on unrecoverable. Budget consumed 40%; continue. Audit trail records all steps.