orchestrator-core

Manage multi-agent workflows using low-memory routing, which stores only essential state information rather than extensive expert details to prevent context overload. The orchestrator coordinates task breakdown and specialist selection while keeping the central hub lean.

The best way to coordinate task delegation is through structured workflow management that assigns tasks to appropriate specialists and manages the workflow state. This ensures clear role boundaries and controlled information flow between agents.

Controlled handoffs in multi-agent orchestration work by ensuring specialists provide concise, decision-ready summaries instead of full transcripts. This approach maintains explicit acceptance gates for accepting, revising, or approving work for execution.

Yes, you can use this orchestration approach for complex requests like developing a marketing plan. The orchestrator breaks down the request and assigns specific tasks to appropriate specialists such as Analysts and Builders, validating each step before proceeding.

You need explicit acceptance gates in a multi-agent workflow when you require clear stages for accepting work, revising it, or approving it for daily execution. This prevents role confusion and ensures decision-ready outputs are validated.

Multi-agent workflows suffer from role confusion and unstructured deliverables when they lack a single decision hub and controlled information flow. Implementing structured task breakdown and specialist coordination resolves these common workflow issues.