What is agent orchestration? Delegation, state handoffs, and verification
Understand orchestration through organizing product documents, including fixed paths, dynamic delegation, dependencies, parallelism, retries, and termination.
Understand the concept
Agent orchestration coordinates agents and tools through delegation, state transfer, and aggregation. Paths may be predefined or chosen dynamically. It does not require multiple agents or guarantee benefits from more roles. Clear boundaries and verification are needed to establish improvements in errors or latency.
Distinguish fixed paths from dynamic decomposition
A fixed read-then-summarize sequence can use code. Uncertain document counts and question types may need model-driven investigation and delegation. Anthropic and LangGraph distinguish predetermined workflows from dynamic agents; similar labels do not imply identical control.
Independent product-document reading can run concurrently, while comparison waits for those results. Starting dependent steps together can aggregate stale content. This is orchestration design without a multi-agent speed test.
Pass evidence and unresolved work in handoffs
Handoffs should include source locations and uncertainties rather than only completion claims. Aggregation needs to distinguish verified facts from guesses and resolve date conflicts. Voting alone cannot decide factual truth.
Assign shared-file ownership and output formats to avoid simultaneous overwrites. Distinguish in-progress and completed states so failed artifacts are not consumed. Frameworks provide mechanisms, while developers define task success.
Enforce recovery and termination outside model prose
After timeouts, determine whether an action took effect before retrying. Writes need idempotency or reconciliation rather than a model remembering not to repeat them. Step and time limits prevent endless loops but do not establish success.
Compare outcomes and human intervention for the same task, then latency. Extra dynamic delegation may add handoff errors when a simple flow is sufficient. This explanation offers no unmeasured efficiency percentages or diagram-based reliability claims.
Checked sources
These sources support the concepts and methods described here. Examples and test scope are labeled separately; check the version of the tools you use.