The quick read
- Give each agent a specific input, permitted actions and expected output.
- Track repeated searches, reconciliation effort, latency and missed dependencies.
When splitting helps
A research project may contain distinct questions that can be investigated separately. Agents can explore those questions and return bounded findings. Tightly coupled edits are different: simultaneous work can conflict, duplicate effort or rely on inconsistent assumptions.
Define the handoff
Give each agent a specific input, permitted actions and expected output. Require sources and uncertainties where relevant. The coordinating process needs enough evidence to compare findings instead of accepting confident summaries at face value.
Measure the overhead
Track repeated searches, reconciliation effort, latency and missed dependencies. Start with a simple baseline and add agents where there is a clear benefit. For an illustrative market scan, assign separate product areas but use one shared evaluation rubric. Judge the combined result after verification. A larger agent count is not itself a quality measure. The useful outcome is better coverage or faster completion that survives review; sometimes a fixed workflow is easier to operate and more reliable than a complex team of agents.
Sources & notes
AI-assisted editorial content checked against the linked sources.
anthropic.com — official reference
Sources reviewed for the September 2026 launch edition.