context-engineering-for-swarms

Context segmentation splits shared and lane-specific context to route only relevant data slices to each agent, preventing cognitive overload and reducing token costs for cost-limited models.

You package context by defining handoff contracts that bundle shared details while applying redaction rules to omit irrelevant or sensitive data, maintaining evidence and privacy across agents.

Handoffs fail without a defined output contract for per-agent context. Implementing verification gates and lane-specific context segmentation ensures each agent gets exactly the data slice it needs.

Yes, context engineering shrinks and organizes agent context so each decision gets only what matters. This lean context packaging directly reduces token usage for cost-limited models.

You apply redaction rules during context packaging to strip irrelevant information while preserving evidence. Verification gates then validate that the redacted context maintains required traceability.