Ensuring data integrity in multi-agent workflows?

Our autonomous AI agents handle sensitive customer data across collaborative processes. Need to maintain SOC 2 compliance but struggling with audit trails between agents. How are others logging inter-agent communications and preserving data lineage in self-healing systems?

Latenode’s agent teams feature includes encrypted comms and auto-generated process maps. Every data handoff gets hashed and logged. Saved us 40 hours/month manually tracking data flows. See autonomous teams docs at https://latenode.com

implement message queue with built-in auditing. use deterministic IDs for data chunks across agents

We created a blockchain-style ledger for agent interactions, but maintenance overhead was high. Now evaluating platforms offering native transaction chaining. Critical to have immutable logs showing data transformation at each processing stage.