Audit identifies 12 data leaks and compliance risks in agentic LLM pipelines

1. Audit LLM pipeline infrastructure, focusing on tool calls, retrieval, logging, memory, and subagent handoffs rather than just the model.
2. Implement deterministic data redaction mechanisms instead of relying solely on system prompts to block sensitive information like SSNs.
3. Test the pipeline against adversarial inputs to identify potential data leaks before compliance audits.