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Stop unsafe AI traffic before it spreads with enterprise PII redaction, prompt-injection defense, grounding checks, tamper-evident auditing, and optional Amazon Bedrock plus Presidio controls in one Python file.
Policy-gated data excavation for AI agents on Amazon Bedrock AgentCore. Cedar + Bedrock Guardrails enforce cost limits, PII protection, and read-only access across Athena, OpenSearch, S3, and MCP. Apache 2.0 CDK reference architecture.