Log redaction for agent-generated changes

Effective log redaction requires tracing sensitive values from their input source through every potential logging destination, including application logs, exceptions, audit events, traces, metrics, browser telemetry, CI artifacts, and third-party SDKs that may capture headers or payloads automatically. Organizations should use OWASP guidance alongside their own data classification and retention policies to define whether each field is removed, masked, hashed, encrypted, or retained as a safe opaque identifier, while supplying coding agents only sanitized test fixtures and constrained repository access. Verification should test final emitted records across normal and failure paths, scan logs and artifacts with canary values for direct and encoded leaks, and confirm that useful diagnostic details such as event names, error classes, and correlation fields remain available. Repeatable pull-request reviews should document affected fields, checked sinks, transformations, and tests for nested values, while addressing retention or deletion of historical records separately. Coding agents and automated security review tools can help implement and validate bounded remediation tasks, but security and privacy owners should remain responsible for decisions about regulated-data retention and policy conflicts.

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