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Server-side (primary): Apply redact.Text/InputMap on task message content, output, and input fields before DB persistence and WebSocket broadcast. Extended redact package with GitLab tokens, JWTs, connection strings, and PASSWORD/SECRET/TOKEN env var patterns. Frontend (fallback): redactSecrets utility mirrors server patterns, applied in buildTimeline and ToolCallRow render as a safety net.