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LLM responses from browser snapshot extraction and vision analysis could echo back secrets that appeared on screen or in page content. Input redaction alone is insufficient — the LLM may reproduce secrets it read from screenshots (which cannot be text-redacted). Now redact outputs from: - _extract_relevant_content (auxiliary LLM response) - browser_vision (vision LLM response) - camofox_vision (vision LLM response)