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          "body": "The hybrid deduplication system is now working perfectly. We've successfully implemented content-based analysis that eliminates dependency on N8N workflow variables.",
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          "body": "Key improvements include age-based filtering (30+ minutes), system message detection, and enhanced duplicate detection using content fingerprinting. The solution addresses the core issue where 10-message chunks were being reprocessed.",
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          "body": "Test results: 2/2 scenarios passed. Valid recent messages are processed correctly, while old messages (1106+ minutes) are properly filtered. The enhanced deduplication is fully operational with robust duplicate detection.",
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          "body": "Next phase: Monitor memory creation and consolidation patterns. The hybrid solution combines deterministic deduplication with AI-driven memory management for optimal performance and accuracy.",
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