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This tool is a proof of concept for research purposes only. It aggregates publicly available cybersecurity news feeds and is intended solely for academic research, security awareness, and demonstration of AI-driven threat intelligence aggregation techniques. No data is stored, no warranties are provided, and this platform should not be used as a sole source for operational security decisions. Content is sourced from third-party feeds and does not represent the views or endorsements of Entropy Shield or its affiliates.