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Breaking the Jar: Hardening Pickle File Scanners with Structure-Aware Fuzzing

Artificial intelligence and machine learning (AI/ML) models are increasingly shared across organizations, fine-tuned, and deployed in production systems. Cisco’s AI Defense offering includes a model file scanning tool designed to help organizations detect and mitigate risks in AI supply chains by verifying their integrity, scanning for malicious payloads, and ensuring compliance before deployment. Strengthening our […]

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From Passive to Purpose-Built: Why Your Edge Strategy Needs a Refresh [GigaOm Webinar…

The edge is transforming from a passive data collection point to an active, purpose-built infrastructure capable of real-time AI processing—75% of enterprise data will be created and processed there. In our recent webinar with GigaOm analyst Jon Collins, we explored why legacy edge deployments aren't ready for this shift and what it takes to build a modern, full-stack edge solution.

December 11, 2025 2 min read