#008: Navigating the Changing IoT Security Landscape: A Survival Guide for Product Leaders

Coredump Sessions · 13 May 2025 · 58m · Episode 9

AI in practice: one real use of AI described

What this episode covers

Giovanni Alberto Falcione, CTO at Exine, joins Memfault's François Baldassari and Thomas Sarlandie to discuss the impact of the EU's Cyber Resilience Act (CRA) on IoT security. They analyze the shift from voluntary standards like NIST 800-53 to mandatory compliance, highlighting the critical need for runtime security monitoring and Software Bill of Materials (SBOM) tracking. The conversation details how eBPF technology enables low-overhead anomaly detection and how OTA updates are essential for mitigating vulnerabilities in the field.

AI in practice

Where this conversation describes AI being used to build or deliver a product. Part of the AI in practice tracker.

Engineering & simulation1 to 2% CPU overhead

The company uses a neural network on the edge to analyze time-series data of system calls for key processes, predicting the next expected system call to detect deviations from normal behavior and identify security anomalies.

“We look the time series of CSOs for some key processes … we use this data to develop models that look at like a past window of CSCOs and use that context to predict what the next CSCO is going to be. … if the actual behavior starts diverging from the one it has learned, then we start to see this score increasing.”

Giovanni Alberto Falcione · Hear it at 47:29

Mentioned

Companies
Exine, Memfault
Products
OpenSSH, Zephyr
Tools
eBPF, Yocto
Also
Cyber Resilience Act, NIST 800-53

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