Why We Need AI That Doesn't Keep Secrets
Alsa Tibbit
??Cyber Security & AI Researcher ??? | Driving Innovation in APT Detection with eXplainable AI ?? | Engaged with Arm's Mojo Project
Imagine using a security camera that doesn’t let you see the footage. Sounds impractical, right? That’s the issue with some AI in cybersecurity—it doesn’t explain its reasoning. It’s like a black box that keeps secrets.
So, why do we want AI to share its secrets?
The black box is a mystery, but the glass box shows you exactly what’s inside.
The black box is often seen as a metaphor for non-transparent processes, and in the realm of AI, it's a concept we're moving away from. Transparency in AI helps us understand, trust, and effectively manage the technology that plays an increasingly pivotal role in our cybersecurity measures.
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Making AI a trusted cybersecurity team member, not a mysterious stranger, is challenging, and I am proud to be part of this challenge.
The beauty of explainable AI isn’t just in its transparency but in how it enhances collaboration. It’s about AI and humans working hand-in-hand to fortify our digital realms.
As we continue to develop these technologies, let’s ensure they're not just intelligent but also articulate—ready to tell us their story of the digital skirmishes happening in the unseen binary battlefields.
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Founder APH10 | SBOMs | Software Security | Software Risk Management | Open Source | Solutions Architect | Mentor | Consultant | I help manage software risk using SBOMs
11 个月Thanks for sharing Alsa Tibbit Transparency in AI models is a growing challenge. There are standards emerging such as the OWASP CycloneDX SBOM/xBOM Standard which provides a way of describing an ML model (and the software which it needs) in an unambiguous way. The big challenge however is acquiring the data so it can be described in a standard format. Which is why your black box analogy is so perfect as it highlights the need for increasing the transparency of all of our solutions. Let's catch-up soon to discuss making AI more transparent. #sbom #softwaretransparency #softwaresupplychainsecurity #aph10