Is Your AI Deployment Risky? How to Address AI Safety, Security, and Reliability Risks
Source: YouTube · HackerOne · published Apr 3, 2025 · 59:03
This webinar explores AI risk management through the lens of reliability, safety, and security, featuring experts from Haz Labs and Hacker One who discuss frameworks for identifying and mitigating AI deployment risks 0:30-0:44.
Key Takeaways:
• AI risk encompasses a trifecta of concerns: security (protecting the AI from external threats), safety (protecting users from AI harm), and reliability (ensuring expected behavior), with 74% of organizations deploying gen AI but only 18% conducting proper risk assessments 0:08-0:30.
• Organizations should develop an AI "code of conduct" defining acceptable and unacceptable behaviors specific to their use case, paired with threat modeling to identify vulnerabilities at each interaction point 0:32-0:44.
• Effective AI red teaming combines human creativity and persistence with automated scaling—case studies from Snap and Anthropic demonstrate how researchers without deep AI expertise can discover novel bypasses that improve model safety 0:46-0:57.
Managing AI risk requires cross-functional ownership, continuous testing cycles, and upfront investment in defining your unique risk profile rather than relying on off-the-shelf solutions.
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First 800 characters of the transcript
perfect we're live I see people popping up I'll go ahead and slowly start uh with a few housekeeping items but yeah hello everyone um we're going to give a couple of minutes for the new joiners uh and I was just saying I'm going to uh go ahead and uh Slowly cover a few housekeeping items uh my name is name is Nas uh before we get going I want to remind you that we're recording today's session and we'll make the um we'll make the recording available to you uh after the webinar to our website and it's also going to be on our YouTube channel uh next we'd love to hear your questions we'll be collecting all questions and commentary feedback anything during the session so please drop them in the Q&A box uh or um or simply you can use the uh Zoom chat uh we'll try to address everything at the ver…