back
Get SIGNAL/NOISE in your inbox daily
The regulatory landscape for GxP compliance is evolving to address the unique characteristics of AI. Traditional Computer System Validation (CSV) approaches, often with uniform validation strategies, are being supplemented by Computer Software Assurance (CSA) frameworks that emphasize flexible risk-based validation methods tailored to each system’s actual impact and complexity (FDA latest guidance). In this post, we cover a risk-based implementation, practical implementation considerations across different risk levels, the AWS shared responsibility model for compliance, and concrete examples of risk mitigation strategies.
Recent Stories
Jan 16, 2026
DataMesh launches Robotics platform for industrial embodied AI
The new solution uses executable digital twins to train and evaluate robots with dynamic processes, safety rules and task-based rewards.
Jan 16, 2026We’ve Built 12+ Vibe Coded Apps Used 800,000+ Times. I Love It. But I Still Have To Maintain Them Every Single Day.
The ‘prpsumer’ vibe coding revolution is real. I’m a mass convert. We’ve built 12+ AI-powered apps on SaaStr.ai, and the results have been staggering: 800,000+ total uses across our AI …
Jan 16, 2026Researchers Just Found Something That Could Shake the AI Industry to Its Core
Researchers found compelling evidence that AI models are actually copying copyrighted data, not "learning" from it.