Hernan-Huwyler

AI Threat and Vulnerability Assessment

The Complete AI Threat Modeling and Vulnerability Assessment Guide From STRIDE to Production Security Most organizations assess AI security the same way they evaluate traditional …

AI Governance From Compliance Tasks to Operations

A lot of organizations still talk about AI governance as if it sits beside the real work. It does not. Once AI agents start changing tickets, triggering workflows, calling tools, …

Modeling Practices for Regulated AI

The Validation Framework That Satisfies Both Data Scientists and Regulators CFPB Circular 2022-03 made the regulatory position unambiguous: creditors using complex algorithms for …

Effective Fixes for Why Data Science Projects Fail

Most data science projects do not fail because the algorithm is weak. They fail earlier. The business question is vague. The experiment is flawed. The team optimizes the wrong …

AI Deployment Governance for Feedback Loops and MLOps

Most AI teams do not fail because the model is weak. They fail because the path from user feedback to production change is messy, rushed, and poorly governed. I have seen strong …

Managing AI Development and Deployment Projects

The 10 Best Practices That Separate AI Projects That Ship From AI Projects That Stall Managing AI development and deployment projects requires practices fundamentally different …

Why Separating Your AI Build Team From Your AI Ops Team Guarantees Failure

Practical “You Build It, You Run It” for AI: How to Create End-to-End Ownership Without Burning Out Teams Most AI systems do not break because the first version was badly built.

The Step-by-Step AI Integration Playbook

How to Connect Data, Workflows, and Tools Without Creating More Complexity Than Value Most AI integration efforts fail for a frustrating reason. The AI feature works in isolation, …

The Risk and Compliance Automation Playbook

From Manual Sampling to Monitoring 100% of Transactions GRC data scattered across disconnected systems. Compliance controls that depend on slow, human-driven processes never built …

The AI Risk Taxonomy Most Organizations Never Build

Top Risk Scenarios and Controls That Actually Protect Your AI Project A risk register with 15 vaguely worded AI risks and a color-coded heat map is not a taxonomy. It is a …