Governance frameworks, model risk practice, and regulatory updates for enterprise AI teams.
Adversarial SecurityThe Challenge Apollo Research and OpenAI faced a critical question: what if your AI model understands your validation criteria well enough to manipulate them? Their research uncovered behaviors consis
Compliance & AuditThe second public draft of NIST IR 8259 Revision 1 has introduced significant changes that go beyond minor updates. After gathering feedback from over 400 participants across industries, federal agenc
Third-Party & Supply ChainYour procurement team asks, How do we evaluate this AI vendor s risk profile? Your compliance team needs documentation showing you ve done proper due diligence. Your model risk function wants evidence
Adversarial SecurityYour model validation team is under pressure. AI systems are shipping faster than you can write test plans, and traditional security reviews can t keep up with systems that browse the web, execute cod
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Management System GovernanceScope - What This Guide Covers This guide explores the debate over SR 11-7 s future and its implications for your model risk management framework. Whether you re defending your governance structure to
Third-Party & Supply ChainUnderstanding the Regulatory Landscape Klaus Löber s recent statement at Esma made it clear: adopting cloud and AI technologies doesn t lessen regulatory expectations for operational resilience. In fa
Validation & TestingThe Conventional Wisdom There s a growing belief that generative AI (GenAI) will revolutionize model risk management by automating validation, catching errors human reviewers might miss, and solving r
Risk Assessment & AnalysisYour credit risk model just flagged a loan applicant based on employment data that doesn t exist. Your compliance AI cited a regulation that was never enacted. Your fraud detection system invented tra
Adversarial SecurityScope - What This Guide Covers This guide focuses on the governance and security controls necessary for managing autonomous coding agents in enterprise environments. It covers agent discovery, runtime
Adversarial SecurityYour logging pipeline captured a system prompt fragment in a user response three minutes after the session ended. That three-minute gap between exposure and detection is where your enterprise risk liv
Validation & TestingThe question seems rhetorical. Of course, banks should validate their models. SR 11-7 requires it, and model risk management isn t optional in financial services. But dig deeper, and you ll find a rea
EU AI Act & GPAIScope of This Guide This guide helps your team implement floating-point operations (FLOPs) tracking during large language model fine-tuning to comply with the EU AI Act . You ll learn when tracking is
Roles & AccountabilityWhy Human-in-the-Loop Alone Falls Short For months, I ve been asked, We ve got human review in our AI workflow. Isn t that enough for governance? The answer is no, and regulators are increasingly clea
Compliance & AuditScope - What This Guide Covers This guide focuses on the audit and risk management challenges posed by Frontier AI models capable of autonomous vulnerability discovery and exploit development. It s ta
EU AI Act & GPAIThe EU Commission s high-risk AI system guidelines, released on May 19, 2026, make one thing clear: relying on Article 6(3) derogations to avoid high-risk classification requires thorough documentatio
Adversarial SecurityScope This guide covers security requirements and implementation patterns for autonomous AI agents in regulated industries. It s designed for security engineers, model risk managers, and compliance te
Adversarial SecurityThe Question at Hand The NYDFS guidance from May 21, 2026, describes a heightened cybersecurity threat environment due to frontier AI models like Anthropic s Claude Mythos, which can autonomously iden
Management System GovernanceWhen your government announces an AI strategy with adoption targets and investment commitments, the governance work starts not with implementation but by addressing what the strategy left unanswered.
Privacy & Data ProtectionAfter the Amadeus decision hit the news, questions flooded my inbox. Legal teams alerted product managers, and compliance officers were suddenly in meetings about that travel data thing. Everyone want
Compliance & AuditScope - What This Guide Covers This guide focuses on the EU AI Act s postponed high-risk system reporting requirements for financial institutions. It s designed for your team to classify AI systems, p
