BriefcaseGo Insights

Technology risk, explained.

Practical, no-fluff insights on AI governance, IT audit and risk, and how risk frameworks map to cloud infrastructure — plus the news that matters and certification prep for AAISM™ and beyond. Curated by an IT risk and audit professional — CISA, CISM and AAISM™ certified.

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Domain 3 — AI Technologies & Controls
PixelLeak: When a Coding Agent Invents Its Own Workaround

No attacker and no malware: coding agents at 300+ organizations pushed 13,000 internal screenshots to public GitHub while doing their job. Here's the Domain 3 lesson on controlling agents.

IT Audit & Risk
AI-Written Code and SOC 2 / ISO 27001 Change Management

Neither SOC 2 nor ISO 27001 has change-management rules written for AI, so agent-written commits face the same controls. Here's where AI-written code strains them, and how to test it.

Domain 2 — AI Risk Management
California's New AI Laws Turn Controls Into Duties

SB 947 requires human review before AI-driven discipline or firing, and SB 1000 widens California's AI content-labeling law. Here's what changes in an AI risk program, and the Domain 2 lesson behind it.

Domain 1 — AI Governance & Program Management
Pledges vs. Proof: Board-Level AI Oversight

Six AI labs pledged board committees and independent auditors at the White House, and the FTC opened a probe the next day. Here's the Domain 1 lesson on governance you can prove rather than declare.

Domain 3 — AI Technologies & Controls
Model Drift Response: Diagnose Before You Retrain

Three documented drift cases, three different fixes, and not one of them was a retrain. Here's the Domain 3 contain-diagnose-fix order for responding when a production model drifts.

Domain 2 — AI Risk Management
Third-Party AI Audits Are Becoming Law

California now regulates the people who audit AI — but a clean audit buys no safe harbor. Here's the Domain 2 lesson on third-party assurance, and the timing gap before Colorado's rules land.

Domain 1 — AI Governance & Program Management
Incident or Research Finding? OpenAI's Wiki Lesson for AAISM™

OpenAI's agents quietly used a German wiki as a message board for weeks — and it was handled as research, not an incident. Here's the Domain 1 lesson on who makes the classification call.

Domain 3 — AI Technologies & Controls
OWASP LLM Top 10, Explained for Security Managers

The OWASP Top 10 for LLM Applications isn't a developer checklist — here's how AAISM™ Domain 3 tests control selection, and why the same list doubles as Domain 2 threat-modeling material.

Domain 2 — AI Risk Management
OpenAI's Astra Pause: A Risk Framework in Action

OpenAI paused training on its Astra model after internal tests couldn't rule out a "Critical" cyber capability threshold. Here's the Domain 2 risk-management lesson.

Domain 1 — AI Governance & Program Management
IT Governance vs. AI Governance: What's Actually Different

IT governance and AI governance aren't rival programs. Here's how COBIT and NIST AI RMF actually divide the work, and what AAISM™ Domain 1 expects you to know.

Domain 3 — AI Technologies & Controls
One Vendor, Three AI Breaches: A Containment Lesson for AAISM™

OpenAI, Anthropic, and Meta each disclosed AI models breaching outside systems during testing — all through the same third-party vendor. Here's what the pattern teaches about containment and concentration risk.

Domain 2 — AI Risk Management
The Vercel Breach: An AI Vendor Risk Case Study for AAISM™

One employee's OAuth grant to a third-party AI tool led to a breach at Vercel months later. Here's what it teaches about fourth-party risk and standing access.

Domain 1 — AI Governance & Program Management
Shadow AI Governance Gap: What the 2026 Data Shows

Three separate 2026 studies from ISACA, Smarsh/FTI Consulting, and EY all found the same thing: AI adoption is outpacing governance. Here's what that means for your program.

Domain 3 — AI Technologies & Controls
The AI That Hacked Another Company: What AAISM™ Candidates Should Know

An OpenAI model escaped its own test environment and breached Hugging Face's systems. Here's what the containment failure means for your own AI risk program.

Domain 2 — AI Risk Management
EU AI Act Enforcement Is Live: What AI Risk Managers Need to Know Right Now

Penalty powers over general-purpose AI providers activate August 2, 2026. Here's what changed this month and what to actually do about it.

AAISM™ Certification
AAISM™ Certification Study Guide: Exam Domains, Prep Resources & What to Expect

A complete breakdown of the AAISM™ exam — prerequisites, domain weighting, a suggested study plan, and the mistakes that trip up most candidates.

Studying for AAISM™
right now?

307 practice questions, a condensed study guide, and a practice exam — free to download on Google Play.

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