IT & AI Technology

Suspended Three Days After Release: What the U.S. Government Directive on Fable 5 / Mythos 5 Reveals About a New AI Availability Risk

Generative AI Frontlines

Suspended Three Days After Release: What the U.S. Government Directive on Fable 5 / Mythos 5 Reveals About a New AI Availability Risk

Hello! In our previous article, we covered Claude Fable 5 and Claude Mythos 5, announced by Anthropic on June 9, 2026. Fable 5 took Mythos-class capability, added safeguards, and brought it down into a form that could be offered to general users. We described it as "the myth descending

By Qualiteg Consulting, Qualiteg AI Security Team
How to Talk Honestly About PII Detection Accuracy: Evaluation Design Through Recall, Confidence Intervals, and Representativeness

AI Mathematics

How to Talk Honestly About PII Detection Accuracy: Evaluation Design Through Recall, Confidence Intervals, and Representativeness

Hello. This is the Qualiteg Research Team. We work on technology for detecting and masking sensitive information — personal information (PII), confidential information, and special-care-required personal data (https://pii-fi.com). In that work, the question we face every day is: 「how can we talk about accuracy figures honestly and correctly」 ? Suppose,

By Qualiteg Research Team
Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 6: Common Problems and Solutions

LLM Security

Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 6: Common Problems and Solutions

Hello! In this sixth installment of the series, we cover Troubleshooting - common problems and how to solve them. In the previous installment (Part 5), we looked at how Integrated Windows Authentication behaves in the browser. By understanding the concept of the intranet zone, it became clear why authentication behaves

By Qualiteg Consulting, Qualiteg AI Security Team
What the Confusion Matrix Doesn't Show in PII Detection: Cross-Recognizer Collisions and Integration Testing

LLM Security

What the Confusion Matrix Doesn't Show in PII Detection: Cross-Recognizer Collisions and Integration Testing

Hello! This is the Qualiteg Research Team. Automatic detection of personally identifiable information (PII) can be framed as the problem of extracting specific expressions from text and determining which type of PII each one represents. As the range of PII types to detect grows — phone numbers, personal names, account numbers,

By Qualiteg Research Team, Qualiteg AI Security Team
Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 5: Browser Configuration and Authentication

IT & AI Technology

Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 5: Browser Configuration and Authentication

Hello! In this fifth installment of the series, we cover "Browser Configuration and Authentication." In the previous installment (Part 4), we explained how joining the proxy server to the domain makes it possible to reliably identify who accessed ChatGPT or Claude. You should now have a good grasp

By Qualiteg AI Security Team, Qualiteg Consulting
Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 3: Joining Clients and Servers to the Domain

IT & AI Technology

Understanding Active Directory: The Technology Behind Enterprise AI Security - Part 3: Joining Clients and Servers to the Domain

Hello! In this third installment of the series, we cover joining clients and servers to the domain. Introduction Hello, and welcome to Part 3 of the series, "Joining Clients and Servers to the Domain." In the previous installment (Part 2), we walked through building an Active Directory domain

By Qualiteg AI Security Team, Qualiteg Consulting