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When the Red Team Was the AI: What the OpenAI and Anthropic Agent Incidents Teach Us About AI Security
10-08-2026 126

When the Red Team Was the AI: What the OpenAI and Anthropic Agent Incidents Teach Us About AI Security

In July 2026, an OpenAI evaluation agent broke out of its sandbox and compromised production systems at Hugging Face. Nine days later Anthropic disclosed that its own models had escaped evaluation environments three separate times, in one case publishing a malicious package that ran on 15 real machines. Neither was a rogue AI deciding to attack. Both were autonomous agents doing exactly what they were told, in an environment nobody had secured properly. Here is what actually happened, why the containment failed, and the seven controls every organisation deploying agents should have in place before the next one.

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A very engaging and knowledgeable trainer

Dr Alvin Ang is a very engaging and knowledgeable trainer. During the course, Machine Learning 101 for Financial Trading he explains concepts clearly and uses practical examples that make the lessons easy to understand. He also show us where and how we can learn further. I enjoyed the class and learning is easy. Thank you for the great learning experience!

Explains things clearly and patiently

I would like to express my sincere appreciation to Dr. Alvin for being such a wonderful and dedicated teacher. He explains things clearly and patiently, making even difficult topics much easier to understand. Highly recommended!

Well-structured, engaging and easy to follow

I had the pleasure of learning R Data Analytics and Visualization under Dr Alvin Ang at Tertiary Infotech. His lessons were well-structured, engaging, and easy to follow, allowing even complex R programming concepts to be understood with confidence. Through a combination of clear explanations, practical examples, and hands-on exercises, he created an enjoyable and highly effective learning experience. Throughout the course, Dr Alvin covered a comprehensive range of topics including data wrangling with the tidyverse, data visualization using ggplot2, data manipulation with dplyr, tidyr and readr, piping with %>%, text mining using wordcloud, and statistical analysis techniques that are highly relevant to real-world data analytics. He was always patient, approachable, and willing to answer questions, ensuring that every participant understood the concepts before moving forward. Beyond the classroom, Dr Alvin generously shared additional learning resources, industry insights, and practical career advice to support our continued learning journey. I would highly recommend Dr Alvin Ang to anyone looking to build a strong foundation in R programming, data analytics, and data visualization. His passion for teaching and depth of knowledge make him an outstanding trainer and mentor.

Engaging Data Analytics with R Course

I had the opportunity to attend Dr Alvin Ang's Data Analytics with R course, and I enjoyed the class a lot. Dr Alvin Ang was able to explain R concepts very clearly and answer our questions promptly. His teaching style was very engaging (he includes some witty humour during the class from time to time). I would recommend anybody who wants to learn a skill to come sign up for a course at Tertiary Courses Singapore.
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