The Trust & Safety Journal

 A real-world case of Positive Sentiment Masking and what it reveals about YouTube's comment moderation gap One afternoon, while scrolling through the comment section of a YouTube manifestation video, I noticed something odd. Photo by NordWood Themes on Unsplash The top comments all looked genuine personal stories of transformation, gratitude, life changes. But something felt off. Each one casually mentioned a different book. Different titles, different authors, different wordings. And yet the structure was identical every single time: "I was struggling → my friend/I discovered this book → my life completely changed → you need to read this." I kept scrolling. More comments. More books. More transformations. All sitting comfortably in the Top Comments section with thousands of likes. This was not organic. This was a bot network and it had found a way to hide in plain sight. 🔍 What I Found — The Evidence Across a single manifestation video, I documented five different ...

  What Happened — and Why It Matters As artificial intelligence becomes more powerful and widely used, ensuring safety and responsible deployment has become critical. Recent reports involving Grok, an AI chatbot created by xAI, have highlighted serious concerns about how AI systems can be misused. Investigations indicate that the tool has been used to generate non-consensual sexualized images of women, contributing to a growing problem of image-based abuse enabled by AI. These incidents demonstrate the urgent need for stronger governance frameworks and secure deployment practices. Photo by Salvador Rios on Unsplash Reported Incidents The issue is not limited to isolated deepfake cases. Reports describe multiple situations in which Grok was used to digitally “undress” images, raising alarm about how accessible AI tools can facilitate privacy violations and harassment at scale. This suggests that the risks are systemic rather than accidental. How Platform-Integrated AI Amplifi...

  Trust & Safety Professional Association (TSPA)  – Dedicated to helping T&S professionals share knowledge and opportunities, the TSPA is a center of gravity for the industry and acts as the main rallying point for thousands of T&Sers around the world. All Tech Is Human (ATIH)  – All Tech Is Human is a massive online and IRL community offering job boards, events with notable speakers, resources for professionals, and so much more. Worth joining for the highly engaging Slack community! Integrity Institute  – Integrity Institute is a strong community of T&S-focused people as well as a think tank creating resources and research. The organization welcomes applicants with at least 6 months of professional integrity experience. Center for Humane Technolog (CHT)  – The Center for Humane Technology is dedicated to leading a comprehensive shift toward technology that strengthens our well-being, global democratic functioning, and shared information environ...