As artificial intelligence becomes more sophisticated in manipulating and creating images, researchers are finding both promising breakthroughs and concerning vulnerabilities. While new systems can better edit photos and operate more efficiently without complex mathematical layers, security researchers have discovered ways that AI art tools could be secretly manipulated to insert hidden brand logos - raising questions about the trustworthiness of AI-generated content and the future of digital creativity. Links to all the papers we discussed: CoSTAast: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing, Transformers without Normalization, Charting and Navigating Hugging Face's Model Atlas, World Modeling Makes a Better Planner: Dual Preference Optimization for Embodied Task Planning, Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models, CoRe^2: Collect, Reflect and Refine to Generate Better and Faster