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Insights

Retired AI models and planned shutdowns can disrupt lifecycles, risks, and reproducibility when systems are retired or disabled suddenly, Microsoft included. November 28, 2025 | AI

AI Model Retirement – Lifecycles, Risks, and the Path Forward

AI models don't last forever. Even popular systems face retirement—planned or sudden—due to obsolescence, economic pressures, safety concerns, or corporate instability. These shutdowns disrupt research,...
A lion cub with golden fur sits beside a chalkboard that shows simple sketches of a lion and a cheetah, echoing AI’s limits. November 17, 2025 | AI

How Simulated Training Limits AI’s True Understanding

AI systems excel at pattern recognition but lack genuine understanding of real-world consequences. Current training methods use sanitised data and controlled environments, teaching abstract rules...
Illustration for The Consent Illusion showing a DNA test canister and DNA helix beside a lock icon, plus face icons that imply consent isn’t control. October 31, 2025 | Privacy

The Consent Illusion: Why Your Privacy No Longer Depends on Your Choices

Your privacy isn't just yours anymore. Technology can figure out your personal details from what others do online, spot your face in photos you never...
Golden, cloudy fantasy scene with a castle and flying creatures, echoing how LLMs guess under pressure instead of saying “I don’t know”. October 24, 2025 | AI

The Technical Reasons Your LLM Is Lying to You

AI models don't hallucinate, they guess. Penalized for admitting uncertainty, they fill gaps with plausible-sounding patterns instead of facts. Ambiguous prompts, poor tool integration, and...
A blue neon network of connected nodes surrounds autonomous AI systems and agents, reflecting the shift discussed in AI Agents vs Agentic AI. October 14, 2025 | AI

AI Agents vs Agentic AI: The AI’s Evolution Towards Autonomy

Imagine AI that doesn't just follow orders but actually thinks for itself. That's agentic AI, where multiple smart agents team up to solve problems we...
Robotic hands type and write across dual screens, illustrating AI-generated content and copyright risk with patterns and motifs. October 2, 2025 | Copyright

Is Your AI-Generated Content a Copyright Risk?

Key Takeaways AI models “learn” from vast datasets, including copyrighted material. AI outputs are technically original but can reflect patterns, styles, or motifs from the...
Smiling AI role-play character on a chat interface, responding with a guide experience for real-life skills practice in Udemy lessons. September 25, 2025 | Education

How Udemy’s Role Play Works — A Learner’s Walkthrough

Key Takeaways Udemy’s role-play feature lets learners actively engage with AI characters to practise real-life skills. Sessions are integrated directly into lessons and are based...
Dueling teal and red robots marked SEO and GEO, reflecting GEO trust and citations by generative AI engines like Gemini and Perplexity AI. September 18, 2025 | AI, Blog, Marketing

From SEO to GEO: How to Create Content Trusted by Both AI and Humans

Key takeaways Traditional SEO focuses on ranking in Google; GEO focuses on being trusted and cited by generative AI engines. Clear structure, headings, and fact-rich...
A white robotic humanoid robot sits at a desk beside a monitor showing the word “Robots”, connecting GEO vs SEO thinking through AI answers. September 10, 2025 | AI, Marketing

From Clicks to AI Summaries: Navigating SEO to GEO

Key Takeaways SEO is being disrupted by GEO, which delivers instant answers; GEO reduces the mental effort needed to find and understand information, saving users...
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