ai safety - ITNotes

Deepfake & AI-Generated Content: How to Identify and Protect Yourself

April 2, 2026

AI-generated deepfakes — fake videos, cloned voices, and synthetic images — are now indistinguishable from real content for most people. This guide covers practical detection techniques, Python scripts for automated analysis, and day-to-day habits to protect yourself and your organization from AI-generated misinformation.

AI Hallucination Explained: What It Is and How to Detect It in Your Apps

March 15, 2026

AI hallucination causes language models to generate confident but factually wrong answers — a real problem for any app built on LLMs. This guide covers what causes hallucinations, the common types you'll encounter, and practical Python techniques to detect and reduce them in your own projects.

AI Safety: How to Use AI Tools Without Leaking Your Data

March 6, 2026

Using AI tools like ChatGPT or Claude without thinking about data privacy is a common but avoidable risk. This guide walks through practical techniques — anonymization scripts, API access, and local models with Ollama — to keep your sensitive data off third-party servers.