Deepfakes & Synthetic Media
Video verification
Frame-level checks that do not require special tools.
4 min readIntermediateAI
What You Need to Know
Video carries more signal than a still image: motion, audio, and continuity all have to hold up together. Pausing on individual frames often reveals what full-speed playback hides.
Why It Matters
Video is treated as proof in workplaces, courtrooms, and group chats. Understanding its limits protects both the people who watch it and the people falsely depicted in it.
Warning Signs checklist
- Blinking that is too rare or too regular
- Audio delay between lip movement and speech
- Flickering along the jawline when the head turns
- Cuts placed exactly where the face would be hardest to render
How to Protect Yourself steps
- 1Pause and step through frames at key moments
- 2Mute the video and watch the mouth alone
- 3Search for a longer, unedited version
- 4Ask who benefits from you believing it
Quick Checklist
- Pause and step through frames at key moments
- Mute the video and watch the mouth alone
- Search for a longer, unedited version
- Ask who benefits from you believing it
Helpful Resources
- The Curiosity EditLong-form essays on cyber, AI, and everyday technology.
- Career GalaxyDiscover the careers built around this exact problem.
- Government resourcesOfficial reporting and recovery links, being verified before we publish them.
- Trusted nonprofitsCommunity partners offering free education and support, list in progress.
Follow the Rabbit Hole