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LLOS.ai · Thinking Lab

Deepfakes and AI Content

When anything can be generated, what counts as proof?

The video of a politician saying something shocking, the photograph that is a little too good, the article that reads perfectly. All three can now be produced to order in minutes. The technology is very good and still not perfect, so detection is a matter of knowing where to look.

30of 32 cards
4hints, in order
7thinking lenses
~10minutes

The question

Write your answer before you read anyone else's
Card 30 · Critical Thinking
🤖 📹 ❓

How can you tell if a video, image, or text is AI-generated?

💭 How to think about this

That video of a politician saying something shocking? Deepfake. That amazing photo? AI-generated. That convincing article? Written by ChatGPT. In 2025, AI can create realistic fake content. How do we know what's real anymore? Let's develop detection skills!

Four hints, in order

Each one unlocks the next
🔒 Write a line or two above and the hints unlock.

DEEPFAKES = AI-generated or manipulated media (video, audio, images, text) that looks/sounds real but isn't! Face-swapping, voice cloning, generated images, fake articles. Technology is INCREDIBLY good now - but not perfect! Detection requires careful observation!

• Unnatural movements: Weird blinking, stiff expressions

• Lighting inconsistencies: Shadows don't match

• Edge artifacts: Blurry boundaries around face/body

• Too perfect: Skin too smooth, teeth too white

• Hand problems: Extra fingers, weird proportions (AI struggles with hands!)

• Background glitches: Warped objects, impossible geometry

Audio deepfakes: Robotic cadence, breathing sounds missing, emotional tone doesn't match words, background noise inconsistent.

AI text: Too perfect grammar, generic/vague details, repetitive phrasing, lacks personal voice, no verifiable sources, sounds like it's summarizing rather than experiencing!

1. Reverse image search: Google Lens, TinEye

2. Check source: Is this from official channel?

3. Corroboration: Do other credible sources report this?

4. Context check: When/where was this supposedly recorded?

5. Metadata analysis: File properties, creation date

6. Ask experts: Fact-checking sites (Snopes, FactCheck.org)

If something seems too shocking/perfect - VERIFY before sharing!

AI-generated and manipulated content is everywhere in 2025 - develop critical detection skills!

Types of AI content:

• Deepfake videos: Face/body swapping, lip-syncing

• Voice clones: AI mimics anyone's voice

• Generated images: Completely fabricated photos

• AI text: Articles, posts, comments by bots

• Hybrid: Real footage + AI manipulation

Detection checklist for VIDEO:

✓ Watch facial movements - natural blinking?

✓ Check lighting consistency

✓ Look at edges and boundaries

✓ Observe hands and fingers carefully

✓ Check background for warping

✓ Listen for audio sync issues

Detection checklist for IMAGES:

✓ Zoom in on details (AI makes small errors)

✓ Check hands, teeth, jewelry

✓ Look for repeated patterns (AI copies)

✓ Examine shadows and reflections

✓ Reverse image search

Detection checklist for TEXT:

✓ Too perfect? Suspiciously polished?

✓ Generic without specific details?

✓ Check for verifiable facts

✓ Does it have authentic voice/personality?

Golden rule:

If something seems too outrageous, too perfect, or too convenient - PAUSE. Verify before believing. Definitely verify before SHARING!

Ask: Who benefits from this being fake? Who benefits from this being real?

Which thinking lens did you use?

Select every one that applies

For parents & teachers

What this card is really practising

🌱 Story Seed

"Look at this crazy video of [celebrity] saying [shocking thing]!" "Hold on - let me check. See how their face edges look weird? And their hands have 6 fingers? This is a deepfake. Let's verify before we share."

Discussion Guide →
  • Hands game: Look at AI images together - count fingers, check proportions
  • Reverse image search: Practice using Google Lens on suspicious images
  • Source verification: Where did this actually come from originally?
  • The "too perfect" test: Real life is messy - too polished = suspicious

Keep going

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