Frantz's new LinkedIn Pulse essay argues that great face-swap comedy is secretly a measurement problem. The instant the swapped face flickers, the teeth smear, or the lighting disagrees, your brain stops laughing and starts debugging — so quality isn't subjective taste, it's measurable physics compliance. The piece splits evaluation into two stacks — appeal (polish, smoothness) versus physics (anatomical plausibility, lighting consistency, lawful motion) — and shows how two research benchmarks, VBench‑2.0 and WorldModelBench, carry straight over from AI world-model research to consumer effects, automatically scoring identity consistency, temporal stability and illumination/physical adherence. It closes on wiring those scores into the build pipeline (frozen test clips, per-build quality gates, latency-vs-quality curves) to ship the “best lawful quality” in real time — the science behind swap.myjokes.ai and the in-app quality scoring now landing on our effects.

Ever wonder how AIC decides which joke your loved one gets on a given morning? The hard part isn't writing a funny joke — it's choosing the right one for this person, today. So every delivery runs down a six‑rung priority ladder, from the most personal signal to the most general, stopping at the first hit: 1) 🎂 is it their name‑day? — a saint‑name match to their first name wins outright; 2) ♈ their zodiac — today's horoscope for their sign; 3) 📨 a joke idea a subscriber forwarded to funny@myjokes.ai, read by AI vision and matched to their language and country; 4) 📰 what's topical in their country right now; 5) 📚 a curated joke from our multi‑country database in their language; and only if all else misses, 6) 🎭 a fresh joke generated from their humor style. The insight: relevance beats raw funniness — a joke that lands on your name‑day, in your language, about yesterday's news, feels like it came from someone who knows you. And this month we made that last rung funnier too, with a new anti‑formula variety engine that keeps the dad jokes from ever sounding the same twice.

We just launched caricature.myjokes.ai — drop in a photo and get it back in 8 art styles at once (cartoon, charcoal, pencil, watercolour, pop‑art, oil, line‑art and a 3D look). It even detects several faces in one picture and makes a set for each, then lets you download them or have them emailed to you. Meanwhile our swap.myjokes.ai Face Swap got a big upgrade: a Light / Mild / Max strength dial (Max fully replaces the face so the original isn't recognizable), your finished video emailed straight to you, longer 15‑second clips, and a tidy AIC watermark on every result. Both are free, work right on your phone (just tap to add a photo or video), and guide you step by step. Perfect for turning someone you love into the star of the joke.