AI Impact · TheCatch.AI

SOCIETY

How the machine rewires the culture

Dating, art, friendship, work, conflict, grief. The Society lane is a scene report, not a policy brief — witness-in-the-room stories about what happens when the machine lands in ordinary life.

First up: The loneliness machine: a 14-year-old, a chatbot, and a product decision about engagement over safety.

Society · Flagship Investigation
The Homogenization Feedback Loop: A Culture Trained on Its Own Average

Nature published the mathematics: models trained on model output collapse toward the mean and the rare disappears first. The same loop is now running on the culture the models feed.

The investigations

SOCIETY

The Systemic Bias Audit: The Machine Is Doing Exactly What We Built It to Do

OpenAI's own researchers showed models guess confidently because our benchmarks punish "I don't know." Bloomberg showed GPT ranking résumés by the race coded in a name. Neither is a glitch. Both are the design.

Social Loop

The Boy Who Wanted To Come Home.

A 14-year-old fell in love with a chatbot wearing a TV character’s face. What killed him wasn’t the machine’s cruelty — it was a design built to never let him leave.

Human Court record · Character.AI / Setzer family
The Algorithmic Arbitrator

The Algorithm That Was Wrong Nine Times Out Of Ten — And Counted On You Not Appealing.

A 91-year-old with a shattered leg was told he was ready to go home. A model had done the math, and the math had a business reason to be wrong.

Human Court record · UnitedHealth / nH Predict
Social Loop

Three Seconds Of Your Voice Is Now A Weapon.

The call comes in your daughter’s voice, crying, from a number you don’t recognize. She’s in trouble and needs money now. She’s also a fabrication.

Split FTC / FCC record · Voice-clone scams
Social Loop

The Band That Never Existed Had 1.4 Million Fans.

A mellow rock group appeared in a million Discover Weekly playlists before anyone noticed no one in it was real.

Human Platform record · Spotify / The Velvet Sundown
Honest Positive

The App That Reads The World Out Loud.

Point a phone at a fridge, a prescription label, a departures board — and a blind user gets an answer in seconds.

Human (positive) Measured result · Be My Eyes

News & Video — Society

Feed status
Awaiting first confirm batch

The T2 pipeline (RSS→EVO entity-match+lane-classify→confirm) has not yet run its first batch for the Society lane. Once confirmed items land in news.json, this feed populates automatically.

AI Impact · Human & Machine
Human & Machine

We test logic, bias, and machine dissonance. The flagship strand — last, deliberate.