Model Collapse: What Happens When AI Trains on AI
Feed a model enough of its own kind of output and it degrades — the rare cases vanish and everything drifts toward the average. It's called model collapse, it's peer-reviewed, and
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Feed a model enough of its own kind of output and it degrades — the rare cases vanish and everything drifts toward the average. It's called model collapse, it's peer-reviewed, and

人们总在批评 AI 垃圾,但一家市值 1101 亿美元的公司上线了一个密码限 13 位、不接受运通卡 CVV 的账单网站。

Criticamos el «slop» de la IA, pero una empresa de 110.000 millones publicó un portal que limita las contraseñas a 13 caracteres y rechaza los CVV de American Express.

O “slop” de IA leva a culpa, mas uma empresa de US$ 110 bilhões publicou um portal que limita senhas a 13 caracteres e recusa o CVV do American Express.

AIのスロップは批判されるが、1,100億ドル企業はパスワードを最大13文字に制限し、AmexのCVVを拒否する請求サイトを公開した。

AI slop gets the criticism, but a $110 billion utility shipped a billing site that caps passwords at 13 characters and rejects American Express CVVs.

On critique le « slop » de l’IA, mais une entreprise de 110 milliards a livré un portail qui limite les mots de passe à 13 caractères et refuse les CVV American Express.

KI-Slop wird kritisiert, doch ein 110-Milliarden-Konzern veröffentlichte ein Portal, das Passwörter auf 13 Zeichen begrenzt und American-Express-CVVs ablehnt.
When a thousand companies build the same wrapper around the same three models, they converge on the same everything — including the same fragility.
AI launches have hardened into a genre with fixed conventions. Once you can see the template, you cannot unsee it.
Apple has begun capping how many security reports some researchers can have open in its portal at once, with a wait of up to 30 days before filing the next one after hitting the cap. The trigger, per The New Stack, was a flood of AI-assisted submissions that were not genuine vulnerabilities.

Snapchat will stop recommending fully AI-made Spotlight videos as platforms race to keep feeds from turning synthetic.