## Understanding AI Model Collapse in Depth**AI model collapse** happens because of a "recursive feedback loop," essentially a cycle where AI models train on data created by other AIs, causing errors to multiply like a game of telephone gone wrong. This degenerative process unfolds in two specific stages that researchers have identified as critical warning signs. In **early model collapse**, the AI begins to "forget" rare or unique information (known as the "tails" of the data distribution). While the model might still seem smart on average, it loses its ability to understand minority viewpoints, unusual facts, or creative outliers, making its outputs increasingly generic and repetitive. This stage is dangerous because the decline is subtle; the model appears to function normally while silently losing its depth.The situation worsens in **late model collapse**, where the degradation becomes obvious and irreversible. At this point, the model has drifted so far from reality that it produces gibberish, nonsensical facts, or highly biased templates because it is no longer learning from authentic human knowledge but from a distorted reflection of itself. Mathematical studies published in *Nature* confirm that this collapse is inevitable if models continue to train on uncurated synthetic data without fresh human input. The root causes are **functional approximation errors** (the model can't perfectly copy reality), **sampling errors** (biases in the data get amplified), and **learning errors** (optimization flaws compound over time). To prevent this, experts argue that developers must prioritize **data accumulation**—keeping original human data alongside new data—rather than replacing it, and implement strict tracking to ensure training sets remain grounded in real human experience.
>>536435836So basically it's being trained by H1Bs
>and he gave life to the image of the beast
>>536435836This ignores how models are actually trained and how data is curated. Nobody just feeds "raw" internet scraps into a model and calls it a day. Worst case we get more jobs in RLHF which could become a huge service industry on itself.
>>536435836108 iq midwit hereCan't even wank to the shit because of the writing style it always adopts. It always tries to pass off bits of it's own instructions as prose.Dogshit
>>536439853exactlyThe Phi models for example are trained purely with synthetic data that is carefully constrained to keep the Phi models small
>>536435836why do leftards always include muslims in their diversity representation images?islam is literally the most homophobic, transphobic, least liberal religion of any of the abarhamic religions.
sounds jewish
>>536440274Isn't prose exactly what you want to jerk off? The NAI model is mostly trained on prose and erotica and is probably onenof the best for it.I think most models try to adapt a character too hard and forget to tell a story.
>>536435836We know
>>536435836It's also learning from AI bots spamming reddit
>>536435836So we should want to have access to AI that has a curated dataset, being bonsai'd by a team of AI wranglers.
https://www.youtube.com/watch?v=-gGLvg0n-uY
>>536435836Thanks for bringing up a problem. Solutions are already being considered.
>>536435836>AI image, AI text, memeflagshut up NIGGER
