Company
US data-labeling company that supplies expert-annotated training datasets, reinforcement-learning environments and human evaluations to AI labs.
SimpleClosure says 47% of its startup wind-down deals now include a sale of code or workspace data. One founder netted about $25,000 for his code base, and a lawyer who advises AI startups calls such data "legally radioactive."
Reality
Mistral AI put Large 4, a 1.05-trillion-parameter mixture-of-experts model, into public preview on Oct. 6 and promised weights by October's end. Self-hosters can size memory now, though Mistral says the training run behind the preview is still going.
Reality
Google's Gemini 4 Argon tied GPT-6 Astra and Claude Fable 5.1 at 53 on the Artificial Analysis index, though some Google staff say its coding lags. Google disputes them, and until paid API access has a date, buyers cannot check the score on their own code.
Perspective Coverage
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The startup says Anchor 3.0 caught more than 90 percent of violations in a test it published itself, at under a 500th of the cost of a frontier call, and the messages it misses stay the firm's problem.
Reality
Falling infrastructure work halved her income, so she logs into TalentsAI after hours and documents her own reasoning for a model that may one day do the job. Tasks pay 100 to 500 yuan, when they pass review.
Reality
The money is small measured against these vendors' own revenue and large measured against anything else in the training-data supply chain, which is why a control that does not yet exist would be cheap to impose and hard to enforce.
Reality