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The biggest hurdle in frontier AI is curating high-quality, diverse data.
What happens if you need to post-train a model for a new capability, but have zero data?
Today, we release the technical report for Invent a Dataset.
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The biggest hurdle in frontier AI is curating high-quality, diverse data.
What happens if you need to post-train a model for a new capability, but have zero data?
Today, we release the technical report for Invent a Dataset.
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Real world requests need a specific length, format, structure, or persona.
For external frontier models, adding constraints dramatically reduces output diversity by 15% to 22%. Invent API remains completely unaffected, maintaining max diversity even on complex, highly constrained requests.
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Most teams don’t have the data for the capabilities they need. This research shows it is now possible to escape a zero data regime successfully
Read the full research: alphaxiv.org/abs/2609.invent…
Try Invent: adaptionlabs.ai/invent-a-dat…
Research blog: adaptionlabs.ai/blog/measuri…
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Higher diversity and quality improve model performance.
We post-trained a model on each API's dataset. Every model post-trained on external API datasets ranked below the untrained model.
Except for Invent, which ranked first beating all baselines.
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An agent should become more useful the longer it knows you. Not slower or more expensive.
Hear Co-founder @sudip_r0y speak about agent memory alongside @nikogrupen at @harvey at @SnorkelAI's Frontier Data Summit on October 8th.
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Fewer than 1,000 people worldwide know how to build frontier AI systems.
The scarcity limits who gets to own AI. Until now.
Ownership. No longer reserved for the few.
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Get started: adaptionlabs.ai/auto-scienti…
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Self-improving intelligence compounds.
Hear Co-founder @sarahookr talk about why continuous learning beats scale at Runtime by @modal on October 1st.
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The future of AI belongs to the enterprises that own it.
Co-founder @sudip_r0y took the stage at @NrthtechCA in Toronto to talk about the next era of AI.
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One system gives your company innovation speed it once didn't have.
Invent a Dataset makes the data. AutoScientist trains the model.
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Start Inventing: adaptionlabs.ai/invent-a-dat…
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Proud to support 33M+ Kaggle builders. 🎉
AutoScientist open weights now export directly to @kaggle.
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Try AutoScientist today: adaptionlabs.ai/auto-scienti…
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Co-founder @sarahookr with @LucasSmaira of @VettoAi on Brazil’s AI landscape.
The activity is in the application layer. The opportunity is in the models underneath it.
Brazil’s edge starts with what it already owns.
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