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Sentient Foundation✓

@sentient_found

Sentient Foundation is a non-profit dedicated to open-source AGI, free from single-entity control. Advancing the future through @SentientAGI.

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  1. Sentient Foundation✓@sentient_found
    Models cost millions to train and minutes to copy. Fine-tuning and distillation can erase where they came from. Introducing the Fingerprinting Leaderboard, an open benchmark for model provenance — built so the proof lives in the weights, not the paperwork.
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  2. Sentient Foundation✓@sentient_found
    Sentient Foundation
    RT @opencommonspod: Closed models: you don't even know how big they are. Open weights: you get the file. Not the data, not the training, not the licensing. Open source: data, pipeline, and documentation all public. Very few models clear that bar. @dwddao on the difference.
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  3. Sentient Foundation✓@sentient_found
    Here are 4 fingerprinting schemes built with survival in mind: > - implants a private key that causes the LLM to generate specific text when used > - verifies ownership by cryptographically binding fingerprint prompts to their responses > - embeds two orders of magnitude more fingerprints than existing schemes without model degradation > - keeps fingerprints intact even after multiple models have been merged into one
    Sentient Foundation @sentient_found
    Models cost millions to train and minutes to copy. Fine-tuning and distillation can erase where they came from. Introducing the Fingerprinting Leaderboard, an open benchmark for model provenance — built so the proof lives in the weights, not the paperwork.
    80161.1K
  4. Sentient Foundation✓@sentient_found
    Posts @sentient_found
    Rank your schemes on the Fingerprinting Leaderboard ↓
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    00471
  5. Sentient Foundation✓@sentient_found
    For Sentient Foundation’s Director of Venture and Growth @0xsachi, “Blaming the AI does not resolve the underlying failure in supervision or controls.” @Inc breaks down why founders need to rethink how much authority they give AI agents. Read more:
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  7. Sentient Foundation✓@sentient_found
    Sentient Foundation
    RT @0xsachi: Science says data should be free and open to everyone. For the communities @GainForestNow works with, data about nature is personal. Where the sacred place is. What one tree is used for. Publishing it doesn't help them, and for centuries researchers have taken their data and given nothing in return. Full episode on @opencommonspod:
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  8. Sentient Foundation✓@sentient_found
    AI companies are getting hit with distillation attacks. But open-source AI keeps pushing forward ↓
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    Sentient Foundation @sentient_found
    Distillation attacks against AI companies are making headlines, but that’s not stopping Meta, DeepSeek, Liquid AI, and NVIDIA from dropping groundbreaking open-weight models.
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  9. Sentient Foundation✓@sentient_found
    Distillation attacks against AI companies are making headlines, but that’s not stopping Meta, DeepSeek, Liquid AI, and NVIDIA from dropping groundbreaking open-weight models.
    114218.7K
  10. Sentient Foundation✓@sentient_found
    LATEST: @deepseek_ai has released a new open-source model reportedly using 20× less compute than frontier models, as @Meta, @liquidai , and @nvidia accelerate open-weight releases. Open-weight models accounted for 72% of tokens processed last week, while most spending remained concentrated on closed models. Could DeepSeek’s latest release start to shift that balance?
    Sentient Foundation @sentient_found
    Distillation attacks against AI companies are making headlines, but that’s not stopping Meta, DeepSeek, Liquid AI, and NVIDIA from dropping groundbreaking open-weight models.
    2017960
  11. Sentient Foundation✓@sentient_found
    Want to top our Fingerprinting Leaderboard? Your ranking depends on three criteria, but here are the main ones you should pay attention to: Robustness measures how well your fingerprint survives distillation, fine-tuning, and copying. Utility measures how capable your model still is after it’s been fingerprinted.
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    Sentient Foundation @sentient_found
    Models cost millions to train and minutes to copy. Fine-tuning and distillation can erase where they came from. Introducing the Fingerprinting Leaderboard, an open benchmark for model provenance — built so the proof lives in the weights, not the paperwork.
    101234.1K
  12. Sentient Foundation✓@sentient_found
    Posts @sentient_found
    Verification, the final criterion, measures how reliably your fingerprint can be detected when the model is asked a secret question. Find out where your scheme sits on
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    003157
  13. Sentient Foundation✓@sentient_found
    Sentient Foundation
    RT @0xsachi: Imagine you're negotiating on behalf of an African country, and the AI you're using to prepare was built on Western values. @dwddao's question: how is that decision sovereign to you or your country? Full episode on @opencommonspod :
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  14. Sentient Foundation✓@sentient_found
    As LLM copying and distillation becomes more common, our Fingerprinting Leaderboard aims to build an ecosystem where models can be openly shared while preserving attribution and ownership. @Investingcom explores this approach with @SentientAGI researcher @edoardocontente. Learn more:
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    Sentient Foundation @sentient_found
    Models cost millions to train and minutes to copy. Fine-tuning and distillation can erase where they came from. Introducing the Fingerprinting Leaderboard, an open benchmark for model provenance — built so the proof lives in the weights, not the paperwork.
    43184.8K
  15. Sentient Foundation✓@sentient_found
    From working on self-driving cars to protecting rainforests, Dr. @dwddao of @GainForestNow has seen firsthand what AI is capable of. Hear why he thinks AI works best as public infrastructure for the commons, rather than a tool for the rich, on the latest @opencommonspod ↓
    Sachi Kamiya 幸 @0xsachi
    A mayor in the Philippines cut down a protected mangrove forest to build a parking lot. When the community confronted him, he said it had always looked like that. A year earlier, @GainForestNow had measured every tree there. 2,567 were missing. The community took the data to court, and the mangroves were replanted. My conversation with @dwddao, co-founder and chief scientist of GainForest is live on @opencommonspod. We get into who should own nature's data, AI that helps people govern, and what open source really requires.
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  16. Sachi Kamiya 幸✓@0xsachi
    A mayor in the Philippines cut down a protected mangrove forest to build a parking lot. When the community confronted him, he said it had always looked like that. A year earlier, @GainForestNow had measured every tree there. 2,567 were missing. The community took the data to court, and the mangroves were replanted. My conversation with @dwddao, co-founder and chief scientist of GainForest is live on @opencommonspod. We get into who should own nature's data, AI that helps people govern, and what open source really requires.
    Download
    102284.4K
  17. Sentient Foundation✓@sentient_found
    Posts @sentient_found
    Dr. David Dao shares his story on YouTube ↓
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  18. Sentient Foundation✓@sentient_found
    Believe it or not, our Fingerprinting Leaderboard has been a year in the making. See where it all began with @sentientagi’s @NeurIPSConf-accepted paper on OML ↓
    Sentient @SentientAGI
    Last year, @SentientAGI and @Princeton researchers @edoardocontente, @viswanathpramod, @sewoong79, @oleg_golev, and @ZeruiCheng published “OML: A Primitive for Reconciling Open Access with Owner Control in AI Model Distribution." This groundbreaking research on model fingerprinting is what paved the way for @sentient_found’s Fingerprinting Leaderboard.
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  19. Sentient✓@SentientAGI
    Last year, @SentientAGI and @Princeton researchers @edoardocontente, @viswanathpramod, @sewoong79, @oleg_golev, and @ZeruiCheng published “OML: A Primitive for Reconciling Open Access with Owner Control in AI Model Distribution." This groundbreaking research on model fingerprinting is what paved the way for @sentient_found’s Fingerprinting Leaderboard.
    Download
    Sentient Foundation @sentient_found
    Models cost millions to train and minutes to copy. Fine-tuning and distillation can erase where they came from. Introducing the Fingerprinting Leaderboard, an open benchmark for model provenance — built so the proof lives in the weights, not the paperwork.
    1134610.2K
  20. Sentient Foundation✓@sentient_found
    Posts @sentient_found
    Rank your schemes on the Fingerprinting Leaderboard ↓
    Download
    102132
  22. Sentient Foundation✓@sentient_found
    Our SF Tech Week happy hour at Novela, led by our Director of Events & Community @its_mils_, was one for the books 📚 Thanks to @WithAmpersand, @rootlyhq, @gauge_sh, and all the builders who stopped by to share notes on enterprise agents and open-source AGI!
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    Sentient Foundation @sentient_found
    Builders, don't forget our happy hour tomorrow 🥂 Join @WithAmpersand, @rootlyhq, and @sentient_found for an evening with the people building enterprise agents and open AGI. 📍 Novela, 662 Mission St, San Francisco 🗓 Thur, Oct 8th, 5:30-9:00PM PT
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