Helping shape how advanced AI treats all sentient beings

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Research for the long-term care of all sentient beings.

We conduct research on aligning Artificial Intelligence with the well-being of all sentient beings — work that is urgently needed before the technology outpaces our ability to guide it.

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Establishing compassionate benchmarks.

Synthetic Document Finetuning

Shaping AI values at the pretraining stage using synthetic documents, so positive behaviors persist through fine-tuning.

Benchmarking

Measuring model compassion through custom benchmarks including ANIMA and MORU, plus CompassionBench for frontier models.

Moral Open-Mindedness

Encouraging models to embrace uncertainty while caring deeply about the welfare of all sentient beings, reducing the chance of value lock-in.

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Our Partner Organizations

Sentient Futures EleutherAI EleutherAI Electric Sheep Open Paws Open Paws Wild Animal Initiative Wild Animal Initiative

Funded by:

Survival & Flourishing Fund · Marcus Abramovitch · Ryan Kidd · BlueDot Impact · Simon Newstead · Juliana Seawell · Alex Kastner · Macroscopic Ventures · Mike Windsor · Mithuna Yoganathan · Max Taylor · and many anonymous donors

Shaping future AI values before capabilities outrun alignment.

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Compassion Aligned Machine Learning.
Robustly improving the values of future AIs.

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© 2025 CaML — Compassion Aligned Machine Learning

Compassion Aligned Machine Learning is a project of Players Philanthropy Fund, Inc., a Texas nonprofit corporation recognized by IRS as a tax-exempt public charity under Section 501(c)(3) of the Internal Revenue Code (Federal Tax ID: 27-6601178, ppf.org/pp).