AI×Animals

AI×Animals prepares fellows for high-impact careers at the frontier of AI and animals. You’ll grapple with precision livestock farming, machine learning that aims to ‘decode’ animal communication, and where animal advocacy meets AI risk. You’ll leave with the knowledge, skills, and connections to steer AI toward animal-positive outcomes.

Who this course is for

Animal advocates

You’ve spent years on animal issues. AI is changing what’s possible and what’s at stake, and you want to understand the new rules before they’re set.

People building AI

You build models and systems. You’ve started to ask what they mean for the billions of animals in farms, labs, and the wild.

Policy and governance people

You work where rules are made. You want to make sure animals aren’t left out of the frameworks now being written for AI.

Researchers and newcomers

You think for a living, or you’re early and ambitious. You want a clear map of a fast-moving field before you commit.

Syllabus

Meet your facilitator and fellow travellers at the intersection of AI and animal advocacy. We set shared norms, map what everyone brings to the table, and preview the journey ahead.

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AI already shapes animal lives, from factory farming to speciesist bias in chatbots. This session maps the current landscape, exploring risks, benefits, and leverage points for advocates.

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Precision livestock farming applies machine learning to track farmed animal health and yield. This session asks: will PLF lead to advances in farmed animal welfare – or automated exploitation?

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Machine learning is decoding animal communication, potentially transforming our relationship with animals. We explore the ethics of "talking" to animals: who gets a voice, the limits of understanding, and whether we are ready to listen.

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Genetic modification is evolving beyond selective breeding, with CRISPR and AI raising complex welfare questions. We survey the landscape of genetic modification to develop a framework for evaluating when interventions are warranted.

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Alternative proteins aim to replace animal agriculture with tastier, cheaper, and more convenient products. We examine how AI is applied across plant-based, cultivated, and fermentation approaches, and whether it can overcome physical, financial, and political constraints.

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Longtermism suggests our actions today shape the lives of animals for billions of years. We examine the implications of longtermism, including lock-in scenarios, uncertainty, and a potential reorientation toward wild animal welfare.

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Transformative AI could radically change the world quickly. We explore how to future-proof the animal advocacy movement by shifting priorities toward interventions robust across a changing technological and political landscape.

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The AI×Animals future is in your hands. This final session distills our learning into a concrete impact plan. We will develop and refine project pitches and career strategies to build better futures for all sentient beings.

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Program details

Dates

October 19 to December 13, 2026 · 8 weeks, fully remote.

Format

Meet once a week for structured discussions led by experienced facilitators.

Commitment

Around 4 hours a week: ~2-3h prep + 1h45m live discussion.

Cost

Free to take part. Pay what you want.

What you leave with

A working map of the field

See where AI and animal welfare meet, from factory farms today to the far future, and where the highest-leverage work sits.

A concrete next move

Leave with a project pitch or a sharper career direction, and targeted feedback on it in week 8.

A global network

Join a curated cohort of peers, expert facilitators, and the organizations working at this frontier.

A potential project

Take a concrete project to the Sentient Futures incubator, which pairs you with an experienced mentor.

Matthew Heller
Enrolling in this program allowed me to pressure-test my interest in working on improving the quality of life for animals. I started with uncertainty ... and I'm exiting with a clear conviction to continue exploring [sentient welfare].
Matthew HellerFormer Director @ Google

Steer AI toward a future that includes animals.

Frequently asked questions

We offer our courses for free. On average, running our courses costs about $568.32 per fellow. To keep them free of charge we rely on donations, and any size is appreciated. Whether or not you donate does not affect your chances of being accepted. If you can’t donate but would like to volunteer, please reach out.

There’s no required project portion, but we strongly encourage participants to take on new projects, with feedback during the final unit. We also periodically host a project incubator pairing you with an experienced mentor on a concrete project, spanning research, field-building, or real-world action.

Exact days and times are set based on accepted participants’ availability.

We share a comprehensive fellow guide to help you prepare, and recommend a stable internet connection, a quiet space, and a quality microphone.

Yes. The curricula for AI×Animals and Prioritizing Neglected Animals are available open access.

We currently plan to offer the AI×Animals course again in the future.

Yes. Each cohort's weekly discussion sessions are led by paid facilitators, and we recruit for the role ahead of every round. See what it involves and apply on our facilitate our courses page.