# Tech Tree for Secure Multipolar AI

Summary
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Foresight Institute has launched [a tech tree for secure multipolar AI](https://app.coord.dev/spaces/fd1c256b-6ca3-41d5-9940-2e0f81a398c9/60d9e555-a2cd-43f5-868e-bc6b8b6a7b59). It maps potential technical paths toward secure multipolar AI, and is designed to help researchers, funders, and policymakers navigate the field, identify key bottlenecks, and coordinate efforts more effectively. ​ The tech tree maps five critical goals – building a cooperative AI ecosystem, privacy-preserving AI collaboration, secure and robust AI, transparent and verifiable AI, and aligned AI agents – and breaks down each into technical capabilities, challenges, and potential solutions.

The Secure Multipolar AI Tech Tree
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A tech tree maps a field’s trajectory and highlights key bottlenecks, enabling better coordination across research, funding, and talent. They reveal the how: critical milestones, open problems, major contributors, and leverage points for progress.

The [Secure Multipolar AI Tech Tree](https://app.coord.dev/spaces/fd1c256b-6ca3-41d5-9940-2e0f81a398c9/60d9e555-a2cd-43f5-868e-bc6b8b6a7b59) gives an overview of the technical landscape for building secure AI systems that are capable of cooperating safely with humans and other AI agents. The goal of the tech tree is to clarify the steps needed for robust AI collaboration – serving both as an entry point for newcomers and a strategic tool for funders and experts navigating the space.

The tech tree covers five goals critical for robust AI collaboration: 

*   Building a cooperative AI ecosystem
*   Privacy-preserving AI collaboration
*   Secure and robust AI
*   Transparent and verifiable AI
*   Aligned AI agents

![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXdqlaPzeFXMe6Gy2egbXs22lXJQNdU9j4DXutuZbn57JkT2fXb8p32dpsOG7-sGwp3Er4GUEPn54j2yChwXV74ohjcfzwgSfmJ8XCQr0blovf526lybyv8vOCmgljl4ZgFkXh4b?key=4wA2n5ydT6sw4J8XwCGbHA)

In the tech tree, each goal branches into specific technical capabilities – the concrete technologies needed to make progress toward that objective. For instance, privacy-preserving AI collaboration includes capabilities like secure multi-party computation and federated learning protocols. These capabilities then connect to current open challenges (the specific problems blocking progress), and potential solutions to explore. The tree also identifies who's working on each piece: which research labs, companies, and projects are tackling specific subgoals, making it easier to track progress, spot gaps, and offer a detailed map of the field’s current state and future trajectories.

How to use it
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The tech tree includes [a video](https://youtu.be/VEAwSxxYy1c) explaining how it works, and how you can use it. It also has an AI chat bot to help users explore the aspects most relevant to them. 

1.  If you are new to the field of secure AI, you can use the tech tree to get an overview of the field and understand ways to get involved, e.g. by finding capabilities, challenges or solutions to contribute to.

*E.g. an overview of the tech tree at large with black nodes containing technological capabilities, orange nodes containing challenges, and green nodes containing solutions. *

![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXdZhK5m8PmAK9Y20pUbZt9VmS3U2A58NtpGE19dYDRA_cvS4xkNT0qC3eCmT_pdttHOW6XyKPAr18xPLoXG4VcA1hO61m05z4ggEauKpeqM1a2AE9WAS_m_hJ8mgRlleyaYgiefTA?key=4wA2n5ydT6sw4J8XwCGbHA)

1.  If you want to explore one of the goals the secure AI field is working toward in detail, you can ask the AI chat bot to walk you through that particular tech tree branch.

*E.g. If you pick the “privacy preserving ai collaboration branch” but don’t want to bother exploring each node on the branch yourself, the ai chatbot will walk you through the branch node by node.*

![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXcNpO16NrenBZkYFX-nI2t1rJOnB6EkoRBAt-23MUqlQbdzEt4e8khakz-7eCqH4mu9OFJSvZbhznTDCcwyBVqqxit5WGDBZ9hxecjZ1K64wUuYoM_AN4wrQG521mIrDjF7BT9u?key=4wA2n5ydT6sw4J8XwCGbHA)

1.  As a funder or talent familiar with the space, you can get an overview of what actors are working on certain technical capabilities, and use the AI chat to explore their projects.

*E.g. After discovering OpenMined as an actor in the “secure AI space”, you can ask the bot to tell you more about the non-profits’ projects.*

![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXcxFglOM9t9B7-4u4PQU8O4VQYEG8qEpI7dv1Zh7wvk_zFZT6sBdqTShiz_WWcAelcQjhrX4-5XRZDM5-jxpQ24s1BSHkaKLscrHPmR5b4lh7o7jgDRLKhHF9pNZIsj3GnbuQPdfA?key=4wA2n5ydT6sw4J8XwCGbHA)

1.  If you are working at the frontier of the field, you can focus on the challenge nodes indicating current blockers and ask the AI chat for papers, labs or projects trying to tackle them.

*E.g. say you become interested in the challenge “multi agent learning can devolve into selfish or oscillatory behavior instead of converging to stable cooperation” (top orange challenge node), you can use the bot to explore solution paths.*

![](https://lh7-rt.googleusercontent.com/docsz/AD_4nXfuLUHe0ErajneRO-L-KQolS7VFBcuyjmpl0N3UT4oxT9nVSkXHOiSNo2IwmIozBAIKQlqE2cIunHHRmo0FQegCNujBo5BDu-bA4F4HUs-gLgu5e5y5bV6EfV8qUgtBVSoSt3UV?key=4wA2n5ydT6sw4J8XwCGbHA)

Explore the tech tree [here](https://app.coord.dev/spaces/fd1c256b-6ca3-41d5-9940-2e0f81a398c9/60d9e555-a2cd-43f5-868e-bc6b8b6a7b59). We have also hosted a [seminar](https://youtu.be/IWgfBzp0KMs?feature=shared) presenting it in-depth.

**Acknowledgement**

We would like to thank [Future of Life Institute](https://futureoflife.org/) for the funding for this final iteration of the technology tree, [Linda Petrini](https://lindapetrini.com/) for building it, and Martin Karlsson for providing the [Coordination Network](https://www.coordination.network) infrastructure of the tree.