For people building AI and the future: human-centred AI and ethics researchers, climate and AI-for-Earth scientists, technologists and longtermists.

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Aligned to what?

Every system is aligned to something: engagement, growth, efficiency, a benchmark. Most of the hard questions in AI and climate come back to what that target should be, and who decides.

Madhyasth Darshan names four human goals: resolution, prosperity, fearlessness and coexistence. We write them as clarity, enough, trust and harmony, from the individual to the family, society and all of nature. That is a target concrete enough to write down, and to test. Read the essay: What should AI be aligned to? → · Read the thesis →

Who this is for

All essays written for builders →

Open problems

These are the questions we most want to work on. Each one connects to something we are already building.

  1. How do you measure understanding in a person, not just knowledge?
  2. Can a written statement of what matters guide AI agents while people keep the final say?
  3. How do you test whether a conversation ends in understanding, rather than in more engagement?
  4. How can “enough” be built into climate models of demand?
  5. What does a measure of wellbeing at family level look like?
  6. How do you build order upward from families, resting on understanding rather than control?

All open problems, with what we know so far →

How we work together

  1. Propose. Tell us which problem you want to work on, or a better one, and what you bring to it.
  2. Talk. A conversation first, to see whether it fits and what each side needs.
  3. Work in the open. What we learn together is published here, as essays, data or changes to a page, with your permission.

Who you’d work with

A team of AI engineers, researchers and educators, building Dhee, CoSeeker, K4M2 AI and Earth & Us. We don’t put individual names on the work; everything here is written as all of us together.