Resources for Navigating Responsible Growth
Responsible AI Use: A Roadmap for Climate and Mission-Driven Organizations
What kind of AI use, for what purpose, under what safeguards, with what costs, and accountable to whom?
—
Values-Aligned AI: Helping institutions think clearly about AI, language, values, and change.
AI is not only a technical transformation. It is changing the stories institutions tell about intelligence, value, work, care, and responsibility.
—
Helping Climate Organizations Navigate AI: Without Losing the Human Plot
“Our funders are asking how we use AI. We do not yet have a shared or credible answer.”
“Some staff want rapid adoption. Others want a moratorium. How do we decide without damaging trust?”
“Our climate solution uses AI. How do we explain its water, energy, labor, and governance costs?”
“We have a policy, but it does not tell people what to do in a real project, proposal, or funder conversation.”
AI is now a climate question, a funding question, a labor question, a governance question, and a trust question—all at once.
Topical Memos
Methane Abatement: Where Philanthropy Can Accelerate Near-Term Climate Gains
Funders should look first for the missing public-interest or institutional layer - independent verification, response protocols, regulator or public-entity capacity, civil-society data use, or technical assistance that unlocks public, concessional, commercial, operator, or development finance.
Decision Memo: Funding the Public Systems that Convert Credible Detection into Verified Reductions
Methane mitigation can slow near-term warming, and much of the fossil-fuel opportunity is technically straightforward. Illustratively, allocate 40% to implementation and enforcement, 35% to independent monitoring and verification, 20% to community accountability, and 5% to evaluation and coordination.
When AI Becomes a Water Question: Austin Field Notes on a Texas Divide
Texas makes two sides of AI visible at once: computing infrastructure can place new demands on water, energy, land, and public systems, while AI tools may also support hydrology, flood-risk assessment, and environmental decisions.