Profits with purpose: why trading can fuel giving
How to connect market participation to real causes—without confusing returns with guarantees, or receipts with outcomes. A practical frame for donors and builders alike.
Read articleIdeas on philanthropy, AI used for good, and the technical shifts shaping how we build. Filter by topic, or browse everything.
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6 articles
How to connect market participation to real causes—without confusing returns with guarantees, or receipts with outcomes. A practical frame for donors and builders alike.
Read articleModel risk, documentation, human review, and marketing hygiene—patterns that translate from institutional risk management to products retail users can understand.
Read articleRetrieval, evaluation, and numeric hygiene—what actually changes for analysts when large language models enter the workflow, and what stays stubbornly hard.
Read articleOutputs, outcomes, and long arcs of change—how to read nonprofit performance without confusing feel-good stories for evidence.
Read articleBoard oversight, records, vendor risk, and when AI is allowed to touch donor or beneficiary data—layered practices that scale trust.
Read articleFrom offline evals to on-call incident response—concrete production milestones that separate experiments from systems you can defend in front of users.
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