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I red teamed GiveWell's AI red teaming. They got ~15% useful output with hallucinated citations. I built a 6-agent pipeline: 84% signal rate, zero hallucinations, $32 in API calls. The best finding came from the spreadsheet, not the AI. tsondo.com/blog/give-well-red-team/