Beyond Helpful AI. From Be Good to Do Good Introduction This is a working paper. It addresses people whose decisions shape how AI guidance gets configured and deployed at scale — researchers at the labs building the major models, executives at the learning platforms now integrating, practitioners and consultants operating in the territory the architecture extends into, and anyone working on questions of model character, affective use, or capability development under AI augmentation. The...

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