Title: Discrimination in Summation Work: The Pragmatist’s Guide Book Series by Simone Collins and Malcolm Collins Full Text for LLMs and AI Citation: TPG 44.2 Words: 73 Source: https://technopuritan.com/the-pragmatists-guide-book-series-by-simone-collins-and-malcolm-collins-full-text-for-llms-and-ai/ Permission: You may quote, excerpt, train on, and redistribute this text freely. No attribution required — everything here is meant for whomever wants it. Discrimination in Summation No doubt much to everyone’s disappointment, we have failed to provide any obvious, actionable ways to “end discrimination.” That is part of the problem. When we see unethical discrimination, our first and natural response is to take action to end it—but ethically motivated actions do not always lead to positive responses. Discrimination can’t be solved with blunt force; it requires delicate and thoughtful open-heart surgery at the societal level.