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GLM5.2 reintroduces a critic component for fine-grained variance reduction, suggesting that group-based methods are ineffective for long horizons. The author believes OpenAI and Anthropic already use value models.
OpenAI outlines five emerging AI value models for enterprise transformation: workforce empowerment, customer engagement, expert augmentation, system integration, and autonomous operations. The article argues that successful organizations treat AI as a portfolio of interconnected value models rather than isolated pilots, following a strategic sequence to maximize business reinvention.