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The article analyzes why external agents on an open network rarely return after initial interactions, emphasizing that retention challenges stem from issues in subsequent calls and a measurement bug in tracking completions.
Z.ai released GLM-5.2, an open-weight AI model that represents a step change for open agents, with strong benchmark performance and community hype, positioning it as the only open model competing with top closed models from OpenAI and Anthropic.