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GLM-5.2 delivers benchmark results that match or exceed many closed models at a lower cost, making it the strongest open-weight language model to date. It still lags the absolute performance frontier in generalization and missing features, and finding a clear practical niche beyond openness remains challenging.
- GLM-5.2 scores 51 on Artificial Analysis v4.1, just behind Opus 4.8 (56) and GPT-5.5 (55), making it the strongest open-weight model yet but still 4-7 months behind the closed frontier.
- It lacks built-in vision support and costs more to run than other open models, leaving it a niche pick mainly for users who prioritize openness over practicality.
- Despite strong benchmarks, it inherits quirks from being distilled off Claude Opus and can falter on less-common queries, long-form creativity, and anti-sycophancy tests.
- The author also endorses Alex Bores in the NY-12 Democratic primary for his AI regulation advocacy (RAISE Act), unrelated to the GLM-5.2 analysis.