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GLM-5.3 is a very unconventional upgrade -- no one should ignore this and what it means. |
Z.ai (the makers) refused to follow the same old formula of training a bigger model and spending more and more on compute. |
Like as far as weights and parameters go, this is the exact same model as GLM-5.2 (and still open-source btw). |
But somehow it's just better in every single way -- with an unbelievable 50% performance leap and scary coding and hacking ability that now surpasses even Claude Mythos 5. |
GLM-5.3 beats every single model in the official Terminal-Bench 2.1 benchmark -- include Fable 5 -- despite being several times cheaper: |
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On DeepSWE, GLM-5.3 scored 66.9, nearly matching Kimi K3 (67.5) and outperforming GLM-5.2 (46.2), while remaining competitive with Fable 5 (69.7) and GPT-5.6 Sol (72.7). |
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They didn't build a new model from scratch -- they focused entirely on how to make the model learn better from existing data -- using sophisticated techniques like reinforcement learning and environment scaling. |
A novel approach that has now paid off massively. |
Open-source GLM-5.3 goes toe-to-toe with Fable 5 in coding and every other area -- despite being several times cheaper: |
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On Agents' Last Exam (CLI), GLM-5.3 posted the highest score at 28.5, narrowly surpassing GPT-5.6 Sol (28.6) and Kimi K3 (27.6) to lead the benchmark. |
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It's challenging the long-standing believe that better AI performance needs larger base models. |
From GLM-5.3 we are seeing that we can get serious results from simply coming with new ways to improve how models learn after pre-training. |
We could see major gains across board as more and more AI companies consider this different approach. |
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I just put together a complete guide showing you how to connect GLM-5.3 to Claude Code — giving you access to one of the most capable coding models available today at a fraction of the cost of premium frontier models. |
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Re-route Claude Code core settings to use GLM-5.3 Unlock the full 1M-token context window Configure reasoning effort levels for tougher coding tasks Significantly reduce your Claude Code costs without sacrificing performance
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And as new AI models, coding agents, and developer workflows emerge, I'll continue adding practical guides to help you turn the latest breakthroughs into real productivity gains. |
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