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Dev.to
Dev.to
6/30/2026
GLM Is the New Hotness, So Let's Test It On the Homelab

GLM Is the New Hotness, So Let's Test It On the Homelab

Short summary

Testing three GLM model variants from Z.ai on a high-end consumer homelab (RTX 5090) to evaluate local inference viability. Compares the massive GLM-5.2 (753B), the practical GLM-4.7-Flash (30B MoE), and the small GLM-4-9B baseline across real metrics: tool-calling reliability, inference speed, and performance on Coder Agents coding tasks. Core question: which GLM can actually function as an agentic coding assistant without overwhelming single-GPU hardware?

  • Testing three GLM sizes on consumer homelab (RTX 5090): 753B flagship, 30B lightweight, 9B baseline
  • Focus on practical viability—tool-calling correctness, inference speed, and Coder Agents task completion
  • Clear methodology: honest about hardware constraints and what 'runs' actually means for local LLMs

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