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GLM-5.2 Open-Weight Model Outperforms Opus 4.8 on AI-Resistant Backend Test

By

Southbridge AI

1d ago· 24 min readenInsight

Summary

The article presents a detailed technical comparison between GLM-5.2 (open-weight model) and Opus 4.8, demonstrating that GLM-5.2 outperformed Opus 4.8 on an AI-resistant backend take-home coding test. The author also built offmute-v2, achieving state-of-the-art timestamp-accurate diarization. The piece provides a transparent, head-to-head analysis with full experimental setup, results, and code comparisons, arguing that frontier AI capabilities are now available through open-source models.

Source

Twitter / XGLM-5.2 Open-Weight Model Outperforms Opus 4.8 on AI-Resistant Backend Testsouthbridge.ai

Key quotes

· 4 pulled
GLM-5.2... was able to single-shot our backend take-home to a higher quality than Opus 4.8.
This was a take-home designed to be AI-resistant.
The frontier is open-source today.
A head-to-head with no detail glossed over.
Snippet from the RSS feed
GLM-5.2 - open weights - single-shot our AI-resistant backend take-home to a higher level than Opus 4.8, and built offmute-v2: state-of-the-art timestamp-accurate diarization. A head-to-head with no detail glossed over.

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