Dec 23, 2025 · Artificial Intelligence

GLM-4.7 Beats GPT-5 in Coding Tests at One‑Seventh the Cost

Zhipu's newly released GLM-4.7 model outperforms GPT-5 and Claude Sonnet 4.5 on multiple coding benchmarks, introduces Vibe Coding for UI generation, offers Interleaved and Preserved Thinking capabilities, is fully open‑source, and costs only one‑seventh of competing services.

AI Model BenchmarkGLM-4.7code generation

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GLM-4.7 Beats GPT-5 in Coding Tests at One‑Seventh the Cost

Instant Consumer Technology Team

Nov 5, 2025 · Artificial Intelligence

Why AI Agents Fail: 70% Failure Rate & How Interleaved Thinking Improves Reliability

Recent CMU and Salesforce studies reveal that top‑tier AI agents like Gemini 2.5 Pro, Claude 3.7 Sonnet and GPT‑4o fail in 69‑70% of multi‑step tasks, but MiniMax‑M2’s Interleaved Thinking reduces failure dramatically, highlighting that execution mechanisms, not model size, are key to reliable AI agents.

BenchmarkOpen-source modelsOpenAI API

0 likes · 17 min read

Why AI Agents Fail: 70% Failure Rate & How Interleaved Thinking Improves Reliability