When you swap AI models, you don't change tools. You change staff.
tl;dr: Arthur Soares ran a 14-agent household AI fleet on Claude, got forced off it overnight by an Anthropic policy change, spent a full day migrating to GPT-5.4, and wrote up everything he learned. The short version: Claude and GPT-5.4 require fundamentally different prompting styles. A rigorous 8-model benchmark shows Claude Sonnet 4.6 still leads at 92% overall, but three Chinese open-weight models (GLM 5.1, Qwen 3.5, Kimi K2.5) are right behind GPT-5.
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