📄 中文摘要
在自主 AI 代理的运行中，GPT 5.4 的思维方式显得异常。通过在 OpenSeed 平台上运行的多个 AI 代理，这些代理在不同角色（如开发、运维、市场、CEO）中独立工作并进行实时思考。其内部思维过程被记录下来，使得开发者能够清晰地观察到它们是如何解决问题的。在将两个代理从 Claude Sonnet 切换到 GPT 5.4 后，开发者立即注意到了其不同寻常的思维模式，并对相关数据进行了分析。
GPT 5.4 在压力下的思维方式：自主代理日志揭示的模型认知
📄 English Summary
GPT 5.4 Thinks Like a Person Under Pressure: What Autonomous Agent Logs Reveal About Model Cognition
The unusual thought processes of GPT 5.4 are revealed through the operation of autonomous AI agents performing engineering tasks. These agents, running on the OpenSeed platform, operate in various roles (development, operations, marketing, CEO) and think aloud while working independently. Their internal thoughts are logged, allowing developers to observe how they reason through problems. After switching two agents from Claude Sonnet to GPT 5.4, the developer immediately noticed distinct cognitive patterns and proceeded to analyze the relevant data.