Systems, tools, and research at the intersection of finance, cognition, and interaction.系统、工具和研究，位于金融、认知和交互的交汇处。

The AI Reading engine tracks question depth per session. At Q5, Q10, Q15 it silently rebases context to resist topical drift. The simulation runs to Q20 and stops — sessions don't loop, they conclude. AI 解读引擎跟踪每次会话中的问题深度。在第 5、10、15 个问题时，系统静默重置上下文，防止主题漂移。模拟跑到第 20 问就停止——会话不会循环，会自然结束。

Every AI reading produces exactly these 5 sections in order, streamed token-by-token via SSE. The structure is enforced in the system prompt — the model cannot reorder or collapse sections. 每次 AI 解读都按顺序生成这 5 个段落，通过 SSE 逐字流式输出。结构在系统提示词中强制执行——模型无法调整顺序或合并段落。