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Where Does the AI Flavor Come From? Why LLMs Cannot Escape the Shadow of Data
2026/3/186 min readWritings, Research

Where Does the AI Flavor Come From? Why LLMs Cannot Escape the Shadow of Data

Why do LLM outputs always have an "AI taste"? From input method predictions to recommendation algorithms, and now Large Language Models, they are fundamentally probabilistic association prediction computations. When models can only seek the most probable patterns from existing data, are novel things that have never appeared doomed to be ignored? I call this the "Curse of Correlation."

Codex for Windows Launched, but the Problem Isn't Just the Tool
2026/3/1712 min readWritings, Software, Research

Codex for Windows Launched, but the Problem Isn't Just the Tool

OpenAI has released Codex for Windows, but for AI tools to truly land in the hands of ordinary people, structural issues like authorization mechanisms, system environment differences, and privacy trust might deserve more attention than the tools themselves.