從 Flat UI 到 Spatial Interface
Liquid Glass、visionOS 與 AI 指向的未來，未必是 AI 取代 kernel，而是由搜尋、編排、跨 app 協作與工作台式介面共同構成的新 operating surface。
空間介面visionOSLiquid Glass
閱讀文章 文章
關於值得信賴的 AI、語音智能與安全導向系統設計的文章。
這些文章與研究筆記把工作背後的思路攤開，包括證據導向的語音流程、部署風險、評估，以及值得信賴的 AI 的實務觀點。
精選文章
近期文章
Minimal Disclosure for Fraud Intelligence: Cross-Node Pattern Formation in High-Stakes AI
A research-oriented essay on cross-node fraud intelligence, minimal disclosure, and trustworthy AI design for high-stakes pattern formation under fragmented evidence.
Trustworthy AIFraud IntelligenceMinimal Disclosure
閱讀文章 
Designing Speech Evidence Pipelines with ASR and LLMs
A research note on building speech evidence pipelines with ASR, retrieval, and LLMs while keeping outputs grounded in transcript evidence.
Speech IntelligenceASRResearch Note
閱讀文章 
From Cybercrime Investigation to Trustworthy AI
An essay on how cybercrime investigation shaped the way I think about evidence, adversarial behavior, and trustworthy AI for high-stakes systems.
Trustworthy AIAI SecurityEssay
閱讀文章