Blog / 學習札記
Bilingual daily learning notes and connected essays on AI, cybersecurity and evidence-aware systems. 每日整理理解，用例子與文章連結逐步拆解大問題。
A public-safe synthesis of recent work across speech decision stability, clinical workflow support, AI triage demos, realtime voice systems, runtime governance, and AI systems engineering education.
Update · Recent Work / AI Systems / Trustworthy AI / Speech / GovernanceLiquid Glass, visionOS, and AI point toward a future where the operating system is redefined less by the kernel than by a new operating surface for search, orchestration, and cross-app work.
Essay · Spatial Interface / visionOS / Liquid Glass / AI UXA research-oriented essay on cross-node fraud intelligence, minimal disclosure, and trustworthy AI design for high-stakes pattern formation under fragmented evidence.
Essay · Trustworthy AI / Fraud Intelligence / Minimal Disclosure / Privacy-Aware AI / High-Stakes AIA research note on building speech evidence pipelines with ASR, retrieval, and LLMs while keeping outputs grounded in transcript evidence.
Research Note · Speech Intelligence / ASR / Research NoteAn essay on how cybercrime investigation shaped the way I think about evidence, adversarial behavior, and trustworthy AI for high-stakes systems.
Essay · Trustworthy AI / AI Security / Essay