From Flat UI to Spatial Interface
Liquid 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.
Essays and research notes that make the reasoning behind the work visible, from evidence-aware speech pipelines to deployment risk, evaluation, and trustworthy AI in practice.
Liquid 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.
A research-oriented essay on cross-node fraud intelligence, minimal disclosure, and trustworthy AI design for high-stakes pattern formation under fragmented evidence.
A research note on building speech evidence pipelines with ASR, retrieval, and LLMs while keeping outputs grounded in transcript evidence.
An essay on how cybercrime investigation shaped the way I think about evidence, adversarial behavior, and trustworthy AI for high-stakes systems.