Writing Archive / Reasoning Layer
Field notes and reasoning archive.
Writing here records how a system decision is shaped: evidence, uncertainty, review, boundaries, and what should be tested next.
Read featured essay2026-02-18
Designing Speech Evidence Pipelines with ASR and LLMs
Speech intelligence becomes more useful when it preserves evidence, exposes uncertainty, and helps people review complex conversations with more confidence.
Research note · 8 min · Speech / ASR / Evidence2026-02-04From Cybercrime Investigation to Trustworthy AI
Investigation work shaped how I think about evidence, adversarial behavior, failure analysis, and AI systems that need to be trusted in practice.
Essay · 7 min · Trustworthy AI / Investigation / Systems2026-01-24From Flat UI to Spatial Interface
A note on interface depth, spatial hierarchy, and why evidence-heavy systems need more than flat lists of generated text.
Design note · 6 min · Interface / UX / AI Systems2026-01-10Cross-Node Fraud Intelligence with Minimal Disclosure
A sketch on sharing useful fraud-intelligence signals across nodes while preserving privacy, scope, and review boundaries.
Research sketch · 9 min · Fraud / Privacy / Evidence