
Designing Trust and Feedback in AI-Driven User Interfaces
Design AI interfaces that build calibrated trust through transparency, user control, feedback loops, and ethical safeguards.
Blog
Field notes on shipping AI-native systems with human engineering judgement: architecture, modernisation, automation, and the tradeoffs in between.
Step-by-step guide to modernize large frontend codebases without full rewrites. Covers assessment, metrics, modular refactoring, modern frameworks, and performance.