Designing confirmation flows for AI productivity tools
Notes on making extraction useful without allowing AI systems to silently change user-owned tasks.
Notes on building practical AI systems.
Planned writing on product constraints, confirmation flows, document intelligence, sensing research, and lessons from building full-stack tools.
Why useful AI starts with workflow constraints
A short technical reflection on why product boundaries matter more than impressive model behavior.
Notes on privacy-preserving sensing and system design
Working observations from WiFi CSI sensing research and privacy-aware interpretation.