04
Field notes
Decisions,
made visible.
Short technical essays about system boundaries, product safety, and the trade-offs that matter after the demo works.
01
AI systems · 08 min
Evidence before generation
Designing a bid-writing graph that cannot silently turn model confidence into unsupported claims.
02Browser safety · 07 min
Approval bound to state
Why a click on “approve” should authorize one exact form—not a future page that merely looks similar.
03Collaboration · 09 min
Realtime, with honest limits
A custom Yjs transport and native WebRTC room are useful engineering—not permission to claim infinite scale.