A research pipeline that keeps the useful parts.
Inside Field Notes: streaming stage events, collecting evidence, and letting analysis fail without losing the research that came before it.
Systems · Python · SSE · 6 min read
Writing
The architecture, the awkward edge cases, and what I’d change next. Technical walkthroughs grounded in the actual code.
The API contract is the same. The result isn’t.
A source-level look at UGC Forge’s live and demo modes—and why a believable preview needs an unmistakable boundary around simulated work.
Product engineering · TypeScript · 5 min read