AIInfraExperiment
Streaming edits into iframe
What actually works when you want AI output to feel live inside a visual editor.
I build digital products end to end, from framing the problem and designing the flow to shipping the code.
I care about fast iteration, real user feedback, and resilient systems. This blog tracks what I'm shipping and learning across product, AI, and infrastructure.
What actually works when you want AI output to feel live inside a visual editor.
Strict JSON output looks clean on paper, but token-by-token delivery turns it fragile in production.
Chat feels magical early, but property panels keep teams precise once complexity grows.