ADAmber Dawsoninthe-realtime-engineer.hashnode.dev·Apr 10 · 6 min readThe missing layer in AI agent output design There are hundreds of blog posts about what AI agents should show users. Almost none of them talk about what happens when the delivery fails. And it will fail. It always fails. Everyone's designing th00
ADAmber Dawsoninablyrealtime.hashnode.dev·Mar 18 · 4 min readWhy your AI response restarts on page refresh (and what it takes to prevent it)Your AI assistant is mid-sentence explaining a complex debugging strategy. The user refreshes the page. The response starts over from the beginning, or worse, vanishes entirely. This isn't a model pro00
