NNataliainnatalia-tech-notes.hashnode.dev·Jul 24 · 8 min readWhen "10 Credits per Generation" Stops WorkingA fixed credit price is one of the most convenient shortcuts in an AI product. Every generation costs 10 credits. The UI displays one number. The server subtracts one number. Users can understand it i00
NNataliainnatalia-tech-notes.hashnode.dev·Jun 4 · 6 min readA Launch Checklist for TanStack Start on Cloudflare WorkersWhen I look at a modern web app, I usually start with the visible product: the routes, the dashboard, the account flow, the upload experience, and the small details that make the site feel responsive.00
NNataliainnatalia-tech-notes.hashnode.dev·May 30 · 6 min readDesigning Async Workflows for Multi-Model AI Image GenerationAI image generation is easy to prototype as a single API call. A user writes a prompt, the server calls a model provider, and the frontend waits for a result. That shape is fine for a demo. It becomes00
