Blog
Notes on product development, frontend and AI.
Shipping a product with AI agents: what actually changes
Agents don't replace engineering judgment, they move where it's spent. How I structure work with agents: plan, small verifiable tasks, tests as the contract, review.
Why I don't ship AI without citations
An LLM that invents facts is a product risk, not a footnote. How I design verified AI generation in Qilez: sentence-by-sentence attribution, unsourced sentences flagged, constrained regeneration.