YLYana Liinyanalibuilds.hashnode.dev·6d ago · 5 min readA Finished AI Video Can Still Be a Failed Product StateA generation job can complete successfully while the product outcome has already failed. I learned that while building a faceless Shorts workflow: the MP4 existed, but the video still was not somethin00
YLYana Liinyanalibuilds.hashnode.dev·Jul 3 · 4 min readScript-first captions fail lessA common subtitle architecture mistake is to treat speech recognition as the source of truth even when the user already has an approved script. I used AI assistance to draft and edit this post, then r00
YLYana Liinyanalibuilds.hashnode.dev·Jul 1 · 7 min readAI Summaries Need ReceiptsDisclosure: I used AI assistance for editing and clarity. The product decisions, examples, and implementation lessons come from my own work building AudienceCue. When I was running YouTube channels, s00
YLYana Liinyanalibuilds.hashnode.dev·Jun 30 · 6 min readAI Memory Is Not a Prompt TrickI used AI to help edit this cross-post adaptation, but the product decisions, product boundaries, and examples are mine. The memory problem became real for me when I stopped thinking about preferences00
