NZNuco Zinytvidhub.hashnode.dev·2d ago · 7 min readThe Quiet Failure in YouTube-to-AI Pipelines: Losing the Source TimestampA long YouTube interview can become a five-bullet AI summary in seconds. The speed feels like progress until somebody asks a basic question: where, exactly, did the speaker say that? At that point, ma00
NZNuco Zinytvidhub.hashnode.dev·2d ago · 8 min readHow to Search and Export a YouTube Transcript Without Downloading the VideoA ninety-minute interview can contain one sentence you need. The awkward part is that video is a linear format while research is not. You do not want to scrub forward, listen, rewind, and guess where 00
NZNuco Zinytvidhub.hashnode.dev·Jul 31 · 5 min readBuilding a Privacy-First Face Analyzer That Runs in the BrowserMost AI face analysis products begin with a simple architecture: upload a photo, send it to an API, run a model on a server, and return a score. That approach is convenient, but it creates a data prob00
NZNuco Zinytvidhub.hashnode.dev·Jul 18 · 4 min readA Practical State Machine for AI Video Generation UXAI video generation is usually described as a model problem: send a prompt, wait for a file, and show the result. In production, the harder problem is keeping the user oriented while several asynchron00
NZNuco Zinytvidhub.hashnode.dev·Mar 9 · 4 min read# From Side Project to $500/Month: Building a YouTube Tool as a Solo DeveloperBuilding a SaaS is one thing. Getting people to pay for it is entirely another. Six months ago I was a developer tired of manually copying YouTube subtitles for a video project. Today I run a niche Sa00
