<p>Last week I was stitching together Serper for web + Tavily for synthesis + a YouTube transcript API just to answer one chat question. Every category was a new API contract, a
<p>YouTube has an enormous amount of great audio content — earnings calls, university lectures, audiobooks, speeches — but none of it is available as a podcast. You can't
<p>A YouTuber I know asked me to help pick a winner from a giveaway video fairly, because doing it by scrolling through comments and eyeballing one invites exactly the kind of
<p>TikTok's public web endpoints do not always return the page size an application requests. One route may return a small native window, another may underfill a page even though
<p>As developers, we know that video content is a gold mine of information. Whether you're building a RAG system, an AI summarizer, or a competitive research tool, transcripts are
<p>An AI answer can sound current while quietly relying on yesterday's knowledge. For a question like “What changed in this library this week?”, a model needs two separate
<!-- SC_OFF --><div class="md"><p>We spent the last year building a code indexing system and tried pretty much every retrieval approach along the way. Sharing what actually worked
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