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News
Audit your HLS audio ladder: what you're actually shipping, and whether xHE-AAC is reachable
2+ hour, 23+ min ago (880+ words) We'll probe a real HLS stream to find out what audio it actually delivers, build a two-rung audio rendition set with correct EXT-X-MEDIA and CODECS declarations, and work out whether xHE-AAC is reachable for your stack. Spoiler on that last…...
What Actually Breaks in a Broadcast Audio Codec Pipeline (and How to Design Around It)
2+ mon, 1+ week ago (736+ words) By the KAVANA engineering team — June 2026 It helps to be explicit about what a typical broadcast codec pipeline actually contains. The stages are not always labeled as stages — in most playout systems they are implicit — but they are all present,…...
Synthesis: Codecs as Structure
2+ mon, 1+ week ago (954+ words) Twelve posts, twelve codes, one thesis that refused to change. This is the closing summary. Every post in this series answered a version of the same question: given a source of positive integers, how do you represent its values compactly…...
AI Presenters Fool Everyone
5+ mon, 3+ week ago (1213+ words) “Because I'm not real,” the AI avatar announced. “In a British TV first, I'm an AI presenter. Some of you might have guessed: I don't exist, I wasn't on location reporting this story. My image and voice were generated using…...
Viral-O-Meter for YouTube (Built with n8n + Bright Data)
11+ mon, 2+ week ago (141+ words) n8n and Bright Challenge: Unstoppable Workflow This is a submission for the AI Agents Challenge powered by n8n and Bright Data Viral-O-Meter for YouTube — an n8n + Bright Data agent that checks a keyword's viral potential in real time. It pulls top YouTube results…...