AI Video Applications in Practice
Video AI is practical for scoped workflows. This post covers what works, how to design for reliability, and where human review still matters.
Video coverage in this archive spans 3 posts from Mar 2020 to Jan 2026 and treats video as a production discipline: evaluation loops, tool boundaries, escalation paths, and cost control. The strongest adjacent threads are ai, multimodal, and applications. Recurring title motifs include video, ai, applications, and practice.
Video AI is practical for scoped workflows. This post covers what works, how to design for reliability, and where human review still matters.
I pointed a video understanding pipeline at 200 hours of meeting recordings. The results taught me more about pipeline design than about meetings.
Most companies building video calling right now are making the same three architecture mistakes. Here's what I keep seeing and how to fix it before your SFUs fall over.