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.
Multimodal coverage in this archive spans 4 posts from Dec 2023 to Jan 2026 and treats multimodal as a production discipline: evaluation loops, tool boundaries, escalation paths, and cost control. The strongest adjacent threads are ai, video, and applications. Recurring title motifs include ai, video, 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.
OpenAI shipped a model that sees, hears, and talks back in real time. The demos look magical. The architecture implications are where it gets interesting.
GPT-4V is out and everyone is building vision features. After testing it across real workflows, here is what ships well and what falls apart.