
MiniMax H3 and the End of the Prompt Era in AI Video
MiniMax H3 is not just another AI video model. It signals the shift from prompt-to-video generation to agentic content production for ads, UGC, and product videos.
Knowledge Hub is our living library of real-world practice.
Every article here is written by people who actually build, design, ship, operate, and grow our products — engineers, product managers, designers, data and AI practitioners, operations, HR, and more.
Instead of generic summaries, you’ll find project retrospectives, incident postmortems, performance tuning stories, growth experiments, AI workflows, and hands-on playbooks: what problem we faced, what we tried, what finally worked, what failed, and what we’d do differently next time.
Our goal with Knowledge Hub is to turn day-to-day experience into reusable, verifiable knowledge that helps others move faster and avoid the same mistakes.

MiniMax H3 is not just another AI video model. It signals the shift from prompt-to-video generation to agentic content production for ads, UGC, and product videos.

1. Why “HR + AI” Can’t Stay at the Concept Level Over the past year, there has been far more talk about AI in HR

For client and app development work, I often need to visualize video content quickly: In these cases, extracting a few key frames from an MP4

As an admin, one of the biggest projects of the year is always the company anniversary event or annual celebration. It’s never just “book a

Make your path clearer, and your future more intentional We created this guide because we don’t want “career development” to only appear in your performance

For a long time, if you wanted to use Linux tools on a Windows laptop, you basically had two options: With the Windows 10 May

When I tried to implement a very simple requirement — download an image and save it to local storage — everything looked fine at first.