Tutorials Advanced
MiniMax H3: Generate Video With Native Audio in Python
Run the open-weight MiniMax H3 model to make 768p clips with in-sync stereo audio using Diffusers.
11 min read·Kodetra Technologies
TodayGuides
AI Guides for Builders
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials 
Tutorials Intermediate
MiniMax M3: Master 1M-Token Long Context With MSA
MiniMax M3 hands-on: MSA sparse attention plus real 1M-token long context, with runnable Python.
10 min read·Kodetra Technologies
Jun 12
Tutorials Intermediate
MiniMax M3 Tool Calling: Build an Agentic Loop in Python
Wire MiniMax M3's OpenAI-compatible API into a real tool-calling agent loop.
8 min read·Kodetra Technologies
Jun 9