#MiniMax
The Evolution of Attention in LLMs: How Engineers Scale Context to Millions of Tokens
We explore why the era of pure Multi-Head Attention is over and how a combination of MLA, learned sparsity, history compression, and FlashAttention 4 enables models to efficiently process ultra-long contexts.
Digital Time Machine: How to Animate Old Photos and Transport Friends into Them Using AI
A practical guide to merging archival photographs with modern portraits into realistic videos using Minimax H3, Qwen Edit, and auxiliary AI tools.