Deepseek v4 makes you really appreciate how difficult the 1M+ token context engineering problem is. They had to reinvent attention like 4 different times (MLA -> DSA -> CSA + HCA) just to make inference affordable.
cited on: deepseek-v4-pro
Reproduced against link rot, credited and linked to its original. Yours and you’d rather it weren’t here? Open an issue.