??????? 2 ??????2025 (??????) ????? ???? ????????? ?????? ????????? ??????? "??? ???" ????? ??????? ?????? ???? ??? ???????? ???? ????? "DeepSeek-V3.2" ?????? ??????? ??????? "DeepSeek-V3.2-Speciale".

????? ?????? ?? ???? ????? "DeepSeek-V3.2" ????? "GPT-5" ???? ??? ???????? ????? ???? ??? ?????? ???? ??????? ??? ???????? ??? ?????? ??? ??????? ?? ?????? ????????? ??? ??????? ????????? ??????? ?? ?????? ??? ????? ?????? ?? ????????? ????? ??????.

?????? ???????? ??? ????? ??????????? ???????? ??????? ?? ???? ????? ?????? ?????????. ??? ????? ??????? ????? ???? "OpenAI" ??????? ?????? "GPT-5"? ????? ???? ????? ????? ????? ??? ????. ??? ?????? ??????? ????? ???? ???? ????? ?????? ????????? ????? "Gemini-3.0-Pro".

???? ????? ????? "DeepSeek-V3.2-Speciale" ?? ??????? ???????? ??? ????? "GPT-5"? ??? ????? ?????? ?? ????????? ?????? "Gemini-3.0-Pro"? ???? ???? ????? ????? ??????. ??? ??? ??? ??????? ???? ?????? ??? ?????????? ??????? ?? ?? ?? ?????????? ?????? ????????? ???? 2025 ??????????? ?????? ???????????.

??? ??? ????????? ??????? ???? ????? ?? ??? ?????? ?? ???? "DeepSeek Sparse Attention"? ???? ????? ???? ???? ?? ??????? ??????? ?? ?????? ??? ???? ??????? ?? ?????????? ???????? ???????.

?????? "??? ???" ?? ????? 2023? ??? ????? ?????? ??? ????? ???????? ?? ??????? ??????? ??????? ??????? ?????? ????????? ?????? ???????.