????:1???????:????????

2???????

3????????

4??????????

5??????

???????2??12??????????????? ???????????????????:DeepSeek????????

???????? ? ???????

??????????? ????

???AI?????,????DeepSeek??,???,??,??????,??,???

??,????,DeepSeek???????????????????MLA(??????????)?DeepSeekMoE(??????????)???????????MTP(????????token????????????)?????????????,????????????????????,????????,???????VLM/VLA(??????????????/????)???????????????DeepSeek?????????????????????,??????????,?????????????,??????????????DeepSeek????????????????????????,???

????????????,??????????,DeepSeek???????????????????????,DeepSeek????,??????????,???????????VLA????????10????????-20??????????????????,????????????????????,?,DeepSeek????????????,????????????????????????,???,???????????????????????????????,?????????????????????

??,??????????,DeepSeek?(RL)???????,??????????DeepSeek-R1-Zero??????,???????????????????????????,DeepSeek????????????RL?????????????,???????,?????????????,??????????,????????,???????

?????,??,DeepSeek??,????????????????????????,??DeepSeek??????????????????????????????????,?????????????????,???????????

????????????,??AI???????DeepSeek??????AI????????????“????????????”?????,???????????????????????2025????DeepSeek???????????,2025??NOA(????)????NOA??????????,????????????DeepSeek???????????????????????AI??????,??,????????????????????(?????????????APP)

(???????,????????????,??????????,???????????????)

???????????????????????,??????????????????,???????????????? ????????????????:????????????????