VI: Thang 6/2026 chung kien hai buoc tien hoa AI Agent quan trong: Sakana Fugu bien viec dieu phoi nhieu mo hinh thanh mot API duy nhat; Hermes Agent them /learn de agent tu dong tao ky nang tu lich su hoi thoai va tai lieu.
ZH: 2026 Nian 6 Yue Jian Zheng AI Agent Liang Ge Zhong Yao Jin Hua: Sakana Fugu Ba Duo Mo Xing Xie Tiao Bian Cheng Dan Yi API Hu Jiao; Hermes Agent Xin Zeng /learn Rang Agent Cong Dui Hua Li Shi He Wen Jian Zhong Zi Dong Sheng Cheng Ji Neng.
Sakana AI ra mat Fugu (22/06) -- mo hinh dieu phoi da Agent huan luyen bang RL. Nous Research them /learn vao Hermes (25/06) -- agent tu tao skill tu moi thu no tiep xuc.
Fugu chung minh "he thong" co the vuot "mo hinh don le". Hermes /learn bien moi lan su dung thanh tai san vinh vien. Ca hai deu giai quyet bai toan co ban: Agent khong tu cai thien duoc.
Ngay 22/06/2026, phong lab AI Tokyo Sakana AI chinh thuc ra mat Sakana Fugu -- mot he thong dieu phoi da Agent hoat dong nhu mot mo hinh duy nhat. Nguoi dung goi mot API tuong thich OpenAI, Fugu tu dong phan tich nhiem vu, chon Agent phu hop va dieu phoi chung lam viec cung nhau.
Kien truc cua Fugu xoay quanh hai thanh phan cot loi. TRINITY phan chia moi nhiem vu thanh ba vai tro: Thinker (lap ke hoach), Worker (thuc thi) va Verifier (kiem tra). Ba mo hinh khac nhau dam nhan ba vai tro, khong ai vua nghi vua cham bai. Conductor la mo hinh 7B tham so duoc huan luyen bang RL, tu hoc cach phan viec hieu qua nhat ma khong can luong cong viec thiet ke san.
2026 Nian 6 Yue 22 Ri, Dong Jing AI Yan Jiu Shi Sakana AI Zheng Shi Tui Chu Sakana Fugu -- Yi Tao Yi Qiang Hua Xue Xi Xun Lian De Duo Agent Xie Tiao Xi Tong, Dui Wai Zhi Bao Lu Yi Ge OpenAI Xiang Rong De API. Shi Yong Zhe Bu Bi Zhi Dao Hou Tai You Duo Shao Mo Xing Zai Pao, Fugu Zi Dong Fen Pei Ren Wu.
Fugu De Jia Gou You Liang Ge He Xin. TRINITY Jiang Mei Ge Ren Wu Chai Gei San Zhong Jiao Se: Thinker (Gui Hua Fang An), Worker (Zhi Xing) He Verifier (Zhao Lou Dong), San Ge Mo Xing Hu Xiang Zhi Heng. Conductor Shi Yi Ge 7B Can Shu De Qiang Hua Xue Xi Xie Tiao Mo Xing, Zi Xing Mo Suo Chu Zui You Xiao De Xie Zuo Lu Jing, Bu Xu Ren Gong Yu She Gong Zuo Liu.
Sakana cong bo bon diem chuan cho Fugu va Fugu Ultra:
| Benchmark | Fugu | Fugu Ultra | Ghi chu |
|---|---|---|---|
| SWE Bench Pro | 59.0 | 73.7 | Sua loi code |
| LiveCodeBench | 92.9 | 93.2 | Thi dau lap trinh |
| GPQA Diamond | 95.5 | 95.5 | Cau hoi tien si |
| Humanity's Last Exam | 47.2 | 50.0 | Cuc ky kho |
Sakana tuyen bo nhung con so nay "ngang hang Mythos Preview va Fable 5", nhung van can ben thu ba xac minh doc lap.
Sakana Fa Bu Si Ge Ji Zhun Ce Shi Jie Guo:
| Ji Zhun | Fugu | Fugu Ultra | Shuo Ming |
|---|---|---|---|
| SWE Bench Pro | 59.0 | 73.7 | Cheng Shi Xiu Fu |
| LiveCodeBench | 92.9 | 93.2 | Ji Shi Jing Sai |
| GPQA Diamond | 95.5 | 95.5 | Bo Shi Ji Wen Da |
| Humanity's Last Exam | 47.2 | 50.0 | Ji Nan Ti Ku |
Sakana Sheng Cheng Zhe Xie Shu Zi Pi Mei Mythos Preview He Fable 5, Dan Shang Dai Di San Fang Du Li Yan Zheng.
Fugu co ba goi: Standard $20/thang, Pro $100/thang (10x), Max $200/thang (20x). Doanh nghiep co the tra theo token: Fugu Ultra gia $5/M dau vao, $30/M dau ra. Mot diem dang chu y: goi them Agent khong lam tang chi phi theo cap so nhan -- ho tinh phi theo mo hinh cao nhat trong pool dang hoat dong, khong phai tong so Agent duoc goi.
Han che hien tai: Fugu khong mo cho EU/EEA do dang trong qua trinh chung nhan GDPR. Dang ky som truoc thang 7/2026 duoc mien phi thang thu hai.
Fugu Fen San Ji: Standard $20/Yue, Pro $100/Yue (10x), Max $200/Yue (20x). Qi Ye Ke An Token Ji Fei: Fugu Ultra $5/M Input, $30/M Output. Guan Jian She Ji: Zeng Jia Agent Bu Hui Deng Bi Fan Bei Zhang Dan -- Ji Fei Yi Ju Huo Yue Chi Zhong Zui Gao Ceng Ji Mo Xing, Fei Agent Zong Shu.
Mu Qian Xian Zhi: Bu Xiang EU/EEA Kai Fang, Zheng Zai Tui Jin GDPR He Gui Ren Zheng. 2026 Nian 7 Yue Qian Ding Yue Ke Huo Di Er Ge Yue Mian Fei.
Ngay 25/06/2026 (hom nay), Nous Research bo sung /learn vao Hermes Agent. Chi can noi "hoc cai nay", Agent tu dong dung read_file, search_files, web_extract de thu thap lieu, roi tao ra file ky nang chuan hoa luu vao ~/.hermes/skills/. Khong can ky su viet SKILL.md thu cong.
/learn ho tro bon nguon dau vao: (1) thu muc SDK cuc bo, (2) trang tai lieu online, (3) lich su hoi thoai -- "hoc quy trinh vua roi", (4) ghi chu tho -- mieu ta bat cu thu gi. Agent tu minh phan tich, trich xuat, dong goi thanh skill co the tai su dung.
2026 Nian 6 Yue 25 Ri, Nous Research Wei Hermes Agent Xin Zeng /learn Gong Neng. Ni Gao Su Agent Xiang Xue Shen Me, Ta Yong Nei Jian Gong Ju Zi Xing Sou Ji Su Cai, Chan Chu Biao Zhun Hua Ji Neng Dang An Cun Ru ~/.hermes/skills/, Wu Xu Gong Cheng Shi Shou Xie SKILL.md.
/learn Zhi Yuan Si Zhong Lai Yuan: (1) Ben Ji SDK Zi Liao Jia, (2) Xian Shang Wen Jian Ye Mian, (3) Dui Hua Li Shi -- "Xue Gang Cai Na Ge Liu Cheng", (4) Sui Shou Bi Ji -- Ni Miao Shu De Ren He Dong Xi. Agent Zi Xing Fen Xi, Ti Qu, Da Bao Cheng Ke Zhong Fu Shi Yong De Ji Neng.
Truoc day: ky su quan sat Agent lam viec -- viet tai lieu -- tao skill -- Agent moi dung duoc. Con nguoi la "nguoi chiet xuat tri thuc" duy nhat. Voi /learn, vong lap rut gon thanh: Agent lam xong -- nguoi dung noi "/learn quy trinh vua roi" -- skill san sang. Con nguoi chi con vai tro "quyet dinh co nen hoc khong".
Hermes duoc thiet ke nhu mot "self-improving agent" -- khong chi thuc thi ma con tich luy ky nang qua tung lan su dung. /learn bien tam nhin do tu y tuong thanh thao tac cu the.
Chuan Tong Zuo Fa: Gong Cheng Shi Guan Cha Agent Wan Cheng Ren Wu -- Shou Dong Zheng Li Cheng Wen Jian -- Xie Cheng Skill -- Agent Cai Neng Yong. Ren Shi Wei Yi De "Zhi Shi Cui Qu Zhe". /learn Ba Xun Huan Suo Dao: Agent Wan Cheng Ren Wu -- Shi Yong Zhe Shuo "Xue Gang Cai De Liu Cheng" -- Skill Sheng Cheng Wan Bi. Ren Cong Zhi Shi Cui Qu Zhe Tui Chang, Zhi Sheng "Jue Ding Yao Bu Yao Xue".
Hermes De She Ji Chu Zhong Shi "Zi Wo Gai Jin Agent" -- Bu Zhi Zhi Xing Ren Wu, Hai Neng Zai Mei Ci Shi Yong Zhong Ji Lei Ke Zhong Fu Diao Yong De Ji Neng. /learn Ba Zhe Yuan Jing Cong Gai Nian Luo Di Wei Ju Ti Cao Zuo.
Fugu va /learn giai quyet hai mat cua cung van de: Agent khong the tu cai thien. Fugu xu ly mat "be ngoai" -- dieu phoi nhieu mo hinh de vuot qua gioi han cua tung mo hinh don le. /learn xu ly mat "ben trong" -- bien kinh nghiem su dung thanh nang luc vinh vien.
Diem chung cua ca hai: chuyen tu "thiet ke bang tay" sang "tu to chuc". Fugu khong can luong cong viec duoc lap trinh san -- Conductor tu tim ra cach phoi hop hieu qua. /learn khong can SKILL.md viet thu cong -- Agent tu tao ra ky nang tu nhung gi no gap.
Neu ghep hai y tuong nay: mot he thong da Agent (nhu Fugu) + moi Agent deu co kha nang tu hoc (nhu Hermes /learn) = Agent co the vua phoi hop vua tien hoa ma khong can con nguoi can thiep nhieu. Day chinh la huong di cua "Agent tu tri" -- autonomous agent ecosystems.
Han che can thua nhan: Fugu chua duoc ben thu ba xac minh doc lap, hieu nang thuc te co the thap hon cong bo. /learn la buoc dau -- skill tu sinh co the sai hoac khong day du, chat luong phu thuoc vao lieu dau vao. Ca hai deu cho thay xu huong ro ret: AI Agent dang chuyen tu "cong cu bi dong" sang "thuc the tu tien hoa".
Voi nguoi dung ca nhan: Fugu Standard $20/thang la mot cach tiep can da mo hinh chat luong cao voi chi phi thap -- re hon nhieu so voi dang ky tung API rieng le (Claude + GPT + Gemini). /learn giup ban xay dung bo ky nang ca nhan cho Agent ma khong can biet lap trinh.
Voi nhom phat trien: Fugu giai quyet bai toan "nen dung mo hinh nao" -- cu goi Fugu, no tu chon. /learn giai quyet bai toan "lam sao de giu lai nhung gi da lam" -- moi lan thanh cong deu tro thanh tai san cua ca nhom. Ca hai giam thoi gian onboarding cho thanh vien moi.
Dui Ge Ren Yong Hu: Fugu Standard $20/Yue Shi Di Cheng Ben Huo Qu Duo Mo Xing Neng Li De Tu Jing -- Bi Fen Bie Ding Yue Claude + GPT + Gemini Pian Yi. /learn Rang Ni Bu Xu Cheng Shi Neng Li Jiu Neng Wei Agent Jian Li Ge Ren Ji Neng Ku.
Dui Kai Fa Tuan Dui: Fugu Jie Jue "Gai Yong Na Ge Mo Xing" De Wen Ti -- Hu Jiao Fugu, Ta Zi Ji Xuan. /learn Jie Jue "Ru He Bao Liu Zuo Guo De Shi" -- Mei Ci Cheng Gong Dou Bian Cheng Tuan Dui Zi Chan. Liang Zhe Dou Jiang Di Xin Cheng Yuan De Shang Shou Shi Jian.