Co mot thoi diem xay ra voi gan nhu moi nhom xay dung agent AI lan dau tien. Demo hoat dong tuyet voi. Agent tra loi cau hoi, su dung cong cu, nho boi canh. Ban cho cac ben lien quan xem va ho an tuong. Roi ai do hoi: chung ta co the dua cai nay vao san xuat khong?
Cau hoi do tiet lo mot khoang cach ma phan lon nhom danh gia thap. Agent demo duoc xay dung de hoat dong mot lan, trong moi truong kiem soat, voi lap trinh vien theo doi. Agent san xuat phai hoat dong hang nghin lan, trong dieu kien khong the doan truoc, khong co ai theo doi.
Bay Demo
Agent demo thuong khong co trang thai. Khoi dong lai chung va khong mat gi, vi khong co gi duoc luu. Chung khong co xac thuc, vi lap trinh vien chay demo duoc tin tuong. Chung khong co gioi han toc do, vi chi co mot nguoi dung. Chung khong co giam sat, vi lap trinh vien co the thay dieu gi dang xay ra.
San xuat loai bo moi gia dinh do. Nguoi dung mat boi canh khi agent khoi dong lai. Nguoi dung trai phep tim thay endpoint. Ai do gui nghin tin nhan trong mot phut. Agent dua ra cau tra loi sai va khong ai biet tai sao.
San Xuat Thuc Su Yeu Cau Gi
Yeu cau dau tien la trang thai ben vung, dang tin cay. Agent san xuat quan ly cac cuoc tro chuyen dang dien ra, so thich nguoi dung tich luy, hang doi tac vu va boi canh da hoc. Trang thai do phai ton tai qua cac lan khoi dong lai, ton tai qua cac su co va co the phuc hoi khi co gi do sai.
ZeroClaw xu ly dieu nay voi SQLite o che do WAL: tuan thu ACID, file don, ton tai qua mat dien. Toan bo trang thai agent song trong mot file. Sao luu la cp memory.db memory.db.bak.
Yeu cau thu hai la mo hinh bao mat khong dua vao su tin tuong. Agent san xuat xu ly thong tin xac thuc thuc, truy cap he thong tep thuc va tuong tac voi nguoi dung thuc se tim kiem diem yeu. Mo hinh bao mat phai la deny-by-default.
Day chinh xac la noi kien truc OpenClaw that bai vao nam 2026. Mo hinh tin tuong WebSocket, quyen ky nang cap do OS va marketplace plugin voi 41,7% muc nhap co lo hong khong phai la loi, chung la cac quyet dinh kien truc.
Yeu cau thu ba la kha nang quan sat. Khi agent dua ra cau tra loi sai trong san xuat, da su dung boi canh sai khong phai la chan doan huu ich. Ban can theo doi yeu cau tu khi nhan tin nhan den khi gui phan hoi, theo doi su dung token theo cuoc tro chuyen va theo nguoi dung.
Do tin cay la yeu cau thu tu. San xuat co nghia la ky vong uptime 24/7: tu dong khoi dong lai sau su co, giam cap nhe nhang khi nha cung cap AI khong kha dung, thu lai ket noi voi backoff luy thua cho cac kenh. Agent mat 8 giay de khoi dong lai tao ra cua so khong kha dung. Agent khoi dong lai trong 10 mili giay la luon luon kha dung.
Yeu cau thu nam la kiem soat chi phi. Agent AI khong kiem soat dot chay token theo nhung cach kho du doan. San xuat yeu cau ngan sach token theo nguoi dung va theo kenh va gioi han toc do.
Nhung Gi Phan Lon Framework Lam Sai
Kieu mau nhat quan: chung toi uu hoa cho demo va dau tu qua it vao tat ca nhung thu khac. Con duong hanh phuc nhan duoc tat ca su chu y. Xu ly loi nhan duoc try-catch ghi vao console. Hieu qua tai nguyen duoc coi la nice-to-have thay vi la bo nhan chi phi.
Cau Chuyen San Xuat Cua ZeroClaw
ZeroClaw duoc thiet ke cho san xuat tu dau. Binary don co nghia la trien khai la sao chep mot file 12 MB. Dau chan 4 MB RAM co nghia la ban co the chay 50 instance agent tren mot VPS 1 GB duy nhat. Cold start duoi 10 ms co nghia la cac lan khoi dong lai vo hinh voi nguoi dung.
An toan bo nho cua Rust loai bo toan bo lop lo hong tai thoi gian bien dich. Mo hinh allowlist deny-by-default co nghia la moi cong cu, duong dan tep va endpoint mang phai duoc cho phep ro rang trong config.toml. SQLite voi che do WAL cho ban trang thai tuan thu ACID trong mot file don khong co may chu co so du lieu de quan ly.