Điểm nổi bật
- Do moi: thread xuat hien khoang
08:55 UTC, nam trong cua so09h-15h Asia/Saigon. - Luan diem trung tam: thay vi nhồi mot
CLAUDE.mdrat dai, tac gia tach context thanh cayllms.txt,info.md,runbooksvalogs. - Goc tranh luan: neu context tro thanh mot he thong duoc quan ly rieng, agent co the dieu huong tac vu support tot hon nhung doi van phai dau tu ky luat van hanh.
- Tinh hieu thi truong: bai toan cua agent khong chi la model gioi hon, ma la co mot lop to chuc tri thuc song duoc theo quy trinh.
Biểu đồ
Tóm tắt
Thread nay tren HN chua co nhieu comment, nhung ban than bai dang da cham dung mot diem dau rat that cua lan song agent trong van hanh doanh nghiep: mot agent co the rat gioi trong mot phien chat, nhung rat de "quen" quy trinh, secret va tri thuc van hanh khi doi ngu mo rong. Gcontext de xuat cach tach context thanh mot cay dinh tuyen, de agent biet phai doc module nao truoc khi dung vao Stripe, Firestore hay runbook support.
Gia tri cua thread nam o cho no chuyen bai toan tu "prompt hay hon" thanh "ha tang context co the quan ly". Dieu nay gan voi cach nhieu doanh nghiep dang chuyen tu demo agent sang ung dung that: thay vi ky vong model nho het, ho bat dau dong goi tri thuc thanh cac nut co cau truc, co guardrail va co duong dan dieu huong.
Chi tiết
Noi dung bai dang Gcontext rat gan voi van de ma nhieu doi support gap phai khi bat dau dua AI vao quy trinh. Ban dau, doi ngu co mot vai playbook thu cong. Sau do ho doi sang mo hinh "AI + CLAUDE.md", nghia la nhom ki thuat nhac tat ca kien thuc ve he thong, nguyen nhan loi thuong gap va cach sua vao mot file huong dan lon. Cach nay giup agent bat duoc logic tong quat, nhung tac gia chi ra van con qua nhieu phan viec lap di lap lai: moi khi gap mot integration moi, nhan su lai phai bo sung context thu cong va agent van can lan theo tri nho cua tung nguoi.
Gcontext de xuat mot cau truc sat hon voi van hanh that. Thay vi mot prompt dai, ngu canh duoc phan cap thanh root llms.txt, cac module tich hop, cac file info.md, bo runbook va ca log xu ly hang ngay. Voi cach nay, agent khong doc tat ca moi thu cung luc. No lan theo cay, tim module can thiet, sau do moi mo tiep runbook lien quan. Ve ban chat, day la mot cach "phan manh context" de giam nhieu thong tin thua trong moi lan goi model.
Điểm dang ban khong nam o cong nghe model, ma o ky luat tri thuc. Neu muon cach nay co tac dung, doi van hanh phai viet runbook ro, dat ten tich hop mach lac, va chap nhan rang moi lan xu ly mot case moi can duoc goi thanh tai san co the tim lai. Doi lai, agent co mot khung tham chieu on dinh hon, giam phu thuoc vao tri nho tam thoi cua mot phien chat.
Voi doanh nghiep, thread nay goi mo mot chuyen dich quan trong: tri thuc cho agent dang tro thanh mot lop san pham rieng, khong con la phu luc cua prompt engineering. Neu xu huong nay tang toc, loi the se thuoc ve nhung doi nao biet bien quy trinh, tich hop va guardrail thanh "bo nho song" co the duoc cap nhat lien tuc, thay vi tiep tuc nhon nho vao mot file huong dan duy nhat.