用 Astra 搭八角色后台代理流水线
把录入到归档拆成 8 个角色，仅 1 个有权写入，靠 105 万 token 上下文和 88% 一次成功率控制失败。
GPT-6 ASTRA JUST TURNED THE BACK OFFICE INTO A SYSTEM OF SPECIALIZED AGENTS most agent demos skip the hard part. in production, tool calls still fail 3 to 15% of the time, and one bad write can break a real workflow. intake → extract → reconcile → draft → review → file the setup splits work across 8 roles, but only 1 is allowed to commit changes. the other 7 classify, compare, research, draft, verify, and escalate when something looks wrong. Astra brings a 1,050,000 token context window, 88.0% first attempt success, and 99.2% within four attempts. past 272K input, pricing jumps to 2x input and 1.5x output. this is not just a better prompt stack. it is a system designed to keep failures contained, reviewed, and recoverable before they reach the business. bookmark this.
这条是引用着另一条写的：x.com/gippp69/status/2097696163424014406