Digital Life Kazik shares a year of practice building a self-hosted Agent automation system

Digital Life Kazik shared the Agent automation system he spent nearly a year building; the core is shifting task triggers from people to events, with people only handling the parts that require decisions. The system includes an automation middle platform that uniformly receives and distributes events, an execution layer that assigns models such as Claude Opus 5.5 and GPT-6.1 Sol/Terra by task, a self-built five-step CI pipeline on an M4 Mac Mini, and an approval step completed via Feishu cards. The author says that in the past two weeks, four projects reviewed a total of 298 merge requests, Codex reported 333 issues, of which 306 were fixed before merging.