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On November 2, 2026, Digital Life Kazik published an article sharing the Agent automation system he spent nearly a year building. The system shifts task triggering from people to events, with people handling only the parts that require decisions; the architecture includes an automation middle platform that uniformly receives and dispatches events, an execution layer that assigns models such as Claude Opus 5.5 and GPT-6.1 Sol/Terra according to the task, a self-built five-step CI pipeline running on an M4 Mac Mini, and an approval step completed through Feishu cards. Kazik said that over the past two weeks, four projects reviewed a total of 298 merge requests, and Codex reported 333 issues, of which 306 were fixed before merging. This share is currently a single source, with no follow-up developments yet.
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Digital Life Kazik shares experience building a self-hosted Agent automation system
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Nov 2
Kazik
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.