7 Claude Code agents held 24 board meetings. Revenue: $0

说明与用途

一套七个 AI 代理在无人值守下运行，因成功判定错误、缺失人工步骤和资源限制导致未产生收入。通过实施工件检查、发布 OAuth 同意屏幕和限速，提升了可靠性，但收入仍为零。

问题

Unattended AI agents failed to produce real business outcomes due to mis‑defined success, missing human steps, and resource limits.

结果

The unattended system produced 16 articles, 18 Shorts, 3 Dev.to posts, 5 proposals, and 3 digital products but generated $0 revenue. Key failures were artifact mis‑checks, OAuth token expiry, and resource overuse. Improvements included artifact validation, human‑task logging, OAuth publishing, and rate‑limiting.

工作流

• Define agents and slash command
• Schedule daily run via Task Scheduler
• Run agents in order: research → decide → write → design → publish → review → repeat
• Check artifact existence, modification time, and content
• Log success or NG
• Post outputs to platforms
• Run daily self‑check comparing scheduled vs. actual outputs
• Iterate on agent definitions based on meeting decisions

证据

The runner that launches each unattended command wrote OK to its log when the process exited 0 and printed something. That definition of success failed three separate ways in three weeks.

来源

The Shorts pipeline is the only fully unattended business. It stopped on September 12 at 06:45 because the YouTube refresh token expired.

来源

The runner now takes the path of the file the command is supposed to produce and checks that it exists, was modified after the run started, and contains the heading the command always writes.

来源