I gave my local AI agents an org chart, a budget, and a paper trail

说明与用途

作者使用 Flash 创建了本地 AI 代理（sparks），每个代理都有目标、日程和限制，并向负责人汇报。系统提供预算限制、不可篡改的审计日志和通知，帮助控制资源并协调代理工作。

问题

Managing multiple autonomous AI agents that run continuously on a local machine can lead to uncontrolled GPU usage, lack of oversight, and difficulty in coordinating their tasks.

结果

The author achieved 10 new features in one day, 1,916 tests passing, and zero API keys required, demonstrating efficient local AI agent management.

工作流

• Create a new spark with /sparks new
• Add a spark to a team with /sparks teams add <team_name>
• Configure a budget for a spark with /sparks budget <spark_name> <amount> per <time_unit>
• Set notification limits with /notify <rate> per <interval>
• Use devtools commands to inspect web pages
• Approve or decline hiring proposals presented as cards
• Pause or stop all sparks with pause all / stop all commands

证据

Each spark gets a name, a goal, a schedule, and lines it must never cross. Then it works on its own, on your machine, and reports back.

来源

Every shift, tool call, approval and change goes into an append-only log. Each entry carries the hash of the one before it:

来源

10 features in one day, 1,916 tests passing, 0 API keys.

来源