if i wanted to be absolutely cracked with AI agents, i'd do this: > build your own agent harness and power it with a council... > use a frontier model as the orchestrator, then cheaper models to help making decisions > use very few plugins, tools and skills > spend time building your knowledge base > craft perfect plans with the council > execute with a cheap model everything else is just marketing, this is how you move fast and make money

if i wanted to be absolutely cracked with AI agents, i'd do this: > build your own agent harness and power it with a council... > use a frontier model as the orchestrator, then cheaper models to help making decisions > use very few plugins, tools and skills > spend time building your knowledge base > craft perfect plans with the council > execute with a cheap model everything else is just marketing, this is how you move fast and make money

Machina(@EXM7777)

构建自定义AI代理框架并使用前沿模型作为协调器是提升效率的关键，通过精简工具链和强化知识库实现快速决策。

1. 使用前沿模型作为协调器，结合廉价模型执行决策可降低成本 2. 知识库构建需投入70%以上时间确保决策质量 3. 仅保留核心插件工具，减少依赖提升系统稳定性

AI代理, 架构设计, 模型优化, 知识库