#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
荣耀林林谈 iPhone Air 降价:并不会改变销量基本面,因为它是个逆着绝大多数用户需求来的产品
荣耀中国区的业务部长林林昨日发文称 iPhone Air 的降价是由绝大多数用户需求引起的。该机采用超瓷晶面板、5级航空级钛金属结构以及高达120Hz ProMotion面板,背面配备48MP融合摄像头支持AOD 1Hz熄屏显示。手机搭载A19 Pro处理器和GPU峰值运算能力高达3倍,支持Wi-Fi 7、蓝牙 6.0和Thread网络。
标签:#iPhoneair
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