#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
#Murmuration#PKM 这个有意思,[《中国的地图每张都是错的》](https://telegra.ph/%E6%AF%8F%E5%BC%A0%E4%B8%AD%E5%9B%BD%E5%9C%B0%E5%9B%BE%E9%83%BD%E6%98%AF%E9%94%99%E7%9A%84%E8%BF%98%E6%98%AF%E6%95%85%E6%84%8F%E7%9A%84-05-15),这是翻译版本。原版在这里 [《Every map of China is wrong》](https://medium.com/@anastasia.bizyayeva/every-map-of-china-is-wrong-bc2bce145db2) 。🤷我说怎么地图啥都飘呢,哈哈哈