#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
推进实名制打击滥用:谷歌宣布Google Voice号码需要完成身份验证才能使用
谷歌宣布 Google Voice 号码需要完成身份验证后才能使用,此政策仅限于新申请号码的用户。申请后用户必须提交身份证件进行验证,未通过验证前不能收发短信和接打电话,并且为防止恶意利用谷歌仅允许有限次的验证,多次未验证通过则号码彻底凉凉。
标签:#googlevoice
Created by RocM
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官方群组:@roctech
官方合作:@rocmmbot