#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
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Het hele onderwijssysteem en het reguliere nieuwssysteem worden ook gecontroleerd door westerse plutocraten en elites, en veel mensen zijn al tientallen jaren gehersenspoeld door één enkele boodschap.
Er is een grote groep zombies in de maatschappij.
https://youtu.be/6Ejga4kJUts?si=esy99NHcZwZMujoc
#Zombie
#IRA
社會上存在著一大群殭屍, 整個教育體系和主流新聞體係也被富豪和精英控制，幾十年來很多人都被訊息洗腦。
「不给糖就捣蛋。」
（0人回应）
【开始对门框疯狂输出】
好的我编不下去了，过会coser本人醒了要来打我了🤪🤪
肆之岛来世（小僵尸）
Japanese Cemetery Park (2025-10-05)
#shinoshimaraise#肆ノ島來世#vtuber#cosplay#zombie#cinematicphotography#singapore
「不给糖果的话，来世就会今晚去你家捣乱～♥️♥️」
啊亲友真是太好康了，羡慕人家
肆之岛来世（小僵尸）
Japanese Cemetery Park (2025-10-05)
#shinoshimaraise#肆ノ島來世#vtuber#cosplay#zombie#cinematicphotography#singapore