#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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Don't avoid the cliches - they always work because they are clichés.
In this post, you may face the author's offensive views about people's excessive repeated utterances that are widespread, calling attention to avert them. Basically, let it be on Instagram stories or Facebook profile pictures, you see people who post a picture of Yale, write Yale class of 2029 on the bio, and many similar actions.
Holders could have no issue with posting them, and they are entitled to publish anything they care to do unless they don't publish political statements that can be conceived as an opposing point. By talking with people who already know the ups and downs of US admissions and hearing things I wasn't aware of, I realized that getting into a TOP-20 school requires hard work: nighttime study sessions, countless drafts of the final masterpiece, and dreadful deadlines. But everyone, not just me, can sense that people ignore the pain of those mentioned above and end up somewhere else where they have no desire to pursue their 4-year life.
Rather than writing cool bio captions for NYU'28 or whichever college you dream of, spend time working on crucial components of the college application, check your essays to the expert, scrutinize what actions "99%" applicants are doing, and do the opposite or a bizarreness. My utterances may hurt souls, but I'm showing the truth (ridiculous actions).
Now, get off this app and finalize your college list, which you care less to do. Two months left to catch the golden fish!
#deep
#Deep Research #分享
分享:三款OpenAI Deep Research替代开源项目
https://github.com/nickscamara/open-deep-research
https://github.com/mshumer/OpenDeepResearcher
https://github.com/dzhng/deep-research
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Happiness always look small while you hold it in your hands,
but let it go,
and you will learn at once
how big and precious it is.
– Maxim Gorky
#happiness#deep@quietworld🍃