#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
Night rooftop, city lights, and a gentle breeze. 🌙✨
Standing here thinking: so much is happening down there in all that rush, but up here — just silence and stars.
#LunaEverly#NightRooftop#CityLights#Silence#ThinkingOutLoud
Hey, I'm Luna. 🌙✨
A psychology student who believes the most important conversations sometimes happen not in an office, but over a cup of tea, in a cozy sweater, with the sound of rain against the window.
Here I'll share my thoughts, snippets of my life, and a quiet belief that understanding can be found in this world. And photos — I love capturing things that are beautiful, simple, and genuine.
Glad you're here.
#lunaeverly#thinkingoutloud#support#everydaypsychology#cozy#personaldiary
Привет, я Луна. 🌙✨
Студентка-психолог, которая верит, что самые важные разговоры иногда случаются не в кабинете, а за чашкой чая, в уютном свитере и под звук дождя за окном.
Здесь я буду делиться своими мыслями, моментами из жизни и тихой уверенностью, что в этом мире можно найти понимание. А ещё фотографиями — мне нравится ловить красивое, простое и настоящее.
#лунаэверли#мысливслух#поддержка#психологияповседневности#уют#личныйдневник