#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
Withering soul
Little by little she dies everyday
Demons everywhere she's losing her sight
Pain has reached her bones
Breathing freely is a luxury now
she resists but she knows she is a withering soul
she is screaming but can anyone hear her?
The world's gone deaf
All eyes are shut, no one sees what's right in front of them
She is not the only one
She won't be the last one
Time is a flat circle, Nietzsche said
Once upon a time humans came into this world, cursed to repeat their doings time and time and time again
Fading souls don't await the eternal rest
There is no rest, there is no end to their agony
Trapped they are, born prisoners
Freedom was never a dream only an illusion
#review
#modern#poetry
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