#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
She's a mother, a daughter,
She's brave, courageous,
Is She's feeble ? Helpless ?
No! It's you, your frame of mind,
Still let's her freedom to rescind!
She's not disabled,
Just the scenario made her existence confined,
Even in the century of 21st,
She's still defenseless over the set of your mind!
She never got the freedom, which a boy gets at his age,
So could you please let me know,
How She's guilty at every stage ?
Either She's LAXMI to NIRBHAYA and PRIYANAKA in 2019,
Nothing has changed,
Every single day, every single minute, nd in every single second,
She's molested, burnt and raped!
This act is plaintive enough,
We can't even think of,
Only a question I wanted to ask,
When she'll get rid of!
💯
-Gurpreet Bhatia
#guri#poetry#review#write