#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
#Idiom
💢Go off on a tangent
Or
💢 Go off at a tangent
🔰If a person or piece of writing goes off on a tangent or goes off at a tangent, they start saying or thinking something that is not directly connected with what they were saying or thinking before
💠Note:-
In geometry, a tangent is a straight line which touches a curve at one point
🕸 Ex:- Our teacher would occasionally go off on a tangent and start talking about something totally unrelated to the textbook.
💠Note:-
You can use other verbs instead of go
🕸 Ex:- The book's theme wandersoff on a tangent now and then.
#Idiom
🕸People in society🕸
❄️A self-made man
♣️ A person who is rich and successful because they have worked hard, not because they were born into a rich family
❄️The chattering classes
♣️ Educated people who enjoy discussing social, political and cultural issues
❄️A second-class citizen
♣️ Someone is treated as if they are less important than others in society
❄️The grass roots
♣️ Ordinary people in a political or sporting organisation, not the leaders
❄️ The silent majority
♣️ A large number of people who do not express their opinions publicly
❄️ The (men in) grey suits
♣️ People in business or politics with a lot of influence or power, although they are not well known to the public
❄️Public enemy number one
♣️ Smth or someone that a lot of people dislike or disapprove of
❄️New kid on the block
♣️ Someone who is new in a place or organisation and has many things to learn about it (informal).
#Idiom
💢Even exchange: a trade of equal value; when you return something and take something else that costs the same price
✨ Ex: If you return that jacket and get this sweater instead, it will be an even exchange. They're both $39.99.
#Idiom
💢(To) steer clear of: to avoid, usually due to a bad experience
✨ Ex: Mark got food poisoning at O'Reilly's? We'd better steer clear of that place from now on!
#Idiom
💢(To) have the magic touch: to have talent at doing something; to be able to do something difficult.
✨ Ex: You can't open that bottle? Give it to Ivan. He usually has the magic touch.