#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
😄Bear
➖➖➖➖➖➖
🔘When we use bear as a noun, it's the animal’. As a verb, it has different meanings.
🔘Literally it can me 'to support weight'
🔜The bridge was designed to bear 100 tonnes.
🔘Figuratively, we can use it to mean 'to put up with' or 'to tolerate'
🔜The pain was too much to bear.
🔘 Another literal meaning of bear is 'to carry something' and we use this figuratively in the expression to bear in mind which means 'to think about' or 'to remember'.
🔜Bear in mind the deadline is today - you need to work quickly!
#Bear👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys
😄Bear
➖➖➖➖➖➖
🔘When we use bear as a noun, it's the animal’. As a verb, it has different meanings.
🔘Literally it can me 'to support weight'
🔜The bridge was designed to bear 100 tonnes.
🔘Figuratively, we can use it to mean 'to put up with' or 'to tolerate'
🔜The pain was too much to bear.
🔘 Another literal meaning of bear is 'to carry something' and we use this figuratively in the expression to bear in mind which means 'to think about' or 'to remember'.
🔜Bear in mind the deadline is today - you need to work quickly!
#Bear👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys