#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
😄Paint
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🔘 The noun paint refers to coloured liquid that makes things look nice. The verb has different meanings. It can mean to put paint on something with a brush.
🔜 I'm going to paint this wall yellow, and this one white.
🔜The table was painted green.
🔘 Paint can also mean to make a picture of something, using paint.
🔜 She painted a portrait of me, it looks great.
🔜 The artist painted the beautiful landscape.
🔘 Paint can also mean to apply a liquid (not just paint) to something with a brush.
🔜 Paint the pastry with egg before putting it in the oven.
🔜 Paint the wood preserver on the fence to protect it.
#Paint👨🏫@America
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🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
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▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys
😄Paint
➖➖➖➖➖➖
🔘 The noun paint refers to coloured liquid that makes things look nice. The verb has different meanings. It can mean to put paint on something with a brush.
🔜 I'm going to paint this wall yellow, and this one white.
🔜The table was painted green.
🔘 Paint can also mean to make a picture of something, using paint.
🔜 She painted a portrait of me, it looks great.
🔜 The artist painted the beautiful landscape.
🔘 Paint can also mean to apply a liquid (not just paint) to something with a brush.
🔜 Paint the pastry with egg before putting it in the oven.
🔜 Paint the wood preserver on the fence to protect it.
#Paint👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys