#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
⭐️ 15 Passive income #Ideas
1 Sell on Amazon
2 Rent out a room
3 Create a gaming app
4 Start an ATM business
5 Buy a vending machine
6 Invest in royalty income
7 Invest in dividend stocks
8 Buy & hold growth stocks
9 Invest in rental properties
10 Automate a shopify store
11 Grow a Youtube chennel
12 Start an influencer IG account
13 promote products as an affiliate
14 Create your own affiliate program
15 Save more with a high yield savings
✨news forex & Cryptocurrency✅
y aquí mi trabajo honesto <3 espero que les guste . Hoy hice mi prueba de español y me fue piola. Si quieren sugerir algún tipo de post soy todo oídos. #ideas
También aceptamos ideas y sugerencias, cambios de color, todo a tu gusto, porque recuerda que se acerca el mes del amor 🥂❤️ y la amistad 🥰
(Fotos tomadas de internet)
#ideas