#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
#REQ/USDT analysis :
#REQ is currently encountering resistance at the resistance zone. The price is likely to experience a rejection from this level and continue its bearish momentum. Previous low is expected to be tested. Wait for price retracement for entry.
TF : 15min
Entry : $0.0963
Target : $0.0928
SL : $0.0985