#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
#MASK/USDT analysis :
#MASK is currently in an uptrend, characterized by higher highs (HHs) and higher lows (HLs), and is trading above the 200-period exponential moving average (EMA).
The price is presently consolidating above a key support zone, and it is anticipated that it will bounce back from this level, continuing its upward trajectory and potentially testing previous highs.
TF : 4H
Entry : $2.877
Target : $3.300
SL : $2.610
#MASK/USDT analysis :
#MASK is in an uptrend. After breaking above the 200 EMA, the price is now sustaining above it. The price is currently consolidating over the support zone and is expected to bounce back from the current level, testing higher levels. Wait for a pullback before entering a long position.
TF : 4h
Entry : $2.265
Target : $2.531
SL : $2.129