#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
#AUCTION/USDT analysis :
#AUCTION has tested the 200 EMA and rebounded from it. The price has broken out of the trendline, confirming the continuation of the bullish trend. The price is anticipated to test the swing high level.
TF : 30min
Entry : $33.35
Target : $37.30
SL : $30.98
#AUCTION/USDT analysis :
#AUCTION is in an uptrend, forming higher highs (HHs) and higher lows (HLs). The price has recently broken out of the trendline, indicating a potential resumption of its bullish momentum. It is anticipated that the price will continue to rise and test previous highs.
TF : 30min
Entry : $20.05
Target : $21.53
SL : $19.06