#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
#FIO/USDT analysis :
#FIO is in an uptrend, forming higher highs (HHs) and higher lows (HLs) while trading above the 200 EMA. The price has broken out and retested the previous swing high resistance levels. It is expected to bounce back from this point and continue its bullish momentum to test the recent swing high.
TF : 1D
Entry : $0.0305
Target : $0.0417
SL : $0.0270
#FIO/USDT analysis :
#FIO is currently in an uptrend, forming higher highs (HHs) and higher lows (HLs), while finding support above the trendline. The price is anticipated to rebound from the current level to sustain its bullish momentum and test new highs.
TF : 4h
Entry : $0.0259
Target : $0.0300
SL : $0.0238
#FIO/USDT analysis :
#FIO is currently experiencing a decline from the resistance zone following rejections in that region. It is anticipated to maintain its downward momentum and possibly test previous lows.
TF : 4H
Entry : $0.0198
Target : $0.0162
SL : $0.0210