#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
#IOST/USDT analysis :
#IOST has tested the support zone and has shown a bounce back. It is advisable to wait for a price retracement to enter long positions. The price is expected to maintain its bullish momentum, with potential to reach higher levels.
TF : 4H
Entry : $0.008550
Target : $0.011323
SL : $0.007050
#IOST/USDT analysis :
#IOST 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 : 2H
Entry : $0.00500
Target : $0.00427
SL : $0.00542
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