#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
#OP/USDT analysis :
#OP is currently forming a continuation pattern within a downtrend. The price has broken previous lows, and it is anticipated that it will continue its bearish momentum. It is advisable to wait for a pullback to the identified zone for a short entry, as the previous swing low is expected to be tested.
TF : 1D
Entry : $1.493
Target : $1.076
SL : $1.773
#OP/USDT analysis :
#OP has broken out above the 200 EMA and the previous resistance zone with strong bullish momentum. It is now retesting the breakout zone. The price is expected to continue its bullish bias and test previous highs. Wait for a break of the $1.517 level to go long.
TF : 2H
Entry : $1.517
Target : $1.643
SL : $1.444