#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
#MBOX/USDT analysis :
#MBOX is currently in a downtrend, trading below the 200 EMA. The price has been rejected from the resistance zone and broken below the trendline. It is expected to decline further and test the swing low.
TF : 2h
Entry : $0.0845
Target : $0.0756
SL : $0.0900
#MBOX/USDT analysis :
#MBOX is in a downtrend, consistently making lower lows (LLs) and lower highs (LHs) below the 200 EMA. Currently, the price is retracing towards the 200 EMA and a resistance zone. It is anticipated that the price will test this zone before reverting back to continue its bearish momentum, potentially reaching lower levels.
TF : 4h
Entry : $0.1865
Target : $0.1566
SL : $0.2037
#MBOX/USDT analysis :
#Mbox is currently in a downtrend, trading below the 200 EMA. The price is forming a structure of lower lows and lower highs. It is facing rejection from the resistance zone, which suggests a potential reversal that could reinforce its bearish trend and test previous lows.
TF : 15min
Entry : $0.1332
Target : $0.1269
SL : $0.1366