#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
#CHZ/USDT analysis :
#CHZ is currently in a downtrend and making new lows. Look for a price retracement to test the resistance zone for a short entry opportunity. Lower levels will be the target level.
TF : 2H
Entry : $0.04862
Target : $0.04200
SL : $0.05193
#CHZ/USDT analysis :
#CHZ is in an uptrend, trading above the 200 EMA. After the breakout of the previous swing high, the price is sustaining above it. The price is anticipated to continue its bullish momentum and rise higher. Wait for a pullback to the support zone for a long entry.
TF : 2H
Entry : $0.0535
Target : $0.0560
SL : $0.0519