#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
#ROSE/USDT analysis :
#ROSE is in an uptrend, forming higher highs and higher lows above the 200ema. The price is expected to sustain its bullish momentum and test new highs. Wait for a price retracement over the support zone for a long entry.
TF : 2h
Entry : $0.0606
Target : $0.0696
SL : $0.0561
#ROSE +%33 in just 5 days 🤑🤑
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