#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
#CTSI/USDT analysis :
#CTSI is currently trading at a support zone and is expected to bounce back from this level, rising to test the resistance zone. A potential gain of 140% is anticipated from the current level.
TF : 1W
Entry : $0.1405
Target : $0.3404
SL : $0.0888
#CTSI/USDT analysis :
#CTSI has bounced off from the support zone and is expected to continue its bullish momentum towards the previous swing high.
TF : 30min
Entry : $0.1250
Target : $0.1295
SL : $0.1218