#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
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#WIF/USDT Analysis-
After breaking out, the price retested the breakout level and is now taking support around it. It has the potential to reach a new all-time high.
T.F.- 1-D
ENTRY- at CMP
SL- 2.89
TARGET- 4.82
Note: If the stop-loss is triggered before entry, disregard the trade as the price action may develop differently.