#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
#RUNE/USDT analysis :
#RUNE has retested the resistance zone following a bullish impulsive move. The price is anticipated to bounce from the current level and test higher levels.
TF : 1W
Entry : $2.190
Target : $7.566
SL : $1.314
#RUNE/USDT analysis :
#RUNE has recently broken out of the 200 EMA with strong bullish momentum. The price is currently showing bullish price action. It is expected to rise higher. Before that, the price is expected to pull back and then rise higher. Wait for the price to test the support zone for a long entry.
TF : 2H
Entry : $3.813
Target : $4.233
SL : $3.603
#rune scalping opportunity 🧐
After the big dump, the previously formed liqudation void was closed. From here, it would either turn or dump would continue.
When we look at the short time frame, we see that it can start the rise by forming a failure swing.