#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
#WOO/USDT analysis :
#WOO is currently trading within a channel, and a retracement to the 200 EMA is pending. The price is likely to move upward and test the previous swing high resistance, with expectations for continued upward movement.
TF : 1D
Entry : $0.1629
Target : $0.2186
SL : $0.1469
#WOO Failure Swing Detection 👇
The chart fully and automatically generated by our algorithm.
All drawings are based on only mathematical values and calculations instead of emotions.
Interested?
www.coinlegs.com
#WOO bounced back from the Weekly Trendline and now hitted the Supply zone,in the case of breakout we will see another pump.🚀
otherwise wait to see the price reaction to the trendline again.👀
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️
#WOO/USDT UPDATE:
#WOO is now trading around 0.45$. #WOO has broken down of a bear flag on hourly time frame. Now the Possible scenario is according to the pattern, we can see 10-20% dump in this. Keep eye on it 👀Stay tuned with us for further updates✔️
#WOO/USDT UPDATE:
#WOO is now trading around 0.454$. $WOO has formed a bear flag pattern on the hourly time frame. So the Possible scenario is If the price dumps and breaks down the pattern, we can see a dump in it. Keep eye on it👀. Stay tuned with us for further updates✔️