#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
#LPT is consolidating within a falling wedge pattern and is currently trading above the support trendline.
A bounce from this level is possible, while a breakout of the pattern would confirm bullish momentum.
Conversely, a breakdown below the wedge could lead to further correction.
#LPT/USDT analysis :
#LPT is currently experiencing a bearish trend, trading below the 200 Exponential Moving Average (EMA). The price has encountered resistance at the 200 EMA and has broken below the established trendline, suggesting further downward momentum. A decline to test the swing low level is anticipated.
TF : 2h
Entry : $5.423
Target : $4.883
SL : $5.740
#LPT/USDT analysis :
#LPT has broken down and retested the previous support zone, which is now acting as resistance for the price. It is anticipated that the price will resume its bearish momentum from the current level and test lower levels. For a short entry, it is advisable to wait for a price retracement.
TF : 1H
Entry : $13.76
Target : $12.78
SL : $14.36
#LPT/USDT analysis :
#LPT is currently consolidating sideways in a correction phase above the 200 EMA. The price is likely to test the support zone and then bounce back from there to test the resistance zone.
TF : 1H
Entry : $14.60
Target : $15.30
SL : $14.25