#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
#FXS/USDT analysis :
#FXS has broken below the 200 EMA and the support zone. It is advisable to wait for a price retest of this zone for a potential short entry, as the price is anticipated to decline further, targeting lower levels.
TF : 4h
Entry : $3.455
Target : $2.400
SL : $3.945
#FXS/USDT analysis :
#FXS has successfully broken out and retested the swing high resistance following the breakout of the trendline in an established uptrend. The price is expected to sustain its bullish momentum and aim for previous highs.
TF : 30min
Entry : $4.762
Target : $5.080
SL : $4.526
#FXS/USDT analysis :
#FXS is currently in a downtrend and is expected to maintain its bearish momentum. For a short entry, wait for the price to break the current support zone, entering on a break below the $1.814 level. The previous lows will serve as target levels.
TF : 15min
Entry : $1.814
Target : $1.797
SL : $1.826
#FXS/USDT analysis :
#FXS is in a downtrend, forming lower lows (LLs) and lower highs (LHs) structure. The price is currently trading in the resistance zone near the 200 EMS. It is expected to be rejected from that area and continue its bearish momentum.
TF : 30min
Entry : $1.734
Target : $1.651
SL : $1.792