#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
#CHR/USDT analysis :
#CHR is currently retracing towards a previously tested support zone. The price is expected to bounce from this level and resume its bullish momentum, aiming to test previous highs. For a long entry, it is advisable to wait for a breakout above the $0.2750 level.
TF : 4H
Entry : $0.2750
Target : $0.3440
SL : $0.2370
#CHR/USDT analysis :
#CHR has broken and retested the support zone, which is now acting as resistance for the price. The price is anticipated to continue its bearish momentum and test lower levels.
TF : 2H
Entry : $0.1780
Target : $0.1701
SL : $0.1838
#CHR/USDT analysis :
#CHR is currently consolidating above the support zone and the 200 EMA. The price is expected to sustain its bullish momentum and establish new highs. It is advisable to await a pullback for a long entry.
TF : 1H
Entry : $0.1862
Target : $0.2163
SL : $0.1755