#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
#CELR/USDT analysis :
#CELR is currently forming a triangle pattern. A breakout from this pattern is anticipated, with the price expected to test previous highs. A long entry is recommended upon a breakout above the $0.02130 level.
TF : 1D
Entry : $0.02130
Target : $0.03180
SL : $0.01695
#CELR/USDT analysis :
#CELR is currently in a downtrend, trading below the 200 EMA. The price is currently facing resistance in this zone. It is expected to reverse from this point and continue its bearish trend to test previous lows. Wait for a breakout below the $0.01114 level to consider going short.
TF : 4H
Entry : $0.01114
Target : $0.01014
SL : $0.01169
#CELR/USDT analysis :
#CELR is in a downtrend, trading below the 200 EMA. The price is forming LLs and LHs structure. Before continuing its bearish momentum, the price is expected to experience a pullback and test the resistance zone. Wait for the pullback for a short entry.
TF : 1H
Entry : $0.01142
Target : $0.01043
SL : $0.01177
#CELR/USDT analysis -
#CELR is in a downtrend, trading below the 200 EMA. The price is currently approaching a resistance zone. It is expected to be rejected from there and continue the bearish momentum towards the previous lows.
TF : 4h
Entry : $0.0157
Target : $0.0129
SL : $0.0164
#CELR/USDT BUY SETUP
CELR has broken out of the descending triangle and is currently testing it. A successful test will confirm a bullish move. Get ready for takeoff. 🚀