#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
#TLM/USDT analysis :
#TLM has successfully broken out and retested the previous swing high level. The price is expected to rebound from this point and test the previous highs again.
TF : 1W
Entry : $0.01480
Target : $0.02400/$0.03260
SL : $0.01067
#TLM/USDT analysis :
#TLM is on the upswing, creating higher highs (HHs) and higher lows (HLs) above the 200-period exponential moving average (200 EMA). Currently, the price is undergoing a corrective pullback. It's probable that it will test the support zone and then rebound from there to sustain its bullish momentum and aim to revisit previous highs.
TF : 1h
Entry : $0.01160
Target : $0.01209
SL : $0.01128
#TLM/USDT analysis :
#TLM is presently in an uptrend, forming higher highs (HHs) and higher lows (HLs). The price is currently trading above the support zone and is projected to rebound from there to sustain its bullish momentum and retest previous highs.
TF : 1h
Entry : $0.01093
Target : $0.01144
SL : $0.01056