#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
#GRT/USDT analysis :
#GRT has broken out of its trendline with strong momentum following a bounce back from the support zone. The price is expected to maintain its bullish momentum and test previous highs. The current level presents a favorable entry opportunity.
TF : 1W
Entry : $0.2023
Target : $0.3446 and $0.4902
SL : $0.1450
#GRT/USDT analysis :
#GRT is currently in a downtrend, making lower lows (LLs) and lower highs (LHs), and is trading below the 200 EMA. The price is facing rejection from both the 200 EMA and the resistance zone. It is expected to decline from this point and potentially test the previous swing low.
TF : 1D
Entry : $0.1682
Target : $0.1294
SL : $0.1940
💰#GRT has a falling wedge pattern on 8H Time frame, we expec it will pump alot in the case of breakout, waiting now..⌛️
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️
💰#GRT bounced back from the Support zone on 12H Time frame, we are waiting for breakup and pullback to the broken trendline 💫
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️