#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
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#FLUX/USDT analysis :
#FLUX is currently in a downtrend, forming lower lows (LLs) and lower highs (LHs) below the 200 EMA. The price is rejecting from the resistance zone and is expected to decline further, maintaining its bearish momentum and potentially testing lower levels. Wait for pullback for short entry.
TF : 4h
Entry : $0.5124
Target : $0.4521
SL : $0.5531
#FLUX/USDT analysis :
#FLUX has recently rebounded from the support zone. It is anticipated to keep rising and test the resistance zone on the lower time frame (LTF).
TF : 1h
Entry : $0.5469
Target : $0.5847
SL : $0.5207