#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
📊#XVG – POSITION UPDATE
Placed initial bids in the $0.0076 – $0.0078 zone.
This area is acting as a key decision level.
If the weekly candle closes above $0.0078, it would mark the first confirmed breakout since 2024.
In that case, continuation setups will be considered.
Until then, patience matters.
#XVG/USDT analysis :
#XVG is currently consolidating sideways. The price has tested and held support. A rebound from this support level is anticipated, with the target being the resistance level.
TF : 4h
Entry : $0.005600
Target : $0.007415
SL : $0.004360
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