#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
#REN/USDT analysis :
#REN is currently consolidating within support and resistance zones. The price has rejected from the 200 EMA and is now expected to test the previous swing low support levels. For a short entry, it is advisable to wait for a pullback to the 200 EMA.
TF : 4H
Entry : $0.03791
Target : $0.03328
SL : $0.04056
#REN/USDT analysis :
#REN is currently consolidating near a resistance zone. The price is facing difficulty in breaking the resistance zone upside. Wait for the price to break the $0.0360 level for a confirmed entry. Previous lows will be the target level.
TF : 4H
Entry : $0.0360
Target : $0.0294
SL : $0.0401
#REN/USDT analysis -
#REN is consolidating sideways in a correction phase within a downtrend. The price is currently facing rejection in the resistance zone. There is a high probability that the price will continue its bearish momentum and decline from there to test the support zone.
TF : 2h
Entry : $0.0486
Target : $0.0446
SL : $0.0506
Amazon планирует использовать ИИ для ускорения процессов производства фильмов и сериалов. Проект студии с искусственным интеллектом направлен на сокращение расходов и упрощение творческого процесса.
Знаю один российский федеральный телеканал, который ещё 2 года назад запустил такую студию.
#REN
#REN is retesting the broken falling wedge pattern on Weekly Time frame,we need bullish momentum to decide to buy💎
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️