#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
#MKR/USDT analysis :
#MKR is currently in a downtrend. It is advisable to wait for the price to retrace and test the resistance zone for a short entry. The price is expected to resume its bearish momentum and test lower levels.
TF : 4H
Entry : $1,074
Target : $778
SL : $1,209
#MKR/USDT analysis :
#MKR is in a downtrend, forming lower lows (LLs) and lower highs (LHs). The price is anticipated to continue its bearish momentum and test lower levels. It is recommended to wait for a pullback for a short entry.
TF : 2h
Entry : $1,283
Target : $1,006
SL : $1,426
#MKR/USDT analysis :
#MKR is currently consolidating in a channel. The higher timeframe direction shows bearish sentiment, hinting at a possible breakout from the channel to keep moving downwards to lower levels. Waiting for a channel break and the $1,884 level before considering a short entry is recommended.
TF : 2H
Entry : $1,884
Target : $1,576
SL : $2,045
#MKR | Failure Swing detected by CoinLegs Algorithm 😎
A quick and risky position can be opened from the neck area.
Personally, I would be a bit more cautious and wait for the price to come down and rise from there.
Dyor, NFA.
www.coinlegs.com
💰#MKR pullback done,now we are waiting for a bullish momentum from the Green zone,pump it to the moon 🚀
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️