#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
It might look a little confusing at first, but pay attention.
On this chart we have DXY, GOLD and BTC.
DXY, which is a representative chart of the USD, has an inverse relationship with GOLD and BTC.
This is because when the dollar is strong, big money moves into high interest bonds that are safe.
When the dollar weakens, big money moves into safe havens and riskier assets.
What we can firstly see on the chart is that every time DXY drops, GOLD almost instantly moves higher.
Secondly, we can see that BTC also moves higher, but it lags behind GOLD.
But that’s not the most interesting thing…
The most interesting thing here is that every single time DXY has entered a down trend, BTC has began its move between 133 days and 140 days later.
This time, that gives us an end of May date as to when BTC will begin its next true move higher.
It’s just facts, right there for you to see.
#CryptoSignal#Binance#PumpAlert#FuturesTrade
30 day PNL screenshot14 New tarde profit ✈️✈️If you're want this
Type profit in 7 days ..
✅ Don’t miss the next big move — join our VIP Premium Channel now!
📩 Contact: @Future3366
🚀 Real-time signals | Pump alerts | Future trades
#CryptoSignals#VIPAccess#BinanceFutures#PumpAlert#CryptoProfits