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Source channel @githubtrending · Post #14925 · Jul 7

#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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Crypto M - Crypto News

@CryptoM · Post #65289 · 04/12/2026, 02:45 PM

🚀 Trump Discusses Middle East Oil Dependency and NATO Spending U.S. President Donald Trump, in an interview with FOX News on April 12, expressed surprise over Japan's heavy reliance on Middle Eastern oil, with 93% of its supply coming from the region. According to BlockBeats, Trump highlighted that Japan and South Korea depend on the Middle East for 45% of their employment, yet they have not assisted the U.S. in return. He noted the presence of 45,000 and 50,000 U.S. troops in these countries, respectively, emphasizing the protection provided by the U.S. Trump criticized the lack of support from these nations and NATO when the U.S. sought assistance, mentioning that nearly a trillion dollars were spent on NATO in a short period. He predicted that oil prices would eventually decrease, although not immediately, and pointed out the stock market's performance, with the Dow Jones reaching 50,000 points in his first year in office, a milestone initially expected to take four to five years. Despite lower-than-expected gasoline price increases, Trump stressed the importance of preventing certain groups from acquiring nuclear weapons, regardless of potential price hikes. #Trump#MiddleEast#OilDependency#NATO#Japan#SouthKorea#USMilitary#StockMarket#GasPrices#NuclearWeapons

Crypto M - Crypto News

@CryptoM · Post #65115 · 04/11/2026, 03:35 AM

🚀 Global Economy's Oil Dependency Declines Since 1970s, Bank of America Reports On April 11, Jin10 reported that a Bank of America research note dated April 10 highlighted a significant reduction in the global economy's dependency on oil since the 1970s. According to Jin10, the amount of oil required to produce the same scale of GDP today is only one-third of what was needed in the 1970s. The OPEC crisis and subsequent oil shocks were once considered severe stagflation events. However, the current economy is more resilient to similar energy shocks. #GlobalEconomy#OilDependency#BankOfAmerica#OPEC#EnergyShocks#Stagflation#GDP#OilCrisis#EconomicResilience