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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 #64790 · 04/10/2026, 12:05 AM

🚀 North Sea Oil Prices Surge Amid Refinery Competition and Strait Concerns Oil prices in the North Sea have reached unprecedented levels as European and Asian refineries compete for supplies. According to BlockBeats, the Financial Times reported on April 10 that the ongoing control of the Hormuz Strait by Iran has further fueled market concerns. Data from the London Stock Exchange Group (LSEG) indicates that the spot price for Brent North Sea Forties crude oil approached $147 per barrel on Thursday, surpassing the peak seen before the 2008 financial crisis. This price is significantly higher than the international benchmark Brent crude June futures contract, which is priced around $50, highlighting signs of a shortage in the oil market. Traders have noted that the price surge, exceeding $30 per barrel, has hit the threshold set by the Intercontinental Exchange (ICE), preventing them from purchasing next week's Brent crude contracts for difference (CFD). These contracts are commonly used to hedge against rising oil prices. #NorthSeaOil#OilPrices#RefineryCompetition#StraitConcerns#HormuzStrait#BrentCrude#OilMarket#LSEG#FinancialCrisis#OilShortage#ICE#CFD