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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 #65443 · 04/13/2026, 09:04 AM

🚀 Investor Shifts Focus from Oil to U.S. Stock Market On April 13, Hyperinsight reported that the largest holder of short positions in crude oil on Hyperliquid, identified as address 0xa65, closed their loss-making positions last week and briefly attempted to go long in an effort to capitalize on a market bottom. According to BlockBeats On-chain Detection, the investor subsequently closed these positions and exited the oil market entirely. The investor has now shifted their focus to the U.S. stock market, specifically the storage sector. They have retained two long positions opened earlier this month in Micron Technology (MU) and SanDisk (SNDK), with a total holding size of $5.4 million. The current floating profit from these positions has reached $1.15 million. #Investor#OilMarket#USStockMarket#MicronTechnology#SanDisk#Investing#StockMarket#Finance#MarketShift#Hyperliquid#BlockBeats