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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 #65373 · 04/13/2026, 02:56 AM

🚀 Daiwa Raises Gu Ming's Target Price to HKD 36 On April 13, according to Jin10, Daiwa released a research report raising the target price of Gu Ming (01364.HK) from HKD 35 to HKD 36, maintaining a 'buy' rating. This corresponds to a forecasted price-to-earnings ratio of 22 times for 2026. Daiwa noted that Gu Ming's takeaway proportion has decreased from a peak of 60% in the third quarter of last year to below 50%. The management expects this trend to continue, aiming to improve franchisee profitability through initiatives such as dine-in promotions, extending morning business hours, and increasing coffee sales. The firm has also raised its earnings per share forecast for Gu Ming from 2026 to 2028 by 6% to 12%. #Daiwa#GuMing#TargetPrice#HKD36#BuyRating#FranchiseeProfitability#EarningsForecast#TakeawayProportion#CoffeeSales#MorningBusinessHours