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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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EdgeMarket.AI 📣

@edgemarketai · Post #8024 · 03/09/2026, 06:12 PM

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Everyone is asking the same thing 👀🔥 Could June 14 become the most unexpected crossover event in modern media? Not because of sport alone. Because when politics + spectacle + attention collide, probability moves fast. This is where EdgeMarket watches signal before certainty. What starts as a joke online sometimes becomes the next major headline. Would you rate this impossible… unlikely… or already moving? 📊⚡ #EdgeMarket#AI#FutureSignals#NarrativeShift#June14

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EdgeMarket.AI 📣

@edgemarketai · Post #8009 · 02/27/2026, 12:43 PM

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Markets move on signals. Reality moves on decisions. A single announcement could reshape geopolitics, energy prices, defense markets, and global risk appetite. The question isn’t what you think it’s what happens next. EdgeMarket tracks real-world outcomes, not opinions. Will a Ukraine peace deal be announced by February 28? #Geopolitics#GlobalRisk#PredictionMarkets#DecisionIntelligence#Ukraine#USPolitics#EdgeMarket#FutureSignals#Macro

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