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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 #65243 · 04/12/2026, 08:27 AM

🚀 Iran's Nuclear Concessions Could Be Key to U.S. Strategy, Citic Securities Says Citic Securities stated on April 12 that if Iran were to abandon uranium enrichment, it would represent a significant achievement for the U.S., particularly for U.S. President Donald Trump, who could use it to appease domestic concerns. According to Jin10, the ongoing conflict has already negatively impacted the midterm elections, necessitating a swift resolution. Since the Iranian Islamic Revolution, the U.S. has lost control over Iran's nuclear capabilities, a challenge that has persisted through multiple U.S. presidencies, affecting America's Middle East strategy. The political impact of Iran's potential nuclear disarmament is seen as more significant than the indirect effects of oil prices and inflation on elections. Consequently, the Trump administration might consider compromises on issues like control over the Strait of Hormuz. From Iran's perspective, the conflict has demonstrated that blocking the strait and threatening Middle Eastern infrastructure are powerful leverage tools, potentially more impactful than nuclear threats. These actions, which can be executed with low-cost drones, pose significant risks to the U.S. and global economies, providing Iran with a strategic counterbalance. Repeated near-escalations to large-scale infrastructure damage suggest that the likelihood of extreme war escalation is low, reducing the chances of extreme oil prices, severe recession, or stagflation. #Iran#NuclearConcessions#USStrategy#CiticSecurities#DonaldTrump#UraniumEnrichment#MiddleEastStrategy#IranUSRelations#StraitOfHormuz#OilPrices#Inflation#PoliticalImpact#TrumpAdministration#IranianLeverage#GlobalEconomy#InfrastructureDamage#WarEscalation#OilPrices#Stagflation