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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 #65155 · 04/11/2026, 01:17 PM

🚀 U.S.–Iran Discussions Begin as Vice President Vance Leads Talks in Islamabad Key Takeaways JD Vance is leading high-stakes talks with Iran in Islamabad.Negotiations aim to stabilize the ceasefire and end the conflict.Talks are indirect and mediated by Pakistan amid deep mistrust.Key issues include Strait of Hormuz, sanctions, and nuclear program. Talks Officially Underway Discussions involving the United States and Iran have officially begun in Islamabad, with JD Vance heading the US delegation. The negotiations are part of a broader effort to extend a fragile ceasefire and potentially move toward a longer-term resolution of the conflict. Pakistan Acting as Mediator The talks are being hosted and mediated by Pakistan, which has played a central role in facilitating communication between both sides. Meetings are taking place under tight security conditionsDelegations are engaging through indirect channels, though direct talks may occurPakistani officials are coordinating between both sides to push toward progress High-Stakes Agenda Key topics under discussion include: Reopening the Strait of Hormuz (critical for global oil supply)Potential sanctions relief for IranLimits on Iran’s nuclear programBroader regional stability and ceasefire enforcement Tensions and Mistrust Remain High Despite the start of talks, major disagreements persist: Iran has set conditions, including halting certain military actionsThe US has maintained a firm stance and warned against delaysBoth sides remain cautious, reflecting deep geopolitical mistrust #USIranTalks#JDVance#Islamabad#PakistanMediating#Ceasefire#StraitOfHormuz#Sanctions#NuclearProgram#RegionalStability#GeopoliticalTensions#DiplomaticNegotiations#HighStakes