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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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Venezuelanalysis

@venanalysis · Post #2012 · 06/24/2025, 07:05 PM

📑🖊 OPINION | Demonizing Nicolás Maduro: Fallacies and Consequences In his latest opinion piece, Steve Ellner argues that saying 'I oppose sanctions' while criticizing the Maduro government’s policies as if they were separate issues is misleading. He stresses that sanctions and domestic policy are deeply interconnected, and that ignoring this relationship reinforces regime-change narratives and undermines international solidarity. 🔗 Read the full opinion piece here: https://shorturl.at/3J2tg #NicolasMaduro#Sanctions#USSanctions

Venezuelanalysis

@venanalysis · Post #1856 · 01/20/2025, 06:02 PM

The fight over CITGO intensifies as the Delaware auction restarts amid low bids, creditor disputes, and parallel lawsuits. Behind the corporate scramble lies a deeper story of US sanctions and opposition mismanagement, threatening what Venezuela calls the ‘theft of the century.’ Watch the full video to learn more! #venezuela#citgo#sanctions#ussanctions

Venezuelanalysis

@venanalysis · Post #1886 · 02/21/2025, 07:03 PM

📝 INTERVIEW | Descendents of Cacique Ähuänumä: The 4F Huo̧ttö̧ja̧ Commune In Venezuela’s Amazonas state, the February 4 Huo̧ttö̧ja̧ Commune brings together Indigenous governance and communal socialism. With collective land tenure and assembly-based decision-making, its people continue a tradition of resistance. The Life Plan is central to their way of life. Integrating ancestral wisdom and modern education, it dictates when to plant, hunt, and harvest—ensuring harmony with nature. 🔗 Read the latest interview from VA’s Communal Resistance Series here: https://shorturl.at/B37yt #CommunalandWorkingClassResistance#Communes#IndigenousPeoples#USSanctions

Crypto M - Crypto News

@CryptoM · Post #64621 · 04/09/2026, 11:37 AM

🚀 Iran Utilizes Cryptocurrency for Strait of Hormuz Passage Fees Iran is employing cryptocurrency to collect fees from ships passing through the Strait of Hormuz. According to NS3.AI, TRM highlighted that the rapid nature of digital currency transactions and their operation outside the U.S. banking system complicate efforts by the U.S. to freeze or block these payments in real time. #Iran#Cryptocurrency#StraitOfHormuz#DigitalCurrency#Shipping#USSanctions#Blockchain