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Source channel @githubtrending · Post #14925 · Jul 7

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#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 #2075 · 08/25/2025, 09:40 PM

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📰 NEWS | Venezuela: Turkish Investors to Take Over State-Owned Sugar Mills Under ‘Strategic Alliances’ Venezuela has signed agreements with Turkish investors to manage three state-owned sugar mills — Central Venezuela (Zulia state), Santa Clara (Yaracuy state), and Ezequiel Zamora (Barinas state) — as part of new 'strategic alliances,' Agriculture Minister Julio León announced. Authorities have not disclosed further details. Previous experiences with similar alliances in the countryside have raised concerns among campesinos regarding transparency and impacts on small-scale producers. 🔗 Read the full report here: https://shorturl.at/pwPmt #Peasants#Campesinos#PrivateSector#Sugar

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