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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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@ai_machinelearning_big_data · Post #8252 · 08/12/2025, 12:50 PM

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🚀 Hunyuan-Large-Vision: новая мощная мультимодальная модель от Tencent 🔹 MoE-архитектура — 389B параметров (52B активных) для оптимального баланса мощности и эффективности. 🔹 Лидер в рейтингах — 1256 баллов в LMArena Vision, #1 в Китае, на уровне GPT-4.5 и Claude-4-Sonnet. 🔹 Глубокое понимание — визуальное рассуждение, анализ видео и 3D-пространства, 79,5 баллов в среднем по бенчмарку OpenCompass. 📌 Модель дополняет линейку Hunyuan-TurboS-Vision и Hunyuan-T1-Vision, доступных через Tencent Cloud для задач в самых разных отраслях. 🟢Попробовать: https://hunyuan.tencent.com/modelSquare/home/list?modelKey=VisionUnderstand 🟢Блог: https://vision.hunyuan.tencent.com 🟢API: https://cloud.tencent.com/document/product/1729/104753 @ai_machinelearning_big_data #AI#Multimodal#MachineLearning#MoE#VisionAI#Tencent#Hunyuan#LLM#ComputerVision#3DVision

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