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No nível 1, temos algo bem básico: um modelo de IA rodando no terminal com uma ferramenta de busca que consulta APIs de notícias e retorna os resultados. Funciona, mas é só uma camada fina em cima da API. No nível 2, já aparece uma aplicação mais interessante: interface em Streamlit, RAG simples com embeddings das notícias, busca sobre conteúdo indexado e um chat com histórico de conversa. Já começa a parecer um produto. E no nível 3 a coisa muda de patamar. A aplicação vira um sistema real: bac
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Já conhecia?🐍📊 . . . #programação #programacao #programadores #programador #programmer #python #python3 #pythonprogramming #pythoncode #streamlit
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خلال السنوات الأخيرة، اشتغلت على عشرات أدوات الذكاء الاصطناعي. كتير منها قوي… لكن قليل جدًا منها فعلاً يقدر يعتمد عليه في بيئة عمل حقيقية. واحدة من أكبر المشاكل اللي بشوفها يوميًا مع الشركات وصناع المحتوى هي: الاعتماد على ChatGPT أو أي نموذج لغوي لتحليل بيانات معقدة… ثم اتخاذ قرارات Business بناءً على نتائج غير دقيقة. النماذج اللغوية ممتازة في التوليد، لكن تحليل البيانات وبناء أنظمة تنبؤ مختلفة تمامًا. لهذا السبب قررت أختبر Verdant AI بشكل عملي، مش كلام نظري — تجربة حقيقية على بيانات قناتي على ي
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