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@ameeeralsharq: #كاظم_الساهر قصه اغنيه راحت عليك

امير الشرق
امير الشرق
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Region: JO
Friday 28 August 2026 21:01:34 GMT
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tarek.hasn3
Tarek Hasn :
لمثل هذه الامهات ترفع القبعه .
2026-08-29 21:39:42
0
dalal.s.d
Dalal S D :
2026-08-29 17:10:04
0
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🧠 An LLM is powerful — but it's one layer. Real AI systems are built from seven working together: 🟣 LLMs — the reasoning layer (Claude, GPT, Gemini, Llama, Qwen, DeepSeek) 🔵 Embedding models — turn text into meaning machines can search 🟠 Vector databases — store & retrieve those embeddings (Pinecone, Milvus, Weaviate, Qdrant) 🟢 Data extraction — read your PDFs, pages, docs & tables properly first 🔴 LLM access — connect your app to any model/provider (Hugging Face, Groq, Together, Ollama, cloud) 🟡 Frameworks & orchestration — RAG pipelines, agents, multi-step workflows (LangChain, LlamaIndex, Haystack) 🟣 Evaluation — the part teams skip: accuracy, hallucinations, grounding, failure cases AI engineering isn't prompt writing anymore — it's system design, data engineering, retrieval, evaluation, deployment, monitoring. Useful AI products aren't built from models alone; they're built from the stack around the model. 💬 Which layer does your team skip most? #HackProduct #AIengineering #RAG #LLM #systemdesign
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