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@halloaul46: Wkwk😁kucingg kesayangan@MhmdRudy

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Friday 11 October 2019 07:23:46 GMT
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🚀 You don’t need 50 tools to build an AI application. You need to understand where each tool fits. Here’s a practical AI Engineering Stack from idea → production 👇 🖥️ Frontend → Next.js / Streamlit 🧠 Orchestration → LangGraph / CrewAI 📚 RAG → Knowledge → Embeddings → Vector DB 🤖 LLM → Ollama + open models 🔌 Tools → MCP → GitHub, Slack, DBs, APIs 💻 Code Agents → Claude Code / Aider 📊 Data + Observability → SQLite, DuckDB, Supabase, Phoenix 🚀 Deployment → Docker, Cloudflare Workers, Hugging Face The important part isn’t memorizing this stack. It’s understanding the layers. Tools will change. Models will change. Frameworks will change. But the mental model stays: Build → Run → Observe → Iterate → Scale. 🔁 Start small. Pick one tool per layer. Build something end-to-end. Then add complexity only when the system actually needs it. 📌 Save this as your AI engineering architecture map. #AI #AIEngineering #AIEngineer #LLM #GenerativeAI
🚀 You don’t need 50 tools to build an AI application. You need to understand where each tool fits. Here’s a practical AI Engineering Stack from idea → production 👇 🖥️ Frontend → Next.js / Streamlit 🧠 Orchestration → LangGraph / CrewAI 📚 RAG → Knowledge → Embeddings → Vector DB 🤖 LLM → Ollama + open models 🔌 Tools → MCP → GitHub, Slack, DBs, APIs 💻 Code Agents → Claude Code / Aider 📊 Data + Observability → SQLite, DuckDB, Supabase, Phoenix 🚀 Deployment → Docker, Cloudflare Workers, Hugging Face The important part isn’t memorizing this stack. It’s understanding the layers. Tools will change. Models will change. Frameworks will change. But the mental model stays: Build → Run → Observe → Iterate → Scale. 🔁 Start small. Pick one tool per layer. Build something end-to-end. Then add complexity only when the system actually needs it. 📌 Save this as your AI engineering architecture map. #AI #AIEngineering #AIEngineer #LLM #GenerativeAI
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#jaloliddinahmadaliyev #CapCut
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🏊🏻🌊 #pantaivibes #pulaurupat #fyppp
18-50kg Váy thun bé gải mẫu Coffe size chất liệu cotton, váy bé gái mùa hè phong cách
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Chw lyk dr koko park yal ''pick me pick me'' PLEASEEEEEEE #aecran #jooyeon #parkjooyeon #Parkaecran
Chw lyk dr koko park yal ''pick me pick me'' PLEASEEEEEEE #aecran #jooyeon #parkjooyeon #Parkaecran

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