Bhushan @KRrrrrissssh

𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering modern AI applications. 𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝘀𝘁𝗮𝗰𝗸 𝗹𝗼𝗼𝗸𝘀 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝗹𝗶𝗸𝗲 𝘁𝗵𝗶𝘀: LLMs → OpenAI, Claude, Gemini, Llama, Mistral Agentic AI → LangGraph, CrewAI, AutoGen, CAMEL, Agno RAG → LangChain, LlamaIndex, Haystack, GraphRAG Embeddings → OpenAI, Voyage, Cohere, BGE MCP → Connecting models with tools, data and systems AI Security → Guardrails, Presidio, Lakera, Prompt Security Observability & Evals → LangSmith, Langfuse, Phoenix, Ragas Memory → Redis, Mem0, Zep, Neo4j, Chroma Agent Frameworks → OpenAI SDK, Semantic Kernel, Google ADK, Bedrock Automation → n8n, Zapier, Make, Airflow, Prefect Vector Databases → Pinecone, Weaviate, Qdrant, Milvus, pgvector But here’s the part that matters more than the logos. 𝗧𝗵𝗶𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮 𝘀𝗵𝗼𝗽𝗽𝗶𝗻𝗴 𝗹𝗶𝘀𝘁. It’s a dependency graph. Your RAG is only as good as your retrieval + embeddings. Your agent is only as reliable as its tools + evaluations + guardrails. Your memory is useless if you can’t observe when context becomes stale or wrong. Your MCP layer becomes dangerous if permissions and governance are an afterthought. And a “best-in-class” stack can still become a terrible production system. Why? Because AI systems rarely fail only inside one component. 𝗧𝗵𝗲𝘆 𝗳𝗮𝗶𝗹 𝗮𝘁 𝘁𝗵𝗲 𝗵𝗮𝗻𝗱𝗼𝗳𝗳𝘀. Model → Retrieval Retrieval → Context Context → Agent Agent → Tool Tool → Memory Memory → Evaluation That’s where latency compounds, context gets lost, permissions leak, hallucinations propagate and reliability starts falling apart. 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗺𝗼𝗮𝘁 𝗶𝘀𝗻’𝘁 𝗵𝗮𝘃𝗶𝗻𝗴 𝗺𝗼𝗿𝗲 𝗔𝗜 𝘁𝗼𝗼𝗹𝘀. It’s designing how they work together. A stack map tells you 𝗪𝗛𝗔𝗧 exists. Production engineering decides 𝗛𝗢𝗪 it all survives contact with reality. Which tool in your AI stack has become indispensable? Save this map for your next AI build. Repost it for someone designing an AI architecture. #AI #ArtificialIntelligence #GenAI

Best YouTube Channels for Data Science! #BigData #Analytics #DataScience #AI #MachineLearning #IoT #IIoT #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode geni.us/Best-YouTube-D…

Road to AI Engineer..

PYTHON FOR DATA ENGINEERING │ ├── 1. PYTHON FOUNDATIONS │ ├── Python Basics │ ├── Variables & Data Types │ ├── Control Flow │ ├── Functions │ ├── Modules & Packages │ └── Error Handling │ ├── 2. PYTHON FOR DATA │ ├── Data Structures │ ├── Comprehensions │ ├── Files & JSON │ ├── Dates & Times │ ├── Regular Expressions │ ├── Iterators & Generators │ ├── Logging │ └── Environment Variables │ ├── 3. DATA & DATABASES │ ├── SQL │ ├── Advanced SQL │ ├── PostgreSQL / SQL Server │ ├── Database Connectivity │ ├── Data Modeling │ ├── Fact & Dimension Tables │ ├── Data Formats │ └── Data Warehousing │ ├── 4. ETL / ELT │ ├── APIs │ ├── Extract │ ├── Transform │ ├── Load │ ├── Batch Processing │ ├── Incremental Loads │ ├── Data Lakes │ ├── Lakehouse │ └── Medallion Architecture │ ├── 5. BIG DATA │ ├── Pandas │ ├── NumPy Basics │ ├── PySpark │ ├── Spark SQL │ ├── Partitioning │ ├── Joins & Windows │ ├── Optimization │ └── Delta Lake │ ├── 6. ORCHESTRATION & CLOUD │ ├── Airflow │ ├── Git & GitHub │ ├── Linux │ ├── Docker │ ├── AWS / Azure / GCP │ ├── Cloud Storage │ ├── Databricks │ └── CI/CD │ └── 7. PRODUCTION & PROJECTS ├── Data Quality ├── Testing / Pytest ├── Monitoring ├── Logging ├── Kafka ├── Streaming ├── CDC ├── Production Pipelines └── Portfolio Projects

Python beginner cheat sheet: `print()` → Output `input()` → User input `len()` → Length `range()` → Sequence `if` → Decision `for` → Loop `while` → Repeat `def` → Function `list` → Collection `dict` → Key/value data `try/except` → Handle errors `import` → Use modules Python developers: What was the first project you built?

🔥 AI Engineer Roadmap - 2026 Stage 1: 🐍 Python Stage 2: 🔧 Git + GitHub Stage 3: 🗄️ SQL + Databases Stage 4: 📊 Machine Learning Fundamentals Stage 5: 🧠 Deep Learning - PyTorch Stage 6: 🤖 LLM Fundamentals Stage 7: ✍️ Prompt Engineering Stage 8: 📚 RAG - Retrieval-Augmented Generation Stage 9: 🧩 Vector Databases + Embeddings Stage 10: 🛠️ AI Agents - Tools, MCP & Function Calling Stage 11: 🚀 AI Deployment - Docker + Cloud Stage 12: 💻 Build & Ship AI Applications 🏆 Complete these + build real projects = AI Engineer unlocked.

@ashuuu_soft Happy to connect 🫂

@KarmveerKhicha1 @abhijeet_dipke @narendramodi @GovernorMP @KarmveerKhicha1 Sir, please enlighten your thoughts on this... Would Dipke, Ranka & Sourav Das will rush to Punjab to cover this !! x.com/aajtak/status/…

AajTak @aajtak

a week ago

फर्जी छात्र, फर्जी हाजिरी... पंजाब में करोड़ों का घोटाला! बच्चे गांव छोड़ गए, बंटती रही स्कॉलरशिप पंजाब के शिक्षा विभाग पर लगे इन गंभीर आरोपों ने राज्य की प्राइमरी शिक्षा व्यवस्था के प्रशासनिक ढांचे पर बड़े सवालिया निशान खड़े कर दिए हैं. शिकायत के मुताबिक संगरूर के भिंडरा सेंटर

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@KarmveerKhicha1 @abhijeet_dipke @narendramodi @GovernorMP Bangalore (Karnataka) and Ludhiana (Punjab), but specifically hunt down neglected village schools only in BJP-ruled states? I agree education shouldn't be political, but it shouldn't be weaponized for a personal agenda either.. 2/2

@KarmveerKhicha1 @abhijeet_dipke @narendramodi @GovernorMP I completely disagree. If he isn’t biased, show me a single post where he criticizes INC or AAP governments with the same aggressiveness as he targets the BJP. Why visit newly inaugurated, posh schools in...1/2

1 moment of success can wipe off decades of failures, desperation, embarrassments, insults, depression & frustra Just 1 moment of success But it costs u decades

nysa @chalkalaana

a week ago

There is a Ranveer before Dhurandhar and a Ranveer after Dhurandhar

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@jod_insane Just like BOSTON kicked him out, it's only a matter of time before Ranka and Sourav drop him too. He’s nothing more than a keyboard warrior and zero substance !

@abhijeet_dipke @narendramodi @GovernorMP The irony is that he can draft a fake resignation letter for a position he doesn't even hold, yet he still can't produce the degree he claims to have..! Total fraud guy.. !!

Difficulties will make you strong .

@darvasboxtrader Some people spend all their time laughing at and insulting SECCESSFUL people, like business leaders and founders, while building NOTHING themselves. It is easy to throw cheap shots from the sidelines when you have nothing to show. Just avoid such NEGATIVE ppl🧘🏻‍♂️

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@mohak_ailani Unstead of #SchoolThikKaro #ReservationCancelKaro

@venom1s There is a limit to "Boycott" also.. Anyways nobody watches her movies !! Half ppl dont know who she is...

#VOLTAMP 💥

@remindmetweets remind me this Tweet on 1 May 2029 !

Arpit Sharma @iArpitSpeaks

a month ago

This is how Opposition will look like in 2029.

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