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#langchain

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LangWHAT?
You've seen names like LangChain, LangGraph, LangFlow or LangSmith – but what’s really behind them?

:blobcoffee: LangChain helps us build LLM apps via modular code.

:blobcoffee: LangGraph adds branching logic and multi-agent workflows.

:blobcoffee: LangFlow lets us create flows with drag & drop.

:blobcoffee: LangSmith monitors and evaluates our LLM stack.

LangChain, LangGraph and LangSmith come from the same ecosystem. LangFlow is a visual builder developed independently by DataStax.

Tried both LangChain and Langflow to build the same chatbot — Medium article coming shortly.

#LangChain#LangFlow#LLM

Understand RAG at Easter? 🐣 Why not use the time to learn something new — and build your own local PDF chatbot?

Learn how chunking, embeddings and vector search work in practice - with LangChain, FAISS, Ollama and Mistral running entirely on your machine (no API key required).

Perfect for beginners - here's the full guide & GitHub repo 👇

:blobcoffee: step-by-step guide: bit.ly/3EfOHB9
:blobcoffee: GitHub Repo: bit.ly/3EtqYgK

#RAG#Langchain#Mistral

What is an agent?
That’s what Day 3 of Kaggle’s Gen AI Challenge is all about.

:blobcoffee: An agent is a system that observes its environment, plans actions, uses tools like APIs, functions, or data stores, and acts autonomously to achieve a goal – often over multiple steps (see whitepaper from Google below).

The cognitive architecture of an agent consists of three essential components:
🧠 a model (like a language model),
🔧 tools (like APIs or functions), and
🎯 an orchestration layer that coordinates reasoning and action.

You can build such agents using tools like LangChain and LangGraph.

The full whitepaper from course day 3: kaggle.com/whitepaper-agents

www.kaggle.comAgentsAuthors: Julia Wiesinger, Patrick Marlow and Vladimir Vuskovic

sneak peek: we'll have an #elastic developer event in mountain view in may — single track and just engineering. and I'll make sure to keep it *very* technical: besides developers from #LangChain and #github with more to come, we'll have shay (elasticsearch creator), costin (who most recently worked on JOINs for ES|QL), and dinesh (currently researching on agentic search) from elastic 1/2