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Sources: multiple staff at the UK's AISI have been signed off work with stress, as tight model release schedules and AI fears lead to low morale and burnout (Financial Times)

Top researchers at Aisi, OpenAI, Anthropic and Google DeepMind report burnout and stress over developing powerful AI

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Build a Multi-Agent RAG Legal Assistant with LangGraph, FastAPI, and Streamlit (Beginner Guide)

Retrieval-Augmented Generation (RAG) sounds complex, but the core concept is straightforward: instead of asking an AI model to answer purely from memory, you hand it specific reference documents and tell it to answer using only that text. In this guide, you will build an end-to-end legal assistant tailored for UAE Federal Law.

  • Guide builds multi-agent RAG legal assistant using LangGraph, FastAPI, Streamlit
  • Final product is Streamlit UI allowing users to ask questions and receive verified legal answers

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