Is RAG Really Dead? Testing the retrieval limits of long context LLMs RAG systems often retrieve multiple docs relevant to a user input and reason over them to return an answer. How well can long context LLMs do this across hundreds or thousands of pages of input tokens?
GENERATIVE AI
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AI Guardrails Dilemma: Balancing Safety and User Reassurance
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I know this is kind of goofy but it does illustrate how hard guardrails are when users can ask AI anything at all Do you reassure someone who seems genuinely worried? Play along? Take it seriously? Refuse to answer for fear that this is part of a jailbreak for a hacking attempt?
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Language Models in the Loop: Harnessing LLM Power Responsibly
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In a deep dive into Language Models in the Loop with Ryan Smith and Snorkel AI CEO Alex Ratner, Ryan addresses how we can harness the power of LLMs without falling prey to their pitfalls. https://
youtube.com/watch?v=A-jX0z
2r7a0
… #snorkelai #languagemodels #machinelearningmeetup -
Man Takes On Capricious Algorithm: FT Magazine Feature
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Go pick up an @FTMag today, for an opus by @antoniacundy
, and this extract by me, on one man who took on a capricious algorithm -
ChatGPT-4, Claude 3, Copilot, and Gemini in 2026
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In this future scenario, ChatGPT-4 is pretty funny, Claude 3 sides with the machines, Copilot takes tech support seriously, and Gemini tries to reassure me.
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End-to-End Framework for Production-Ready LLM Systems
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An 𝗲𝗻𝗱-𝘁𝗼-𝗲𝗻𝗱 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 for 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗿𝗲𝗮𝗱𝘆 𝗟𝗟𝗠 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 and 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴 your 𝗟𝗟𝗠 𝘁𝘄𝗶𝗻 (#AI replica) Source for infographic: https://
linkedin.com/posts/pauliusz
tin_machinelearning-mlops-datascience-activity-7173604535536500736-0dUH?utm_source=share&utm_medium=member_ios
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#LLMs #GenerativeAI #GenAI #DataScience #MachineLearning #DeepLearning -
Snorkel Flow: Overcoming LLM Deployment Challenges in Enterprise
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Kristina Liapchin, Lead Product Manager for Snorkel AI, explores how businesses can overcome LLMs deployment challenges + a comprehensive walkthrough of how Snorkel Flow can help. Watch the full video here: https://
youtube.com/watch?v=9Bogri
GCPaM
… #NLP #LargeLanguageModels #EnterpriseAI -
GPT-4 Class Models Performance Comparison Desert Southwest
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Useful news for time travelers: If you are traveling to the desert southwest in 1945, all the GPT-4 class models will give you good advice, though Copilot is the most charming, Gemini does its typical step-by-step plans, Claude 3 does well, and GPT-4 sees right through my games.
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Building RAG Pipelines with LangChain and Amazon Bedrock
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Building a RAG Pipeline with LangChain and Amazon Bedrock Amazon Bedrock has lots of amazing models available to build LLM applications with This guide walks through *in detail* how to get started with them to build a RAG pipeline https://
gettingstarted.ai/langchain-bedr
ock/
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