Large Language Models (LLMs) have changed the way we interact with information. A base LLM is only aware of the information it was trained on. Retrieval augmented generation (RAG) can address this issue by providing context of additional data sources. In this session, we’ll build a RAG-based LLM application that incorporates external data sources to augment an OSS LLM. We’ll show how to scale the workload with distributed kubernetes compute, and showcase a chatbot agent that gives factual answers.

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Harrison Chase is the CEO and Co-founder of LangChain, a company formed around the popular open-source Python/Typescript packages. After studying stats and computer science at Harvard, Harrison also went on to lead the machine learning team at Robust Intelligence (an MLOps company) and the entity linking team at Kensho (a fintech startup).

In this fireside chat, he will discuss how LangChain is making it easier to use large language models (LLMs) to develop context-aware reasoning applications. Leveraging the Google ecosystem, they are testing, evaluating, and observing common patterns for building more complex state machines and agents.

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Supercharge your processes with Gemini for Google Workspace. Build no-code solutions easily using AppSheet and create custom solutions integrated with BigQuery and Vertex AI. Learn how generative AI is evolving to help users tackle common workflow scenarios with ease.

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Learn how Gemini helps teams easily create, build, and edit video content with a new AI-powered video creation tool for work, from Google Workspace.

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Learn how Gemini can accelerate time-to-innovation across your data teams by delivering a unified, intelligent experience that simplifies all aspects of the data journey.

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Learn how Gemini can help defenders quickly detect, investigate, and respond to threats.

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Save time and boost your creativity by using generative AI capabilities in Gmail, Google Docs, Slides, and Meet. Learn how new capabilities enable teams to write, design, organize, accelerate workflows, have richer meetings, and much more.

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Experience Gemini in Google Meet. Create meaningful conversations with live translations, "take notes for me" and much more. Extend the AI experience to hybrid meetings in Meet conference rooms. See how dynamic tiles, face match and dynamic layouts make your in-room and virtual experiences rich and equitable.

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Explore how BigQuery customers can use Gemini to extract value from their data.

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Streamline your AI journey using GKE's robust infrastructure. In minutes, we'll showcase expert tips for fine-tuning open source LLMs and deploying inference on GKE.

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Put like a pro with AI analyzing your mini golf performance.

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Let Gemini be your concierge, go on a Gemini Ride. You tell Gemini what problem you'd like to solve and it'll drive you to the place to do it.

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Accelerate marketing analysis, tailored personalization, and impactful content creation with Vertex AI Search, Vertex AI Agents, Dialogflow CX, Gemini, and BigQuery ML

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See how Gemini for Google Cloud can help capital markets researchers analyze market commentary videos and create meaningful summaries.

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Journey from rainforests to deserts, from oceans to mountains – all with the power of Gemini and Vertex AI. Explore one of the world's largest biodiversity datasets by conversation or map. Gemini will generate an immersive safari that reveals the incredible species, habitats, and ecosystems that shape our world.

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Build cloud solutions faster and smarter with Prompt Design in Vertex AI. Work your way towards earning a Google Cloud skill badge while being introduced to GenAI, powered by Google's advanced Gemini AI. Your session will include a presentation and hands-on practice with the learning labs included in this Skill Badge, followed by an overview of the requirements that will be evaluated to earn this credential. The challenge lab, to be completed after the session, takes the learner on a journey of crafting effective prompts, applying Gemini models to create new product descriptions in a real-world marketing scenario, and running, testing and modifying generative AI code using Jupyter Notebooks. Experience the future of cloud development today!

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Learn how to write effective prompts to get the most from Gemini in Gmail, Docs, Sheets, Slides, and when chatting with Gemini at gemini.google.com. Whether you are writing briefs or emails, creating brand images or a budget spreadsheet, learning how to write clear and specific prompts is crucial.

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Level up your soccer game with Vertex AI. Capture your kick spatially with Pixel devices. Use AI vision models to analyze your technique and receive personalized coaching insights from Gemini to take your game further.

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Think you can harness AI to level up your Cloud game? Prove it in Speed run! This fast-paced game show tests your Workspace, Developers, Data, and Security skills – all supercharged by Gemini for Google Cloud products. Explore how Gemini accelerates your team's efficiency, unlocking AI-enabled solutions across your enterprise.

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Learn how Gemini in Google Chat can transform the ways you connect and collaborate. Catch up on what you’ve missed, summarize documents, and generate ideas in the place you communicate every day.

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