On The Bike Shed, hosts Joël Quenneville and Stephanie Minn discuss development experiences and challenges at thoughtbot with Ruby, Rails, JavaScript, and whatever else is drawing their attention, admiration, or ire this week.
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Let's RAG and roll: the role of content in LLM applications
Manage episode 453608443 series 2093893
Content provided by Kane Simms. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Kane Simms or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Generative AI is often marketed as a magical tool—just upload your data and let the model do the heavy lifting. But the reality is far from simple. Retrieval-Augmented Generation (RAG) doesn’t work without thoughtful preparation, clear strategy, and, most importantly, quality content.
In this episode, we dive deep into the critical role content plays in the success of AI systems like RAG. Join us as we speak with seasoned content strategists and AI industry experts who have been on the frontlines of managing and optimizing knowledge bases for AI use cases. We’ll explore why the future of AI isn’t about replacing writers—it’s about empowering content designers, technical writers, and knowledge architects to create structured, optimized, and actionable information that AI can truly work with.
If you’ve ever wondered why your AI project underdelivered or how to transform legacy content into a powerful AI resource, this episode is for you.
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Manage episode 453608443 series 2093893
Content provided by Kane Simms. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Kane Simms or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.
Generative AI is often marketed as a magical tool—just upload your data and let the model do the heavy lifting. But the reality is far from simple. Retrieval-Augmented Generation (RAG) doesn’t work without thoughtful preparation, clear strategy, and, most importantly, quality content.
In this episode, we dive deep into the critical role content plays in the success of AI systems like RAG. Join us as we speak with seasoned content strategists and AI industry experts who have been on the frontlines of managing and optimizing knowledge bases for AI use cases. We’ll explore why the future of AI isn’t about replacing writers—it’s about empowering content designers, technical writers, and knowledge architects to create structured, optimized, and actionable information that AI can truly work with.
If you’ve ever wondered why your AI project underdelivered or how to transform legacy content into a powerful AI resource, this episode is for you.
Hosted on Acast. See acast.com/privacy for more information.
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VUX World
1 The mad genius of using LLMs as classifiers with Katherine Munro, Swisscom 1:35:30
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Play Later Play Later Lists Like LikedIn this episode, Kane Simms is joined by Katherine Munro, Conversational AI Engineer at Swisscom, for a deep dive into what might sound like an odd pairing: using LLMs to classify customer intents. Large Language Models (LLMs) are powerful, multi-purpose tools. But would you trust one to handle the precision of a classification task? It’s an unlikely fit for an LLM. Classifiers typically need to be fast, accurate, and interpretable. LLMs are slow, random black-boxes. Classifiers need to output a single label. LLMs never stop talking. And yet, there are good reasons to use LLMs for such tasks, and emerging architectures and techniques. Many real-world use cases need a classifier, and many data and product development teams will soon find themselves wondering: could GPT handle that? If that sounds like you, then check out this extended episode to explore how Switzerland’s largest telecommunications provider tackles this issue while building a next-generation AI assistant. This episode is brought to you by NLX. NLX is a conversational AI platform enabling brands to build and manage chat, voice and multimodal applications. NLX’s patented Voice+ technology synchronizes voice with digital channels, making it possible to automate complex use cases typically handled by a human agent. When a customer calls, the voice AI guides them to resolve their inquiry through self-service using the brand’s digital asset, resulting in automation and CSAT scores well above industry average. Just ask United Airlines . Shownotes: "The Handbook of Data Science and AI: Generate Value from Data with Machine Learning and Data Analytics" - Available on Amazon: https://a.co/d/3wNN9cv Katherine's website: http://katherine-munro.com/ Subscribe to VUX World: https://vuxworld.typeform.com/to/Qlo5aaeW Subscribe to The AI Ultimatum Substack: https://open.substack.com/pub/kanesimms Get in touch with Kane on LinkedIn: https://www.linkedin.com/in/kanesimms/ Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Building AI maturity at Pandora with Sonia Ingram 1:08:02
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Play Later Play Later Lists Like LikedIn this episode, Kane is joined by Sonia Ingram, Global Director of AI at Pandora, to explore what it really takes to develop AI maturity in a global business. Many organisations aiming to get started with AI and generative AI often focus on short-term, point solutions to specific problems. This emergent strategy often led from the grassroots to solve siloed departmental pain points can work for proof of value. But it rarely scales. For example, a chatbot that handles returns brilliantly may not be equipped or supported to drive sales conversations. If the support team owns it, where’s the incentive to collaborate with sales to expand its capabilities? To scale AI initiatives enterprise-wide, businesses need a purposeful strategy. One that prioritises literacy, governance, tooling, and operational foundations that empower teams across the organisation to build, maintain and grow AI solutions. In this episode, Kane and Sonia explore what it really takes to build and scale AI maturity in a global business. We cover topics such as AI literacy, change management, privacy and governance, and operational tools and processes. This episode is brought to you by NLX. NLX is a conversational AI platform enabling brands to build and manage chat, voice and multimodal applications. NLX’s patented Voice+ technology synchronizes voice with digital channels, making it possible to automate complex use cases typically handled by a human agent. When a customer calls, the voice AI guides them to resolve their inquiry through self-service using the brand’s digital asset, resulting in automation and CSAT scores well above industry average. Just ask United Airlines . Subscribe to VUX World . Subscribe to The AI Ultimatum Substack . Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 AI beyond the hype: what actually works for enterprise with Andrei Papancea, NLX 57:25
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Play Later Play Later Lists Like LikedIn this episode, we chat with Andrei Papancea, CEO and Co-Founder of NLX, to cut through the noise and get real about where AI in the enterprise is delivering value, and where it's not. Andrei brings a refreshing dose of grounded perspective as the buzz around ‘agentic AI’ and generative everything reaches fever pitch. Instead of chasing trends or slapping AI onto every process, NLX is laser-focused on practical outcomes: real problems, solved efficiently, and with the right tech. We explore the challenges enterprise leaders face when navigating a market bloated with hype: internal pressures to ‘do AI,’ tech stacks that aren’t ready, and misunderstandings about what LLMs can and can’t do. Andrei shares where generative AI genuinely shines and where it is still too risky, especially for heavily regulated industries. This episode is brought to you by NLX. NLX is a conversational AI platform enabling brands to build and manage chat, voice and multimodal applications. NLX’s patented Voice+ technology synchronizes voice with digital channels, making it possible to automate complex use cases typically handled by a human agent. When a customer calls, the voice AI guides them to resolve their inquiry through self-service using the brand’s digital asset, resulting in automation and CSAT scores well above industry average. Just ask United Airlines . Subscribe to VUX World . Subscribe to The AI Ultimatum Substack . Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 AI on the rails: Arriva's journey into intelligent travel assistance 48:01
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Play Later Play Later Lists Like LikedIn this VUX World podcast episode with Kerry Phillipson, she reveals how Arriva Group transforms customer experience using cutting-edge AI technology. Learn how they're creating a virtual assistant that's not just another chatbot, but a smart, personable travel companion that understands your journey needs. Kerry shares with us how Arriva is driving AI innovation within the transportation sector. She explains how artificial intelligence is used to tackle real customer pain points, making travel smoother and more intuitive. The conversation also dives into what it takes to design an AI with a genuine personality one that feels more like a helpful guide than a machine. Looking ahead, they explore the future of travel support and how AI is reshaping the way customers interact with transportation services. Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Responsible AI, Real Results with Citizens Advice 51:32
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Play Later Play Later Lists Like LikedIn this episode on the VUX World podcast, we chat all about the innovative AI journey of Citizens Advice with Stuart Pearson. We discover how a nonprofit organisation is revolutionising customer support through Caddy, an intelligent AI assistant that reduces average handle time by 50% while maintaining a rigorous ethical approach. Stuart shares the meticulous process of developing an internal AI tool that supports contact centre agents, highlighting the importance of responsible AI implementation. From initial challenges with chatbots to creating a sophisticated AI solution, this podcast reveals how organisations can leverage artificial intelligence to enhance productivity, improve service delivery, and ultimately help more people. Subscribe to VUX World . Subscribe to The AI Ultimatum Substack . Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
In this episode, we dive deep into how NatWest uses generative AI to reshape customer service at scale, with Mark Worden, Strategy & Innovation Lead for Cora at NatWest. We explore how one of the UK’s biggest banks is building AI-driven customer journeys that are smarter, faster, and more efficient. From traditional NLU-based bots to cutting-edge Retrieval Augmented Generation (RAG) pipelines, Mark shares how Cora Plus achieves up to 99% accuracy and drastically reduces handoffs to human agents. Mark takes us inside NatWest’s pilot process - from narrowing 500 web pages down to a curated 120-item knowledge base to running internal tests, red-teaming for hallucinations, and prioritising customer consent and governance at every step. We also discover how NatWest’s summarisation tool transforms the agent experience by reducing transcript review time and saving over 50,000 minutes weekly in both agent and customer wait time. With 1.2 million conversations a month and counting, this is a masterclass in scaling AI responsibly within a highly regulated industry. Subscribe to VUX World . Subscribe to The AI Ultimatum Substack . Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Inside Autodesk’s AI-powered sales & CX transformation with Chafik Abdellaoui 58:41
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Play Later Play Later Lists Like LikedAI is changing how businesses talk to customers, but how do you move beyond the hype and make AI work for your business? In this episode, we chat with Chafik Abdellaoui, Workforce and Quality Manager at Autodesk, about how AI is used in sales and customer experience and the real results. Autodesk is leveraging AI to analyse calls, generate follow-up emails and improve CRM data. AI is being used to make sales teams more efficient and effective. Chafik explains how AI is automating low-value tasks so sales reps can focus on what really matters: building relationships and closing deals. From extracting insights from conversations to drafting personalised emails and proposals, Autodesk’s approach is about enhancing and not replacing human expertise. But AI adoption isn’t always easy. We discuss the challenges of implementing AI in sales teams, including agent adoption, structured processes and data quality. We also ask the following question: As more companies deploy AI, do we end up with homogenous customer experiences, or is there still room for differentiation? Connect with Chafik Abdellaoui on LinkedIn . Subscribe to VUX World . Subscribe to The AI Ultimatum Substack . Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
In this episode, Panos Karagiannis, CEO of Moveo.AI, joins us to explore how AI has been reshaping business automation. Panos shares invaluable insights into what it takes to build production-ready AI agents, from scaling AI solutions across industries to navigating the complexities of enterprise adoption. We also dive deep into the real-world applications of Gen AI, the buy vs. build debate for enterprises, and the challenges of differentiation in a world where many businesses use the same foundational AI models. Plus, we discuss why quality assurance is the unsung hero of AI implementation and how companies can future-proof their AI strategies. Check out Moveo.AI Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Revolutionising AI usability with Jakob Nielsen 1:06:47
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Play Later Play Later Lists Like LikedAI has made incredible strides, but is it truly user-friendly? In this episode, UX legend Jakob Nielsen joins VUX World to discuss why AI usability still lags behind and what needs to change. As the founder of UX Tigers and a pioneer in usability with 41 years of experience, Nielsen has shaped the field with groundbreaking contributions, including heuristic evaluation, Jakob’s Law, and the 10 usability heuristics. He has authored eight best-selling books, holds 79 patents, and was named “the king of usability” by Internet Magazine and “the guru of Web page usability" by The New York Times . We explore the challenges AI users face, from the articulation barrier to unclear system feedback, and why many AI products still prioritise engineering over usability. Nielsen also unpacks the impact of AI stigma, discussing how better design can build trust and encourage wider adoption. Drawing on his vast expertise, he explains why usability heuristics are more relevant than ever in the AI era. Finally, we discuss the future of AI usability and what it takes to create AI-powered tools that people actually want to use. From improving AI-human collaboration to eliminating confusing interfaces, this conversation is packed with insights for anyone working in AI, UX, or product design. Check out Jakobs LinkedIn Read ‘ What is agentic AI? A deeply researched definition ’ on The AI Ultimatum Substack Read ‘ AI Agents are not a technology. They are a strategy ’ on AgentsDecoded Substack Subscribe to VUX World Subscribe to The AI Ultimatum Substack Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 AI agents: hype vs reality with Ronald Ashri, OpenDialog 1:02:08
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Play Later Play Later Lists Like LikedThis is an interview with Ronald Ashri, Co-Founder of OpenDialog. We discuss the evolving landscape of conversational AI. Ron shares how OpenDialog has progressed since our last conversation in 2021, highlighting the transformative impact of large language models and generative AI on the enterprise automation space. We dive into the nuances of defining "AI agents", calling out the hype and misuse of the term and putting a few of the well-known tech companies on the chopping block! We chat about how OpenDialog leverages AI agent-based abstractions and goal-driven architectures to build more reliable and effective conversational systems, striking a balance between the flexibility of language models and the constraints of business processes. The conversation also explores the future of conversational interfaces, touching on the potential to blend language AI, dynamic user interfaces, and orchestrated experiences to create seamless, multi-modal interactions. It’s a thought-provoking perspective on the current state of the industry and the practical steps organisations can take to harness the power of generative AI in business. Check out OpenDialog: https://opendialog.ai/ Subscribe to VUX World: https://vux/world/subscribe Read ‘What is agentic AI? A deeply researched definition’ on The AI Ultimatum Substack: https://kanesimms.substack.com/p/what-agentic-ai-actually-is-a-deeply?r=g9nf Read ‘AI Agents are not a technology. They are a strategy’ on agentsdecoded Substack: https://www.agentsdecoded.com/p/ai-agents-are-not-a-technology-they Our 15 AI Trends in CX Insights Report is out now! Learn how to find success with AI: https://vux.world/customer-experience-trends-2025/?utm_source=vux&utm_medium=Podcast&utm_campaign=Trends2025 Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Salzburg AG revolutionises customer service with generative AI, Sarah Haider 55:29
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Play Later Play Later Lists Like LikedIn this podcast with Sarah Haider, Digital Manager for Conversational AI at Salzburg AG, we explore the journey of revolutionising customer interactions with AI. From the early days of NLU-based chatbots to embracing generative AI and retrieval-augmented generation technology, Sarah outlines the challenges and breakthroughs in enhancing Salzburg AG’s digital assistant capabilities. Chapters: 00:00: Introduction to Sarah Haider and Salzburg AG 05:23: Why is AI appealing for the energy industry? 08:32: The history of AI at Salzburg AG 12:00: Measuring success pre-generative AI 16:25: Goals of exploring generative AI 19:50: Starting with Retrieval Augmented Generation (RAG) 24:10: Full RAG implementation process 39:45: Lessons in prompt design 44:45: Quality assurance tactics 48:25: Impact of generative AI 51:20: Other use cases for generative AI The conversation highlights the strategic shift to generative AI, tackling complex use cases like public transport queries while maintaining customer satisfaction and reliability. Sarah dives into the importance of data preparation, prompt design, testing, and quality assurance, shedding light on what it takes to make AI solutions scalable and effective in real-world scenarios. This episode is perfect for anyone looking to modernise their chatbot or explore the potential of AI in customer experience. From reducing call centre volume to delivering human-like interactions, Sarah's approach demonstrates how innovation can elevate both business impact and customer satisfaction. Subscribe to VUX World: https://vux/world/subscribe Subscribe to The AI Ultimatum Substack: https://open.substack.com/pub/kanesimms Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 You won't believe how Rasa is revolutionising Conversational AI 53:18
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Play Later Play Later Lists Like LikedFrom the rise of ChatGPT to the death of intent classification, Alan shares insights into how modern AI systems, like Rasa's CALM approach, are reshaping enterprise workflows and user experiences. Alan shares how Rasa's innovative platform integrates large language models with structured business logic, and is able to deliver robust, reliable, and natural conversations. Alan highlights the balance between deterministic workflows and flexible AI, debunking myths about agentic AI and discussing the critical role of context and understanding. This episode is packed with actionable insights and a visionary outlook on where the industry is headed! Visit Alan's LinkedIn - https://www.linkedin.com/in/anichol/ Find out more about Rasa - https://rasa.com/ Subscribe to VUX World: https://vux/world/subscribe Read ‘What is agentic AI? A deeply researched definition’ on The AI Ultimatum Substack: https://kanesimms.substack.com/p/what-agentic-ai-actually-is-a-deeply?r=g9nf Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 The generative AI platform that's revolutionising business growth, with Noam Fine 1:00:12
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Play Later Play Later Lists Like LikedThis episode features Noam Fine, co-founder and CEO of Hear.ai. Noam is a serial entrepreneur with multiple exits, having most recently founded Over.ai, which was acquired by Vonage in 2019. In this conversation, we delve into the transformative potential of generative AI in the contact center. Not for automating conversations with customers, but for turning these conversations into insights. Insights that can lead to tremendous improvements in customer experience, and business growth. We explore how generative AI can enable new mindsets and move beyond incremental improvements, fundamentally reshaping the way organisations approach customer service and support. At the heart of the conversation is the concept of the "Customer Value Exchange" (CVX) - the idea of turning contact centers from traditional cost centers into strategic value centers that can provide invaluable insights to drive business growth. We discuss the details behind the hear.ai platform and how it leverages a unique blend of small and large language models, as well as fine-tuned models, to achieve reliability and cost-efficiency in analysing customer interactions. This episode offers a glimpse into the transformative power of generative AI in the contact center industry, showcasing how innovative solutions like the Here AI platform can redefine the customer experience landscape and drive tangible business impact. Visit Noam's LinkedIn - https://www.linkedin.com/in/noamfine/ Read our 15 AI Trends in Customer Experience 2025 - https://vux.world/customer-experience-trends-2025/?utm_source=vux&utm_medium=Podcast&utm_campaign=Trends2025 Be sure to check out hear.ai - https://www.linkedin.com/company/hear-ai/posts/?feedView=all Sign up to the VUX World Newsletter - https://vuxworld.typeform.com/to/Qlo5aaeW?typeform-source=www.linkedin.com Sign up to our Substack - https://kanesimms.substack.com?utm_source=navbar&utm_medium=web Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Navigating CX: Lean, AI, and Customer-Centric Transformation 1:04:18
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Play Later Play Later Lists Like LikedJoin us as we dive into the evolving landscape of customer experience with Alannah Martin, Value Owner at Ovo Energy. From applying Lean Six Sigma principles to tackling inefficiencies, to scaling conversational AI for real-world impact, we explore how technology and human-centric design drive innovation in service industries. Discover the secrets behind successful chatbots, operational alignment, and reducing cognitive load for both customers and employees. Whether you’re a CX enthusiast or an automation advocate, this episode is packed with actionable insights and forward-thinking strategies for the new age of customer engagement. Hosted on Acast. See acast.com/privacy for more information.…
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VUX World
1 Agentic AI and LLMs, what to expect in 2025 56:12
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Play Later Play Later Lists Like LikedMike Myer is the CEO and Co-Founder of Quiq, the generative AI conversational automation platform that's been making noise in recent months, with a flurry of genAI use cases in production with a whole host of enterprise brands. Mike joins me to discuss where we are with agentic AI adoption and trends he's observed in 2024 as well as forecasted trends and considerations for 2025. Hosted on Acast. See acast.com/privacy for more information.…
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Redefining AI is the 2024 New York Digital Award winning tech podcast! Discover a whole new take on Artificial Intelligence in joining host Lauren Hawker Zafer, a top voice in Artificial Intelligence on LinkedIn, for insightful chats that unravel the fascinating world of tech innovation, use case exploration and AI knowledge. Dive into candid discussions with accomplished industry experts and established academics. With each episode, you'll expand your grasp of cutting-edge technologies and ...
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The power of Data is undeniable. And unharnessed - it’s nothing but chaos. Making data your ally. Using it to lead with confidence and clarity. Host Jess Carter is solving problems in real-time to reveal what’s possible. Helping communities and people thrive. This is Data Driven Leadership, a show brought to you by Resultant.
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Big tech is transforming every aspect of our world. But how, and at what cost? This season of Land of the Giants – The Disney Dilemma – focuses on Disney’s ability to weather the ups and downs of the business cycle and changing tastes and explores what has kept it successful for over 100 years. The entertainment giant has leveraged nostalgia and its intellectual property to build a beloved brand, but after an acquisition spree that included Marvel, Lucasfilm, and 20th Century Fox, can it sus ...
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Hanselminutes is Fresh Air for Developers. A weekly commute-time podcast that promotes fresh technology and fresh voices. Talk and Tech for Developers, Life-long Learners, and Technologists.
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