Media & Information

Esteemed specialists working in the fields of media education, digital media, multimedia and radio services

David Kjerrumgaard

David Kjerrumgaard

David Kjerrumgaard is a Developer Advocate at StreamNative and a committer on the Apache Pulsar project, where he focuses on the intersection of real-time data streaming and agentic AI. With over a decade of experience building distributed systems at scale, he helps organizations connect AI agents to the live data and tools they need to operate in production.
David's current work sits at the foundation of an emerging discipline he calls context engineering — the practice of designing data infrastructure for AI agents. He explores how streaming platforms like Apache Pulsar and Apache Kafka serve as the event-driven backbone for multi-agent systems, how the Model Context Protocol (MCP) extends to streaming primitives, and how lakehouse-native architectures make real-time agent infrastructure both reliable and cost-efficient.
He is the author of Pulsar in Action (Manning) and co-author of Practical Hive (Apress), and an active committer on Apache Pulsar with contributions to Apache NiFi. As an internationally recognized speaker, David has presented at conferences worldwide — including NDC London, ApacheCon, Community Over Code, Devoxx, and Data Streaming Summit — and was named a Sessionize Most Active Speaker for 2024.

David's career spans hands-on engineering and technical leadership at companies that have shaped modern data infrastructure. He served as Principal Software Engineer on Splunk's messaging team, focused on real-time data analytics at scale. Prior to Splunk, he led solutions architecture at Streamlio and served as Global Practice Director at Hortonworks, where he architected enterprise-scale streaming and big data platforms for Fortune 500 organizations across financial services, telecommunications, and manufacturing.

His talks combine deep technical content with the practical lessons learned from years of production deployments. Whether explaining how to govern AI agents at the data layer, designing event-driven multi-agent orchestration patterns, or wiring live data streams into LLM context windows, David's sessions are grounded in working code and real-world architectural tradeoffs.
David is passionate about open source as the foundation for the agentic AI era. He believes the same open standards, durable infrastructure, and community-driven evolution that powered the rise of modern data streaming will define how the next generation of AI agents reaches production. Through his writing, speaking, and code contributions, he works to bridge the streaming data community and the emerging agent ecosystem.

David Kjerrumgaard is a Developer Advocate at StreamNative and a committer on the Apache Pulsar project, where he focuses on the intersection of real-time data streaming and agentic AI. With over a decade of experience building distributed systems at... Show more

Michael Plettner

Michael Plettner

With more than 2 decades of customer experience, a long history in Microsoft products, Michael is a Cloud Architect who enjoys sharing his experience with the community and help the community grow.
During the last years, Michael was working with customers in Microsoft Teams topics, Microsoft 365 implementations overall and since 2022 he's also working with his customers in different Microsoft Viva projects.
Since more than seven years Michael has its own company, working with the focus on Microsoft topics, Change-Management and Project-Management. He's also a Microsoft MVP for Microsoft 365 Apps and Services since 2021.

With more than 2 decades of customer experience, a long history in Microsoft products, Michael is a Cloud Architect who enjoys sharing his experience with the community and help the community grow. During the last years, Michael was working with cus... Show more

Elizabeth Fuentes Leone

Elizabeth Fuentes Leone

Elizabeth Fuentes is a Developer Advocate and AI engineer specializing in agent harness architecture. Her work spans context engineering, agent memory, security guardrails, and taking agents to production. Through hands-on demos she breaks complex concepts into simple, understandable pieces of code, helping developers build more efficient agents and democratizing the adoption of advanced AI for everyone. Master's in Data Science, bilingual English/Spanish.

Elizabeth Fuentes is a Developer Advocate and AI engineer specializing in agent harness architecture. Her work spans context engineering, agent memory, security guardrails, and taking agents to production. Through hands-on demos she breaks complex co... Show more

Joseph Katsioloudes

Joseph Katsioloudes

Joseph is a leading voice in AI and cyber, developing software and content that shape how millions of developers build. His open source game gh.io/scg has helped 10K+ developers gain AI and security skills. His videos, with 4.3M+ views, simplify complex technical topics and deliver actionable tips to a global audience. As a speaker, Joseph has delivered 80 technical sessions in 25 countries in 5 years, averaging 300 engineers per session, captivating audiences with his insights and energetic stage presence.

Joseph is a leading voice in AI and cyber, developing software and content that shape how millions of developers build. His open source game gh.io/scg has helped 10K+ developers gain AI and security skills. His videos, with 4.3M+ views, simplify comp... Show more

Tori Tompkins

Tori Tompkins

Tori is a Principal AI Consultant at Advancing Analytics. Specialising in MLOps and LLMOps, Tori has worked on many ML and data science projects with Azure and Databricks at all stages of the ML Lifecycle. She is a co-presenter of the Data & AI podcast, Totally Skewed, founder of Girls Code Too UK and Trustee of Girls in Data.

Tori is a Principal AI Consultant at Advancing Analytics. Specialising in MLOps and LLMOps, Tori has worked on many ML and data science projects with Azure and Databricks at all stages of the ML Lifecycle. She is a co-presenter of the Data & AI podca... Show more

Seema Saharan

Seema Saharan

Meet Seema, the tech whiz at Autodesk. She's not just about fixing things – she loves sharing what she knows! Whether speaking at cool events like GitLab Commit, and GitHub Universe or breaking down tech on her YouTube channel, Seema makes the complicated stuff easy and fun. Join her on a tech adventure where learning and sharing go hand in hand! 🚀

Meet Seema, the tech whiz at Autodesk. She's not just about fixing things – she loves sharing what she knows! Whether speaking at cool events like GitLab Commit, and GitHub Universe or breaking down tech on her YouTube channel, Seema makes the compli... Show more

Sabrina Göttlinger

Sabrina Göttlinger

My passion is to make technical information easy to understand and accessible to everyone.

As a speaker at various events, I share information on key points in the M365, Loop and AI area.
Within my social networks, I prepare the information in small articles, blog posts or videos

At the beginning of 2024, I received the Microsoft MVP award.
In 2026 i joined Microsoft as a Cloud Solution Architect

My passion is to make technical information easy to understand and accessible to everyone. As a speaker at various events, I share information on key points in the M365, Loop and AI area. Within my social networks, I prepare the information in sm... Show more

Toni Granell

Toni Granell

Microsoft MVP & MVS. Apasionado por la tecnología, iniciándome en el mundo de la programación como hobby con calculadoras programables en el año 1982... Trabajando con Microsoft CRM desde el año 2004, evolucionando hacia el mundo Microsoft 365 y la Power Platform. Cofundador de la primera iniciativa de comercialización en España de Microsoft Dynamics CRM como servicio, con la versión 4.0, bajo el nombre comercial CRM Dinámico.

Microsoft MVP & MVS. Apasionado por la tecnología, iniciándome en el mundo de la programación como hobby con calculadoras programables en el año 1982... Trabajando con Microsoft CRM desde el año 2004, evolucionando hacia el mundo Microsoft 365 y la P... Show more

Pritesh Kiri

Pritesh Kiri

Pritesh Kiri is a DevRel Engineer at Harness and a community manager and maintainer of LitmusChaos, an open-source cloud-native chaos engineering platform.

He works at the intersection of AI agents, MCP, agent protocols, platform engineering, and cloud-native technologies. He regularly speaks at technical conferences and contributes to open-source projects, developer education, and technical documentation.

Beyond his engineering work, Pritesh organizes AI Dev Circle by ReactPlay and the Agentic AI Foundation (AAIF) Bengaluru community, bringing developers together through technical meetups, workshops, and hands-on learning.

Pritesh Kiri is a DevRel Engineer at Harness and a community manager and maintainer of LitmusChaos, an open-source cloud-native chaos engineering platform. He works at the intersection of AI agents, MCP, agent protocols, platform engineering, and ... Show more

Valerie Junk

Valerie Junk

Hi there. I am Valerie Junk.
I am passionate about creating insights from data and designing dashboards using Power BI. With my expertise in data analytics and visualization, I support companies in developing effective data-driven strategies that yield results and take the business to the next level.
Microsoft Data Platform MVP

Hi there. I am Valerie Junk. I am passionate about creating insights from data and designing dashboards using Power BI. With my expertise in data analytics and visualization, I support companies in developing effective data-driven strategies that y... Show more

Anja Schröder

Anja Schröder

Anja Schröder is a Microsoft MVP and Modern Workplace Architect at Skaylink. She designs and builds Microsoft 365 architectures and leads their technical implementation from initial concept to rollout. Her approach ensures that solutions are not only secure and reliable but also improve the day-to-day work experience. Her expertise lies in Microsoft Teams, SharePoint, and Copilot. In her sessions, she combines deep technical knowledge with practical examples to show how organizations can unlock the full potential of Microsoft 365.

Anja Schröder is a Microsoft MVP and Modern Workplace Architect at Skaylink. She designs and builds Microsoft 365 architectures and leads their technical implementation from initial concept to rollout. Her approach ensures that solutions are not only... Show more

Cruz Margaix

Cruz Margaix

I’ve been part of the Microsoft Dynamics ecosystem for over 25 years, and I’m still learning something new every day. I’ve always enjoyed exploring new technologies, tackling new challenges, and learning from the people I meet along the way.

Being part of the Dynamics community means a lot to me. I love sharing what I learn, exchanging ideas, and learning from others. Speaking at community events in both Spanish and English has given me the opportunity to connect with people who share my passion for technology and give back to a community that has given me so much.

My main technical interests are Dynamics 365 Finance and Operations, integrations across the Dynamics ecosystem, and the ways AI will transform both these solutions and how we work with them. I’m excited to explore the possibilities this evolution brings and share experiences and insights that other professionals can put into practice in their day-to-day work.

As a woman who has spent over 25 years in technology, I also believe in the importance of making our industry more diverse and inclusive. I’m particularly passionate about encouraging girls and young women to explore technology, discover their potential, and see the many opportunities a career in tech can offer.

For me, being part of this community is about much more than technology. It’s about people, shared experiences, continuous learning, and helping each other grow.

I’ve been part of the Microsoft Dynamics ecosystem for over 25 years, and I’m still learning something new every day. I’ve always enjoyed exploring new technologies, tackling new challenges, and learning from the people I meet along the way. Being... Show more

George Hantzaras

George Hantzaras

George is a distributed systems expert and a hands-on engineering leader. He is a Director of Engineering at MongoDB, focusing on implementing cloud native technologies at enterprise scale. He is an Ambassador of the Data on Kubernetes community and the author of The Platform Engineering Playbook, by Packt. Most recently, he has been a speaker at global events like Kubecon, OpenSource Summit, Hashiconf, LeadDev, SaaStr, and more.

George is a distributed systems expert and a hands-on engineering leader. He is a Director of Engineering at MongoDB, focusing on implementing cloud native technologies at enterprise scale. He is an Ambassador of the Data on Kubernetes community and ... Show more

Sameer Mhaisekar

Sameer Mhaisekar

I'm the founder organizer of Experts Live India, organizing physical and online conferences. I also host a tech/semi tech podcast, Experts Live India podcast.

I'm a 3x Microsoft MVP and been awarded Azure content hero and Azure community hero badgers by Microsoft.

I'm active in the Copilot, Power Platform and Governance space.

I'm the founder organizer of Experts Live India, organizing physical and online conferences. I also host a tech/semi tech podcast, Experts Live India podcast. I'm a 3x Microsoft MVP and been awarded Azure content hero and Azure community hero badg... Show more

Maria Zakourdaev

Maria Zakourdaev

Maria is a Data Platform Microsoft MVP and a technology expert with more than 20 years of experience, a community leader with a profound knowledge of Microsoft products and services, while also being able to bring together diverse platforms, products, and solutions, to solve real-world problems.
She has a hands-on experience managing various data management technologies in Azure, AWS and Google public cloud platforms, including SQL Server, Azure CosmosDB, AWS DynamoDB, MemSQL, MySQL, Postgresql, Snowflake, Redis, Amazon Redshift, Couchbase and Elasticsearch, Spark, Databricks, Big Query. She is the main organizer of the Israel annual conference "DATA TLV" datatlv.com, one of the featured authors at mssqltips.com (mssqltips.com/sqlserverauthor/305/maria-zakourdaev) and her personal blog is queryqurious.com

Maria is a Data Platform Microsoft MVP and a technology expert with more than 20 years of experience, a community leader with a profound knowledge of Microsoft products and services, while also being able to bring together diverse platforms, products... Show more

A N M  Bazlur Rahman

A N M Bazlur Rahman

A N M Bazlur Rahman is a Java Champion and Senior Staff Software Engineer with over a decade of experience building and scaling systems on the JVM. His work focuses on modern Java, especially concurrency, virtual threads, and the evolving architecture of high-performance applications.

He is a Contributing Editor at InfoQ and a regular writer at Foojay, where he covers Java platform evolution and emerging trends. Bazlur is also the founder of the Java User Group Bangladesh, a community he has been growing since 2013 through meetups and conferences.

An active international speaker, he is known for practical, engineering-focused talks that cut through hype and focus on real-world trade-offs. He is the author of five Java books in Bengali, as well as the O’Reilly title Modern Concurrency in Java.

A N M Bazlur Rahman is a Java Champion and Senior Staff Software Engineer with over a decade of experience building and scaling systems on the JVM. His work focuses on modern Java, especially concurrency, virtual threads, and the evolving architectur... Show more

Sagar Das

Sagar Das

Sagar is a Staff Android Engineer who has been building apps for 11 years now. He is also a Google developer expert in Android and a co-organizer for Google Developer Groups at Boston and enjoys educating for the mobile dev community.

Sagar is a Staff Android Engineer who has been building apps for 11 years now. He is also a Google developer expert in Android and a co-organizer for Google Developer Groups at Boston and enjoys educating for the mobile dev community. Show more

Sharon Weaver

Sharon Weaver

Sharon is the founder and CEO of Smarter Consulting, a business and technology consulting company. She founded her business to grow and diversify the technology resource pool. She has created a business based on diversity, inclusion, and opportunity.

As a Microsoft RD, MVP, MCT, and Productivity Expert, Sharon's background in Software Development, Business and Systems Analysis, Project Management, and Agile combined with her Developmental Psychology degree and Six Sigma Black Belt blend perfectly with her love of helping and training people to make her a well-rounded leader, consultant, and coach.

Solving both process and technical problems, Sharon has the unique ability to listen and uncover client pain points to develop a plan that will not only build the needed solutions but also drive change, adoption, and education in a way not typically seen from technical consultants.

Being part of the community is extremely important and she is an active leader, participant, and mentor. Sharon speaks professionally globally on subjects such as Microsoft 365, Business Analysis, Leadership, Teamwork, and Women in Technology. She is the founder and lead organizer of the Kansas City M365 User Group, CollabCon, and the Founding President of the Kansas City IIBA chapter.

When she's not working, Sharon watches tv and movies, reads, hangs out with her family, or is traveling somewhere interesting, most likely on a cruise ship out of the country with limited access to communication.

Sharon is the founder and CEO of Smarter Consulting, a business and technology consulting company. She founded her business to grow and diversify the technology resource pool. She has created a business based on diversity, inclusion, and opportunity.... Show more

Evan Rusackas

Evan Rusackas

Evan is a community lead and software engineer with Preset, Inc. and works closely with the Apache Superset community. Evan's interests lie in UI design, data visualization, and frontend engineering. He spends the bulk of his time growing and engaging with the Superset community, striving to improve the product and its processes. When not working on software, he's a dad, a bassist, a beer judge, and an enthusiast of time well-spent in a garage.

Evan is a community lead and software engineer with Preset, Inc. and works closely with the Apache Superset community. Evan's interests lie in UI design, data visualization, and frontend engineering. He spends the bulk of his time growing and engagin... Show more

Allessandria Polizzi

Allessandria Polizzi

Owner of a 2022 Workplace Wellness "Hot List" company, one of the top 10 Organizational Change Management Companies of 2022, named a top 100 HR Professional of 2020, and recently elected as the global psychological health and safety liaison for ISO, Dr. Allessandria Polizzi has 20 years of experience leading teams across multiple industries to unlock the potential in people and help organizations thrive. Following her own burnout in 2021, Dr. Al found the marketplace for practical solutions for leaders in crisis to be insufficient for her needs. She decided to reboot her consulting practice, Verdant Consulting, with a renewed focus on solving this issue in the hopes that future leaders would have better options. In addition, she has co-founded HR Wellbeing Week and Kite HR, which provide targeted programs that address the specific needs of HR teams. She also hosts the Be Verdant podcast, which shares the latest in resiliency and psychological safety from around the globe.

Owner of a 2022 Workplace Wellness "Hot List" company, one of the top 10 Organizational Change Management Companies of 2022, named a top 100 HR Professional of 2020, and recently elected as the global psychological health and safety liaison for ISO, ... Show more

Engincan Veske

Engincan Veske

Engincan Veske is a Software Engineer at @Volosoft, where he works on building scalable, modular applications with .NET and contributes actively to the open-source ABP Framework (14k+ stars).

In his role, he has delivered hundreds of hours of hands-on training on the ABP Framework and a wide range of software development topics, including but not limited to modular monolith architecture and microservices -- helping development teams upskill and apply modern patterns effectively.

He regularly shares deep-dive technical content on his blog (https://engincanveske.substack.com), covering .NET, distributed systems, software architecture, and AI agents / tools.

He's also the co-host of two Turkish podcasts -- dotcode and Sıfırdan Bire -- focused on software engineering and career growth.

👉 To explore Engincan’s previous talks and access their slides or resources, visit: https://github.com/EngincanV/presentations

Engincan Veske is a Software Engineer at @Volosoft, where he works on building scalable, modular applications with .NET and contributes actively to the open-source ABP Framework (14k+ stars). In his role, he has delivered hundreds of hours of hand... Show more

Jorge Fernández Sánchez

Jorge Fernández Sánchez

👋 ¡Hola! Soy Jorge Fernández, un apasionado de la tecnología con más de 24 años de experiencia en el ecosistema Microsoft. A lo largo de mi carrera, he trabajado como desarrollador y líder de equipo, impulsando proyectos innovadores y ayudando a empresas a potenciar sus soluciones con tecnologías de vanguardia.

Me motiva el aprendizaje continuo y el intercambio de conocimientos, lo que me llevó a fundar @guarandingaTECH y compartir contenido en #AzureBrains y Global AI Spain Madrid. Mi compromiso con la comunidad es inquebrantable, siempre explorando nuevas formas de conectar, enseñar y seguir creciendo juntos. 🚀

👋 ¡Hola! Soy Jorge Fernández, un apasionado de la tecnología con más de 24 años de experiencia en el ecosistema Microsoft. A lo largo de mi carrera, he trabajado como desarrollador y líder de equipo, impulsando proyectos innovadores y ayudando a emp... Show more

April Dunnam

April Dunnam

April Dunnam is a Principal Cloud Advocate at Microsoft, Microsoft Certified Trainer, and author of The Copilot Compass (Apress, 2026), a practical guide to navigating Copilot and agents in Microsoft 365. Known for her ability to demystify the Power Platform and AI for both developers and makers, she blends deep technical knowledge with a knack for making complex topics approachable and fun.

With a passion for community and sharing knowledge, April runs a popular YouTube channel dedicated to Power Platform, AI, and low-code development. She actively contributes to the Microsoft 365 and Power Platform community through sample contributions, community calls, and mentorship.

April's expertise has been recognized with the Microsoft Technology Excellence Award for her innovative Power Platform solutions. She is a frequent speaker at international conferences, helping businesses and developers harness the full potential of AI and the Power Platform. When she's not advocating for the Power Platform, you can find her performing with her rock band or fueling her caffeine and LEGO building habits.

April Dunnam is a Principal Cloud Advocate at Microsoft, Microsoft Certified Trainer, and author of The Copilot Compass (Apress, 2026), a practical guide to navigating Copilot and agents in Microsoft 365. Known for her ability to demystify the Power ... Show more

Shrividya Hegde

Shrividya Hegde

Shri is an AI Data Engineer with over a decade of experience in automation , bringing a strong quality-first mindset to modern data and AI systems. She has deep, hands-on expertise in Apache Airflow–based data platforms, with a focus on building reliable, scalable, and well-orchestrated data pipelines.
An Apache Airflow Champion and Chapter Lead for Women in Data, Shri is also an active technical writer on Medium and Substack, and an editor for multiple tech publications on Medium, where she also shares insights on Data engineering and AI. Her work centers on helping teams move GenAI initiatives from experimentation to production by emphasizing observability, robust orchestration, and rigorous testing practices.

Shri is an AI Data Engineer with over a decade of experience in automation , bringing a strong quality-first mindset to modern data and AI systems. She has deep, hands-on expertise in Apache Airflow–based data platforms, with a focus on building reli... Show more

Barkha Herman

Barkha Herman

Barkha Herman is a technologist, experienced developer advocate, and the founder of WiTVoices and South Florida Women in Tech. With a deep understanding of technology and a love for fostering inclusive and diverse tech communities, Barkha is dedicated to empowering individuals and organizations to thrive in the rapidly evolving digital landscape.

In addition to her work at WiTVoices, she takes great pride in leading South Florida Women in Tech. These organizations are committed to empowering women in technology and creating a supportive environment for their professional growth. Through mentorship programs, networking events, and educational initiatives, they strive to break barriers and foster inclusivity in the tech industry.

Barkha Herman is a technologist, experienced developer advocate, and the founder of WiTVoices and South Florida Women in Tech. With a deep understanding of technology and a love for fostering inclusive and diverse tech communities, Barkha is dedicate... Show more

Dorra Bartaguiz

Dorra Bartaguiz

Dorra is CTO of Arolla and co-author of "Software Craft" (Dunod editions), editor-in-Chief of N°245 (special edition 100% femal of Programmez! a french magazin). She spent 17 years trying to apply best praticies in her and others code. She love sharing her knowledge via articles or conferences and meetups. She also taught at an engineering school in Paris for years.

Dorra is CTO of Arolla and co-author of "Software Craft" (Dunod editions), editor-in-Chief of N°245 (special edition 100% femal of Programmez! a french magazin). She spent 17 years trying to apply best praticies in her and others code. She love shari... Show more

Ashwin Hariharan

Ashwin Hariharan

Ashwin Hariharan is a Developer Advocate at Redis, with over eight years of experience as a full-stack software engineer. He's passionate about making complex ideas simple, helping developers build faster, more reliable systems, and understand the "why" behind the tools they use. His current work focuses on applied AI, and exploring how intelligent, real-time applications can be built using retrieval-augmented generation, vector search, agentic AI, and other emerging technologies.

Outside of tech, he spends time learning piano and basic music production, hitting the gym, and exploring big questions about how the world works. He's also fascinated by how people think and learn, often channeling that curiosity into talks, writing, and conversations about science and critical thinking.

Ashwin Hariharan is a Developer Advocate at Redis, with over eight years of experience as a full-stack software engineer. He's passionate about making complex ideas simple, helping developers build faster, more reliable systems, and understand the "w... Show more

Abbey Perini

Abbey Perini

Abbey Perini is many things - a metro Atlanta native, full-stack web developer, accessibility advocate, international speaker, and technical writer with ✨over half a million views.✨ A consummate crafter, she's as comfortable following a fiber arts pattern as she is untangling a legacy codebase. That same maker's mindset shows up in her writing and speaking - Abbey makes learning complex code concepts approachable and fun. You can find her work and ways to contact her at abbeyperini.dev

Abbey Perini is many things - a metro Atlanta native, full-stack web developer, accessibility advocate, international speaker, and technical writer with ✨over half a million views.✨ A consummate crafter, she's as comfortable following a fiber arts pa... Show more

Indranil Chandra

Indranil Chandra

I’m a creative technologist with a decade of experience designing AI and data-driven solutions that are both scalable and customer-centric. At the intersection of cloud-native architecture and GenAI, I specialize in building data products and platforms that thrive in highly regulated industries.

I’m a creative technologist with a decade of experience designing AI and data-driven solutions that are both scalable and customer-centric. At the intersection of cloud-native architecture and GenAI, I specialize in building data products and platfor... Show more

Martin Förtsch

Martin Förtsch

Martin Förtsch is an IT-consultant of TNG Technology Consulting GmbH based in Unterföhring near Munich who studied computer sciences. Work wise his focus areas are Agile Development (mainly) in Java, Search Engine Technologies, Information Retrieval and Databases.

As an Intel Software Innovator and Intel Black Belt Software Developer he is strongly involved in the development of open-source software for gesture control with 3D-cameras like e.g. Intel RealSense and has built an Augmented Reality wearable prototype device with his team based on this technology.

Furthermore, he gives many talks at national and international conferences about Artificial Intelligence, Internet of Things, 3D-camera technologies, Augmented Reality and Test Driven Development as well. He was awarded with the Oracle JavaOne Rockstar.

Martin Förtsch is an IT-consultant of TNG Technology Consulting GmbH based in Unterföhring near Munich who studied computer sciences. Work wise his focus areas are Agile Development (mainly) in Java, Search Engine Technologies, Information Retrieval ... Show more

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