Red Hat

**Can R tame the MCP chaos? Or better yet… can it speak foreign? 🤖** “I Like It When You Talk Foreign” An evening exploring MCP, AI tooling, databases, and graphs — all through R. Two talks. Two live demos. One evening that might completely change how you think about R in the age of AI. Refreshments and networking from 18h00. **Agenda** **16h30 – 16h45 \| Welcome and News \- Handre Williams & Luis de Sousa** **16h45 – 17h20 \| Handre Williams** **Talking to Your Database in Plain English — MCP Clients in R** What if you could query your database conversationally? This talk explores how R can act as an MCP client — allowing LLMs to interact with databases through natural language while R orchestrates the workflow underneath. You’ll see: \- How MCP clients work in R \- How LLMs can interact with databases safely \- Where structured workflows still matter \- A live demo of conversational data access **17h20 – 17h55 \| Luis de Sousa** **Talking to Your Graph in Plain English — MCP + Graphs in R** Graphs are everywhere: relationships, systems, networks, dependencies. But what happens when AI can explore them conversationally? This talk explores how MCP and R can expose graph structures to LLMs — turning graph queries, traversals, and analysis into natural language interactions. You’ll see: \- How graphs can be exposed through MCP workflows \- Conversational querying over connected data \- Where graph reasoning becomes powerful \- Where the abstraction breaks \- A live demo **17h55 – 18h00 \| Wrap up\, questions & close** **18h00 \| Refreshments & networking** Continue the conversation in person. **Details** \~\~\~\~\~\~\~\~\~\~\~\~ When: 12 May 2026 @ 16h30 to 18h00 (GMT+2) Where: Microsoft Campus in Bryanston, South Africa Location: https://goo.gl/maps/4ffcC3N6T7S2 Keen to speak at a future event? Submit your session abstracts at https://sessionize.com/johannesburg-r-user-group/ **Stay connected** \~\~\~\~\~\~\~\~\~\~\~\~ \* Website: https://www.rusergroup.co.za \* Meetup: https://www.meetup.com/joburg-r-users-group \* Twitter: https://twitter.com/JHBRUserGroup \* GitHub: https://github.com/rusergroupcoza \* WhatsApp: https://bit.ly/3CeDifS

**Can R tame the MCP chaos? Or better yet… can it speak foreign? 🤖** “I Like It When You Talk Foreign” An evening exploring MCP, AI tooling, databases, and graphs — all through R. Two talks. Two live demos. One evening that might completely change how you think about R in the age of AI. Refreshments and networking from 18h00. **Agenda** **16h30 – 16h45 \| Welcome and News \- Handre Williams & Luis de Sousa** **16h45 – 17h20 \| Handre Williams** **Talking to Your Database in Plain English — MCP Clients in R** What if you could query your database conversationally? This talk explores how R can act as an MCP client — allowing LLMs to interact with databases through natural language while R orchestrates the workflow underneath. You’ll see: \- How MCP clients work in R \- How LLMs can interact with databases safely \- Where structured workflows still matter \- A live demo of conversational data access **17h20 – 17h55 \| Luis de Sousa** **Talking to Your Graph in Plain English — MCP + Graphs in R** Graphs are everywhere: relationships, systems, networks, dependencies. But what happens when AI can explore them conversationally? This talk explores how MCP and R can expose graph structures to LLMs — turning graph queries, traversals, and analysis into natural language interactions. You’ll see: \- How graphs can be exposed through MCP workflows \- Conversational querying over connected data \- Where graph reasoning becomes powerful \- Where the abstraction breaks \- A live demo **17h55 – 18h00 \| Wrap up\, questions & close** **18h00 \| Refreshments & networking** Continue the conversation in person. **Details** \~\~\~\~\~\~\~\~\~\~\~\~ When: 12 May 2026 @ 16h30 to 18h00 (GMT+2) Where: Microsoft Campus in Bryanston, South Africa Location: https://goo.gl/maps/4ffcC3N6T7S2 Keen to speak at a future event? Submit your session abstracts at https://sessionize.com/johannesburg-r-user-group/ **Stay connected** \~\~\~\~\~\~\~\~\~\~\~\~ \* Website: https://www.rusergroup.co.za \* Meetup: https://www.meetup.com/joburg-r-users-group \* Twitter: https://twitter.com/JHBRUserGroup \* GitHub: https://github.com/rusergroupcoza \* WhatsApp: https://bit.ly/3CeDifS

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Do you sometimes feel like you do well in life then something happens and you slide back, never quite getting ahead. At this Meetup you'll find out how to identify what actually causes the lows, the highs and everything in between. More importantly you’ll get the secret of how to gain control over your life so the highs are higher and the lows go away. Wouldn’t it be nice to stop the wild roller coaster ride for good? Or at least make it a fun roller coaster ride, with more ups and downs. There is a hidden factor that will be going over and you’re going to be quite surprised what it is and how much it affects your life. Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there. This group is hosted at the Dianetics and Scientology Life Improvement Center.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Do you want more Self Confidence, less Self Doubt, more Happiness, less Anxiety, and more Love? This event is an introduction to how to handle irrational emotion. How often are yours or another's emotions out of control? What is that about??? I have asked these questions and after much search have found answers and am sharing. Maybe you have suffered a traumatic experience, a deep loss or been through a painful breakup? After that, you try to move on but you just can't. Possibly you have a thought or emotion that hangs around for days and you just can't shake it. What is all this stress, anxiety, depression, and self doubt? It's just crazy! It's not the real you. You can find out what is at the root of all this. This is a local event. Areas you can change with the right information: * Control of unwanted emotions * Lack of confidence * Grief * Anxiety * Anger management * Creating ideal relationships * Memory * and more... This is a local meeting that can start you on the way to a better life, more confidence and less negativity. All the happiness you have lies within you. Let's find it! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com