MapReduce

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/) Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans. We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans. Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served. This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation. About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/ **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **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

Join the Columbus AI community for a special event. **Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works. We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks. This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations. Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

The restaurant’s website doesn’t have the dinner menu listed. I took a picture of the dinner menu.

Join us for our Summer Session of Peer To Peer Class dates June 16 - Aug. 4, 2026 Register today at: https://namifranklincounty.org/peer-to-peer/

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).

This is an in-person meeting. At this meeting you will get answers to depression and anxiety. Find out the source of them and how to get rid of them. Did you know that unwanted emotions like anxiety, depression, unhappiness, loneliness, hopelessness, anger, fear, or feelings of irritation don’t just fall on you for no reason. They are not random occurrences that simply happen to people's minds. They are definitely not due to a chemical imbalance in your brain from some nebulous chemical reaction "by chance". Your negative emotions are the symptoms of the painful experiences that you have which are not healed, and which are still affecting you. The effects of these painful experiences are exacerbated by the pressures or difficulties of the other problems in your life. Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life. 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 Hubbard Dianetics Foundation of Central Ohio and Church of Scientology of Central Ohio.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

Sleep in on Sundays. When you've had your fill of pajama-time, roll out and have some tasty brunch with your fellow Humanists!

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

# 🎈 Zoom Speed Dating: Columbus Singles, One Night _An evening of face-to-face Zoom rounds, Columbus singles your speed, and your matches landing in your inbox by morning._ **How it all works:** 1. Sign up and answer a few quick personality questions 2. Hop onto Zoom right as we kick off 3. Chat one-on-one through guided rounds 4. Wake up to your mutual matches in your inbox --- **Pick your group below and you're in:** 💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0) 💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0) 💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0) 💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Columbus&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0) > ⚠️ Don't get caught out: RSVP alone won't seat you. Register via your age group and take the quiz to hold your place. Spots go fast. **Show up curious — the rest is on us. 🌃**

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

# 💕 Meet Someone New: Fort Wayne Speed Dating on Zoom _A handful of quick, real conversations with Fort Wayne singles — paired to you by age and vibe, all from wherever you're comfiest._ **Four easy steps:** 1. Sign up and answer a few quick personality questions 2. Hop onto Zoom right as we kick off 3. Chat one-on-one through guided rounds 4. Wake up to your mutual matches in your inbox --- **Spot your age, claim your seat:** 💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0) 💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0) 💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0) 💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Fort%20Wayne&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0) > ⚠️ One thing: hitting RSVP here doesn't reserve anything. You're only in once you register through your age link and finish the quiz — and seats are limited. **Save us a smile, Fort Wayne. 🕯️**

# 🌃 Zoom Speed Dating: Indianapolis Singles, One Night _Skip the swiping. Tonight it's live Zoom one-on-ones with Indianapolis singles chosen with you in mind._ **How it all works:** 1. Sign up and answer a few quick personality questions 2. Hop onto Zoom right as we kick off 3. Chat one-on-one through guided rounds 4. Wake up to your mutual matches in your inbox --- **Spot your age, claim your seat:** 💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0) 💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0) 💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0) 💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Indianapolis&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0) > ⚠️ Quick note — RSVP ≠ registered. Tap your age link below, complete the quiz, and your spot is locked. Capacity is capped. **Tap in, settle back, and let the night surprise you. 🕯️**

# 💞 Zoom Speed Dating: Detroit Singles, One Night _A handful of quick, real conversations with Detroit singles — paired to you by age and vibe, all from wherever you're comfiest._ **Four easy steps:** 1. Sign up and answer a few quick personality questions 2. Hop onto Zoom right as we kick off 3. Chat one-on-one through guided rounds 4. Wake up to your mutual matches in your inbox --- **Pick your group below and you're in:** 💘 **Ages 18-32** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=18-32&face_v=9.0) 💘 **Ages 30-46** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=30-46&face_v=9.0) 💘 **Ages 40-58** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=40-58&face_v=9.0) 💘 **Ages 55+** → [Grab your spot](https://theliveround.com/product?productId=574&productType=onlineSpeedDating&city=Detroit&groupurlname=cityscape-navigators-park-orienteering-team&ar=55+&face_v=9.0) > ⚠️ Don't get caught out: RSVP alone won't seat you. Register via your age group and take the quiz to hold your place. Spots go fast. **Someone good is one click from saying hi. 💞**