Web Mapping

**TBA**

**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\*** Ryan Carroll **Local AI in Rails: Fast, Cheap, and Predictable** Rails apps usually reach for external AI services when they need “intelligence,” but that approach can bring latency, cost, and unpredictability along for the ride. This talk shows a different path: running a Japanese sentiment model directly inside a Rails app, using ONNX Runtime, background jobs, and real-time updates to keep the user experience fast and responsive. Using a small app called **Sentiment Omikuji** as the case study, the talk walks through how the model was trained in Python, exported to ONNX, and loaded into Ruby for local inference. It also covers how Japanese text is tokenized, how the sentiment output drives a fortune generator, and why the app uses Solid Queue to keep model work off the request path. Along the way, the talk explores the tradeoffs of local inference versus API-based LLMs, and why classic machine learning can still be the right tool for focused problems. Attendees will leave with a practical architecture they can adapt in their own Rails applications, plus a clearer picture of when local AI makes sense, how to keep it predictable, and what it takes to make it feel good in a real app. **AGENDA:** * See updates to parking below * Doors open at 5:30, feel free to come and hang out before! * Official start of the meeting is at 6:30pm * After the meeting is done, we will go hang out at a nearby space in Bridge Park! If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up! Thank you to Bold Penguin for providing the food and location! **Parking & Arrival:** **Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage. **Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right. \*\*\* We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists. * We give lectures on programming topics * We freely provide decades worth of experience * For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)

Pickleball \| Singles \| 20s\, 30s\, 40s \| Ditch the Apps\. Hit the Courts\. DateColumbus Pickleball League **8 Weeks of Singles Pickleball - you joining us?!** Summer is calling, and we've got better plans for you than swiping right. DateColumbus's Pickleball League is back — 8 weeks of casual open play, rotating partners, new connections, and honestly? A really good time. Whether you've never held a paddle in your life or you've been playing for years, this league was built for you to show up, get moving, and meet people IRL. **Never played before? You're in the right place.** For the first three weeks, we'll have on-site instructors ready to walk you through the basics in the first 30 minutes — no experience needed, no pressure, just good vibes and a little coaching. Our volunteers are also on-site every Monday to get you settled on the courts, introduce you around, and make sure you leave with at least a few new faces in your contacts. **How it works:** We run open play — meaning you'll rotate courts AND partners throughout the night. Winners stay for one round before rotating, so there's always someone new to meet, rally with, and maybe grab a drink with after. Maximum mingling. Maximum fun. **[Ticket & Registration is linked here!](https://www.eventbrite.com/e/summer-pickleball-but-everyones-single-datecolumbus-tickets-1990356562056?aff=oddtdtcreator&keep_tld=true)** **What's included:** * Paddles available every week (or bring your own!) * Locker room on-site * Full restaurant + bar at Paddle Taps * Every Monday, 6:00–8:00 PM for 8 weeks * Eat, drink, and mingle during and after play * **Ready to meet your pickleball partner (and maybe more)?** Grab your spot now — courts fill up fast and so do summer schedules, see you soon :)

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

**✅ Bachata Mondays with Todd Smith!** **👉 Beginner Bachata Class** **$15 In Advance / $20 At the Door** 7:00 pm – 7:15 pm … Registration 7:15 pm – 8:15 pm … Beginner Class **👉 Intermediate Bachata Class** **= $15 In Advance / $20 At the Door** 8:15 pm – 8:30 pm Registration 8:30 pm – 9:30 pm Intermediate Class **👉 If You Take Both Bachata Classes** **= $25 In Advance / $35 At the Door** **👉 Buy Advance Tickets Now at:** https://columbussalsadancing.com/bachata-mondays-dance-class-tickets/

Main Library, Meeting Room 2B What does it mean to be the salt of the earth and the light of the world? In this gathering, we'll continue our series on the Sermon on the Mount from a mystical perspective. Together we’ll explore Matthew 5:13–16, looking not only to the passage as moral instruction, but also to the deeper transformation of consciousness that Jesus invites. Together we'll reflect on how spiritual awakening changes the way we see ourselves, others, and the world around us. Libera Animae is an interfaith community focused on inner growth, creativity, and authentic connection. All backgrounds are welcome.

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

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/).

**PLEASE READ THE FOLLOWING IMPORTANT NOTES:** 1. The dates for this series are simply placeholders at the moment. We are working on our 2026 schedule, and adjustments are forthcoming. 2. Each class in this series has an attendance fee. 3. Each class, from BOTH a sign-up and fee perspective, is a separate entity. 4. As the Etch toolset evolves, so too will the class outline below. **Introduction:** Our Site Building with Etch class provides detailed instructions on the philosophy of the Etch development framework, as well as in-depth, hands-on instruction on using the Etch environment and associated tools. Anyone familiar with Kevin Geary and the Digital Gravy set of products will tell you that they offer ground-breaking approaches to professional WordPress site development. As we write this, the Etch toolset and environment are rapidly taking shape, with weekly quantum leaps forward in WordPress development methodologies. As early investors in the Etch product offering and its development process, we are actively testing and evaluating the toolset as it takes shape. We are beyond excited to see how WordPress site development is being modernized, and can't wait to bring this course set to you. It will be a paradigm shift in page and site development within WordPress, as well as moving your development mindset light-years forward. Join us as we explore Etch and dive deep into development approaches that will genuinely elevate your craft as a website developer and agency provider. Scalable, responsive, compliant websites are now within easy reach, and Etch provides both the platform and toolset to take you there. **The breakdown of the 10-class series is as follows:** * Class 01 - TBD * Class 02 - TBD * Class 03 - TBD * Class 04 - TBD * Class 05 - TBD * Class 06 - TBD * Class 07 - TBD * Class 08 - TBD * Class 09 - TBD * Class 10 - TBD Throughout the class sessions listed above, we cover the following key areas of web development with Etch: * **Introduction to Etch Interface:** * Familiarization with the toolset's layout and understanding how to navigate and interact with its various components. * **Visual Site Building:** * Techniques for creating layouts using Etch's interface, incorporating sections, divs, containers, and elements to build semantically correct page structures. * **Styling and Design:** * Utilizing Etch's styling approach to customize elements, apply global CSS classes for consistent design, and leverage features like Flexbox and CSS Grid for responsive layouts. * **Dynamic Content and Custom Fields:** * Integrating dynamic content from custom post types and custom field plugins (like ACF, Meta Box, and even built-in fields) to build data-driven websites. * **Component Building:** * Creating and managing reusable components for headers, footers, post type layouts, and other site-wide elements. * **Performance Optimization:** * Understanding how Etch contributes to fast-loading websites and implementing performance best practices. * **Advanced Features:** * Depending on the class level, it might delve into advanced topics such as conditional logic, interactions, and custom code integration to enable more complex functionality. The series aims to equip participants with the skills to efficiently build, customize, and maintain WordPress websites using Etch, catering to both beginners and experienced web developers alike.

We are going to build together with all the CLIs! E will be doing it at Columbus Code and Coffee Agenda --- Hosted By James Power, Organizer Pete Gordon, Organizer Just a Software Guy in the age of the Internet. Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-columbus-presents-ai-improv-lets-build-a-game-together-with-claude-code-codex-and-gemini-and-be-the-judge/.

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!

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)

# 🎈 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. 🌃**

# 🌃 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. 🕯️**

# 🎈 Meet Someone New: Toledo Speed Dating on Zoom _An evening of face-to-face Zoom rounds, Toledo 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=Toledo&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=Toledo&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=Toledo&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=Toledo&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. **Show up curious — the rest is on us. 💕**

**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

# 💐 Cincinnati Speed Dating, Streamed Straight to You _Real people, real chemistry, zero apps. Just you and Cincinnati singles on Zoom, matched ahead of time._ **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=Cincinnati&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=Cincinnati&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=Cincinnati&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=Cincinnati&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, Cincinnati. 💖**

# 🍸 Zoom Speed Dating: Cleveland Singles, One Night _Real people, real chemistry, zero apps. Just you and Cleveland singles on Zoom, matched ahead of time._ **The night, start to finish:** 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=Cleveland&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=Cleveland&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=Cleveland&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=Cleveland&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. **Tap in, settle back, and let the night surprise you. ✨**

# 💕 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. 🕯️**