スペキュレイティブフィクション

Looking to belt your heart out on a Sunday? Join us for **Karaoke Night with Faisal** at Crossroads Bar! 🎤 Whether you’re an expat or a local legend-in-the-making, grab the mic and jump in. You’ll get to: ✅ Sing your favorite hits (solo, duet, or hype squad) ✅ Meet friendly locals & expats alike ✅ Improve your English while having fun ✅ Sip signature cocktails at Tbilisi’s #1 expat bar ✅ Free entry (just grab a drink) 🕘 **Time:** 9 PM 📅 **Date:** Every Sunday 📍 **Place:** Crossroads Bar, Tbilisi

**REAL TALK Tbilisi – a Sunday English social club at Sative Space** We have Sunday meetings at a special place at Sative Space! They’ve got: – a cafe, coworking, and gym – PlayStations – pets entry *So join us and bring your friends! Those who bring a newcomer have a discount!* As usual you'll have the opportunity to meet interesting people, make international friends, and also practice communicational skills in English along the way! Our meetings are organised in a way that allows you to have lively and interesting conversations with as many people as possible. You will be talking one-to-one with other participants, which will give you the opportunity to fully engage in a talk, while a welcoming and considerate host will be rotating participants in fixed periods of time. **SUNDAY – 3rd of May** \| **18:00 – 20:30** **Sative Space** \| 49b Ilia Chavchavadze Avenue ‼️*There’s another building with the same address. It’s a swimming pool club. Sative Space is on the opposite side!* [Google Maps](https://maps.app.goo.gl/NMZxEbdGstBZgBhs6?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/sative_space/179495844640) *No registration! Simply come at the time of the event!* **Participation fee** 20 Lari *5 Lari* – *for those who* *will bring a newcomer!* Membership cards in store: • 8 meetings – 140 Lari • 12 meetings – 200 Lari • 16 meetings – 240 Lari Each card is valid for 6 months ⏳ **Timing** 18:00 – chatting in small groups 18:15ish – one-to-one conversations with rotations 19:45 – short break & time to pay 20:00 – conversational games or free chat 20:30 – finish A comfortalbe level of English: B1+ Your host – Keke get in touch on [Telegram](https://t.me/kekeshelia) [Join the Telegram chat](https://t.me/realtalktbilisi) / [go to Facebook page](https://www.facebook.com/realtalktbilisi) / [sign up on Instagram](https://instagram.com/realtalktbilisi?igshid=OGQ5ZDc2ODk2ZA==)

Looking to belt your heart out on a Sunday? Join us for **Karaoke Night with Faisal** at Crossroads Bar! 🎤 Whether you’re an expat or a local legend-in-the-making, grab the mic and jump in. You’ll get to: ✅ Sing your favorite hits (solo, duet, or hype squad) ✅ Meet friendly locals & expats alike ✅ Improve your English while having fun ✅ Sip signature cocktails at Tbilisi’s #1 expat bar ✅ Free entry (just grab a drink) 🕘 **Time:** 9 PM 📅 **Date:** Every Sunday 📍 **Place:** Crossroads Bar, Tbilisi

**REAL TALK Tbilisi – a Sunday English social club at Sative Space** We have Sunday meetings at a special place at Sative Space! They’ve got: – a cafe, coworking, and gym – PlayStations – pets entry *So join us and bring your friends! Those who bring a newcomer have a discount!* As usual you'll have the opportunity to meet interesting people, make international friends, and also practice communicational skills in English along the way! Our meetings are organised in a way that allows you to have lively and interesting conversations with as many people as possible. You will be talking one-to-one with other participants, which will give you the opportunity to fully engage in a talk, while a welcoming and considerate host will be rotating participants in fixed periods of time. **SUNDAY – 3rd of May** \| **18:00 – 20:30** **Sative Space** \| 49b Ilia Chavchavadze Avenue ‼️*There’s another building with the same address. It’s a swimming pool club. Sative Space is on the opposite side!* [Google Maps](https://maps.app.goo.gl/NMZxEbdGstBZgBhs6?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/sative_space/179495844640) *No registration! Simply come at the time of the event!* **Participation fee** 20 Lari *5 Lari* – *for those who* *will bring a newcomer!* Membership cards in store: • 8 meetings – 140 Lari • 12 meetings – 200 Lari • 16 meetings – 240 Lari Each card is valid for 6 months ⏳ **Timing** 18:00 – chatting in small groups 18:15ish – one-to-one conversations with rotations 19:45 – short break & time to pay 20:00 – conversational games or free chat 20:30 – finish A comfortalbe level of English: B1+ Your host – Keke get in touch on [Telegram](https://t.me/kekeshelia) [Join the Telegram chat](https://t.me/realtalktbilisi) / [go to Facebook page](https://www.facebook.com/realtalktbilisi) / [sign up on Instagram](https://instagram.com/realtalktbilisi?igshid=OGQ5ZDc2ODk2ZA==)

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Come out and test our games. Our CSE 5912: Game Design and Development class is showing off their latest games. Come and play test and mingle. Where: Game Arena, Date: Monday, May 4, 2026 Time: 6:00-8:00pm Here are two of their video trailers: [https://youtu.be/t_kZYI5zMQc](https://youtu.be/t_kZYI5zMQc) [https://youtu.be/iO_27fD1lj0](https://youtu.be/iO_27fD1lj0)

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

Join us as we get together to see your choice of two VERY different movies – one sweet and wholesome – the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Here’s a description, trailer and plan for this event: THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this year’s SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, “A classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!” TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc PLAN: We’ll plan for a 7pm-ish showing of both films and will meet inside the theater lobby about 20 minutes before showtime. If the showtimes work out, we’ll try to get both groups together for a bite before the shows! Complete details and showtime will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.