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Building Useful AI: From LLM Agents to Financial Products
AI is everywhere, but what does it actually look like when it works? Join us for a meetup that brings together practitioners building and deploying AI systems in real-world environments.
**⚡ Building Smarter Financial Technologies with AI**
This session will cover practical AI solutions developed for financial institutions, including:
* AI-powered data warehouse and AI Data Analyst
* AI chatbot for customer support
* Segmentation tools and audio analysis for call centers
* Income analysis tools for self-employed customers
Speakers:
**Aleksi Kvitatiani** \- AI & Data Project Lead at Silk Bank\, where he built and manages a cross\-functional team responsible for the bank's end\-to\-end data ecosystem\. His work includes an AI\-powered data warehouse that lets business users query data in natural language\, an agentic chatbot that reduced call center load by 75%\, and an AI\-assisted income analyzer for credit risk teams\. Before Silk Bank\, he consulted as a freelance data analyst for FMCG operations in Georgia\. He also co\-founded Outswift\, a studio building ML and agentic AI solutions for SMBs\.
**Shalva Elishakovi** \- AI\, Data & Growth Project Manager at Silk Bank\, where he leads the development of AI\-driven solutions across business functions\. He has contributed to building one of the first AI\-powered banking assistants with secure access to customer data and analytical capabilities for improved support and decision\-making\.
He is also a Co-Founder of Outswift, developing AI products across industries, including computer vision for FMCG and audio intelligence for call center analysis, with a focus on scalable, real-world solutions.
⚡ **It turns out you do not need a multi-agent system**
Ever thought about building a multi-agent system just because business or marketing said it was a cool idea? Well, we all have.
Over the past two years, we’ve been sold countless ideas and swept up in plenty of hype. But as things are becoming somewhat “production-ready”— thanks to coding assistants emerging as the most practical use case for LLMs — we’re now seeing Agent Skills and sub-agents as more effective patterns for building complex systems.
Let’s dive into the recent trends that are sticking and explore the challenges we still face, including token consumption costs, guardrails, and creating agents that truly deliver customer value.
Speaker:
**Natig Kurbanov** \- Lead Software Engineer and an AI Solutions Engineer at EPAM Georgia\. As an EPAM AI Ambassador and community driver for [JAR.GE](http://jar.ge/) and GenAI-X Georgia, he is a frequent face on the tech circuit. During the networking part, feel free to go beyond Natig’s talk theme of multi-agent system — ask him about Japanese maples, magnolias, or Zen gardens, and you may find yourself in a long and engaging conversation.
**When:** 7 May, 18:30
**Where:** EPAM Georgia (10 Bidzina Kvernadze Str., Tbilisi)
Attendance is free and requires RSVP on Meetup.com.
🤝 The Meetup is organised by [DataFest Tbilisi](https://www.datafest.ge/) and hosted by [EPAM Georgia](https://www.epam.com/). The event partners are [World Quant](https://worldquantbrain.com/consultant) and [Charte](https://charte.ge/).
Socializing with Internationals in Tbilisi #143 (Free)
Hello, People of the World!
We’ve decided to host a weekly event in Tbilisi for internationals, expats, nomads, travelers, and Georgians who love to connect through languages and cultures. This is a welcoming space where everyone contributes something personal—language skills, stories, or just good vibes—for the benefit of the group.
Whether you're here short-term or long-term, come meet new people in a fun, relaxed environment. We’ll share travel tales, language tips, and laughter over drinks, board games, or casual conversations.
The concept is simple but powerful: connect, exchange, and enjoy. You’ll be surprised how much we all have in common—starting with funny stories from life in Tbilisi!
Join us, bring your voice, and be part of this growing international community.
We look forward to seeing you!
📅 Date: Every Saturday
📍 Location: G. Kikodze 5
⏰ Time: from 10 pm until midnight
🎟️ Entry: Free (Buy drinks in the bar)
Cafe La Mano
Location: https://maps.app.goo.gl/q1cAkaiJYnnKBVej9
Join Expats group here: [https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC](https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC)
(expat bar Tbilisi, cocktail bar, karaoke night, language exchange, live music, dive bar, board games, expat social, Tbilisi night life, Where to drink in Tbilisi, Tbilisi bar for foreigners. English-speaking bar Tbilisi. International crowd Tbilisi bar. Best bar in Tbilisi for expats. Live music Tbilisi bar. Expat events Tbilisi. Social bar Tbilisi. Tbilisi international pub. Friendly bar in Tbilisi. Tbilisi bar with English menu. Meet new people in Tbilisi)
REAL TALK Tbilisi – a Saturday English social club at Coffee Lair
**REAL TALK Tbilisi – a Saturday English social club**
*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.
**SATURDAY – 9th of May** | **14:00 – 16:30**
**Coffee Lair the coffee shop** | 14 Giorgi Chitaia st.
[Google Maps](https://maps.app.goo.gl/q6eX32Gi5p4LTcZm8?g_st=ic) | [Yandex Maps](https://yandex.com/maps/org/116279744418)
*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**
14:00 – chatting in small groups
14:15-ish – one-to-one conversations with rotations
15:45 – short break & time to pay
16:00 – conversational games or free chat
16:30 – finish
16:3♾️ – afterparty with survivors
A comfortalbe level of English: B1+
Your host – Serge
get in touch on [Telegram](https://t.me/sergbalm)
[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==)
REAL TALK Tbilisi – a Thursday English social club!
**REAL TALK Tbilisi – a Thursday English social club!**
*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.
**THURSDAY – 7th of May** | **19:30 – 22:00**
**21PM — Kitchen, Coffee & Bar** | Petre Melikishvili Street, 21
[Google Maps](https://maps.app.goo.gl/5FyYMbUZPvmgx5fU6?g_st=ic) | [Yandex Maps](https://yandex.com/maps/org/113571966544)
*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**
19:30 – chatting in small groups
19:45ish – one-to-one conversations with rotations
21:15 – short break & time to pay
21:30 – conversational games or free chat
22:00 – finish
22:♾️ – afterparty with survivors
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==)
REAL TALK Tbilisi – a Tuesday English social club!
**REAL TALK Tbilisi – a Tuesday English social club!**
*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.
**TUESDAY – 5th of May** \| **19:30 – 22:00**
**Seven Roads Bar** \| Kita Abashidze Street\, 4
[Google Maps](https://maps.app.goo.gl/X2ch6jyh6xBFnhjS6?g_st=ic) \| [Yandex Maps](https://yandex.com/maps/org/100722721626)
*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**
19:30 – chatting in small groups
19:45ish – one-to-one conversations with rotations
21:15 – short break & time to pay
21:30 – conversational games or free chat
22:00 – finish
22:♾️ – afterparty with survivors
A comfortalbe level of English: B1+
Your host – Serge
get in touch on [Telegram](https://t.me/sergbalm)
[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==)
Make New Friends
Looking to expand your social circle and meet new people in **Tbilisi’s international community**? Join us for a fun and relaxed gathering where **expats, internationals, digital nomads, travelers, and locals** come together to connect, share stories, and build new friendships.
Whether you're **new to Tbilisi**, here long-term, or simply looking to meet fresh faces, this is the perfect opportunity to socialize, break the ice, and join a warm, **welcoming, safe space** (female-owned bar) known for its inclusive vibes.
**Date:** Every Wednesday
**Location:** https://maps.app.goo.gl/q1cAkaiJYnnKBVej9
⏰ **Time:** From 10 PM until midnight
️ **Entry:** Free (Buy drinks in the bar)
Come alone or bring a friend—either way, you're sure to meet **new friends**, enjoy **international conversations**, practice languages, and connect with Tbilisi’s most active **expat & socializing community**!
Join Expats in Tbilisi chat: [https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC](https://chat.whatsapp.com/IUnd6m86Ado8R8FFaeGsdC)
We are looking forward to seeing you!
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Central Ohio Radio Enthusiasts - Radio Signal Analysis Using SDRs and OpenWebRX+
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/).
CHROMA @CCAD
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**
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
CBusData - Practical AI for Power BI Developers
Practical AI for Power BI Developers
A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective.
This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly.
Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.
Building Agents with Microsoft Agent Framework
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.
Detroit Interactive Virtual Speed Dating Locals
💌 **Online Speed Dating for Detroit Singles — Real Connections, Long-Term Thinking**
This is for singles who are done with apps that go nowhere. Done with casual. Ready for a genuine conversation with someone who might actually matter.
Live on Zoom. Personality matched. Built for people who want something that lasts.
**Choose your age group to register:**
- Ages 18-32: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=18-32&face_v=2.0)
- Ages 30-46: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=30-46&face_v=2.0)
- Ages 40-58: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=40-58&face_v=2.0)
- Ages 55+: [Register Here](https://tempodating.com/product?productId=476.0&productType=onlineSpeedDating&city=Detroit&groupurlname=foster-meaningful-relationships-through-outdoor-exploration&ar=55+&face_v=2.0)
🌿 RSVP here alone does not hold your place. Complete your registration through the link above and finish the short personality quiz.
---
**How it works:**
1. Register via your age group link and complete the personality quiz.
2. Join Zoom at the event time — works on any device, no downloads needed.
3. Meet Detroit singles in short one-on-one rounds matched by age and personality.
4. Mutual matches are shared after — take it forward at your own pace.
🤍 Spots are kept small to keep things personal. If you are serious about finding the right person, this is where it starts.
Psychic Development Series II - Pueo Group
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













