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Frequently Asked Questions
Yes! Check out amazon web services events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the amazon web services events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Amazon Web Services Events Today
Join in-person Amazon Web Services events happening right now
Data Tuesday Singapore #27 - Warmup for CDAO / Data and AI Architecture 2026
**Just another Tuesday?**
Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more!
***
# **This month’s topic: warmup for CDAO and Data and AI architecture conference.**
# Join us for a networking and warmup for a conference week. A casual morning coffee and peer discussion for those working in data, AI or business managers all very welcome.
We’ll discuss how data governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow.
Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning.
***
**Location**
The location is The Terrace Cafe at Conrad Centennial, next to the Millennia Walk Monument Square. Please try to locate organizer (Desiree, Zhijing, Michael, Robert or Ville) we do not have specific signage.
**Two rules of the DT event:**
1. **Strictly no soliciting or shilling.**
2. **Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available.**
## Thank you - we look forward to seeing you on Tuesday morning!
\-\-\-
How to find us:
Location: The Terrace cafe - Conrad Centennial Singapore 2 Temasek Blvd Singapore 038982
Cafe is next to Monument Square of Millenia Walk (18-metre tall white marble spiral helix and roundabout).
From Conrad lobby walk through to the other side. You can see The Terrace cafe at the corner of roundabout. Ask Lobby for directions if you can't find.
Data Tuesday Bangkok #2 - Data and AI Trends 2026 (Data Leaders Tokyo collab)
**\-\- Start time 8\.30AM \-\-**
Just another Tuesday?
Join us for another casual morning coffee to meet new tech and data industry people - to discuss and explore data innovation in use cases such as Robotics, ML, AI, Quantum Computing, AI Governance, Data governance, AI Governance, Data governance, synthetic data, Data Regulation, finance, state of data talent demand, investment environment and more!
Join for a morning networking session ahead of conference week. Casual coffee and peer discussion for professionals in data, AI and business.
We’ll discuss how data and AI governance, operating models, talent capability, infrastructure, and regulation are shaping real-world AI adoption - and what’s evolving as organisations grow.
Expect open, peer-to-peer conversations on topics - No formal presentations. No sales pitches. Just shared learning.
Data Leaders is an executive, invite-only community of senior data and AI leaders across Tokyo and Singapore, organised together with DAMA Singapore.
We are in Bangkok this week. Join to connect the region data scene to Bangkok.
**Location:** CRAFT At Kimpton Maa-Lai Bangkok, on the Lobby Floor. Please look for the organizer (Desiree, Zhijing, Michael, Robert or Ville); we do not have specific signage.
**Two rules of the DT event:**
* Strictly no soliciting or shilling.
* Coffee is not free. In fact, it is expensive (but of great quality). Please do the right thing and order a coffee or drink, so we can appreciate the amazing venue we have. Breakfast available.
Thank you - we look forward to seeing you on Tuesday morning!
**How to find us:**
**Location:** CRAFT - Kimpton Maa-Lai Bangkok, 78 Soi Tonson, Lumpini, Pathumwan, Bangkok, Thailand 10330. The café is located on the Lobby Floor of the hotel, overlooking the lush garden. Enter via Soi Tonson or the main Langsuan entrance, which is easily accessible from BTS Chit Lom and Ratchadamri stations (approx. 500m walk). Ask for directions at the front desk.
**Address:** 78 Soi Ton Son, Lumphini, Pathum Wan, Bangkok 10330, Thailand
5 a Side Football @Civil service club rooftop 60 Tessemsohn Road 7pm 1-hour game
**Come along to a friendly game of 5 a Side Football @ Civil service club rooftop 60 Tessemsohn Road 1-hour game**
The game is 15SGD per pax for 1 hour, 15SGD is non-refundable if you don't play for any reason.
Please RSVP in to book your playing slot now.
After you RSVP one of the organisers will reach out to you to confirm your attendance and collect payment. If you do not reply you will be removed from the list so please check your meetup messages
LeSS Gather!
**\*\*\*This post is for announcement purposes only. To register, visit [https://www.eventbrite.sg/e/less-gather-tickets-1986178195449](https://www.eventbrite.sg/e/less-gather-tickets-1986178195449)**
**Theme: Organisation and Human Systems in the Era of Intelligence**
An afternoon of talks, conversations and discoveries for people who care about how organisations and teams actually work — especially now, when AI is reshaping what we build and how we build it.
As the industry races toward AI, the questions that matter most haven't changed: How do we organise? How do teams work together? What makes the human side of product development work — or fall apart?
#### **Programme**
**Bas Vodde** — *Spill-over and/or the team* (An unstructured preview of what might become the next LeSS Conference talk)
**Yeong Sheng** — *Driving Safely with Your AI Agentic Coding Partner: Hopefully Getting to Your Destination Cheaper.*
**More talks TBA** — we may have additional speakers joining the lineup.
**Open Space** — time for participant-driven conversations on whatever topics matter most to the group.
Each pass includes all talks, open space sessions, snacks and drinks.
#### **Who is this for?**
You'll get the most out of this if you care about how your organisation works — how teams are structured, how products get built, how people collaborate. Whether you're a manager, team lead, coach, org leader, or just starting to ask these questions at your company.
Board Games & Chill – Tuesday at Open Sourced
Craving a midweek reset? Slide into Board Games & Chill - our weekly Tuesday night hangout, the vibes are relaxed, and the conversation’s always fun.
We’ve added **11** new board games — come by, play a few rounds, and help with new ideas!
Come solo or bring a friend. It’s low-pressure, good food, and great company — perfect if you’re new in town, working nearby, or just need a breather from the grind.
**Venue:** Open Sourced
**Website:** [www.opensourced.so](http://www.opensourced.so)
**Date:** Tuesday
**Time:** 6.30pm-9pm
**Location:** 10A Perak Road, Singapore 208131
Amazon Web Services Events This Week
Discover what is happening in the next few days
SG Agentic Nights: End-of-Month Meetup Series April 2026
Join us for SG Agentic Nights, a monthly meetup series spotlighting real-world AI implementation stories and community-driven learning — right here in Singapore.
Each month, we bring together practitioners, builders, and curious minds to explore how AI is being applied across industries. Whether you're experimenting with agentic AI, deploying intelligent systems, or just starting your journey, this is your space to learn, connect, and grow.
What to Expect:
Talks by Practitioners - Learn from experts working on real AI implementation projects in Singapore and beyond.
Community Q&A - Bring your questions and get direct insights from speakers and peers.
Networking & Collaboration - Meet fellow AI enthusiasts, developers, and organizers shaping the local AI ecosystem.
To attend this event please register here: [Agentic Nights](https://konfhub.com/sg-gai-apr-2026-meetup)
KSUG.AI Singapore #46 Meetup @Datadog on 22 April 2026
**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-04-22](https://konfhub.com/ksug-sg-2026-04-22) **<=**
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**Agenda and topics preview:**
* Food, drinks and Socializing
* Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)**
* **Topic 1:** AI in continuous delivery - how governance risk and compliance cannot be secondary by **[Harsh Sabikhi](https://www.linkedin.com/in/harshsabikhi/)**, CRO & **[Matthew Casperson](https://www.linkedin.com/in/mattcasperson/)**, Principal SE @**[Octopus Deploy](https://octopus.com/)**
* **Topic 2:** Fix issues faster with Datadog MCP by **[Araavind Senthil](https://sessionize.com/app/organizer/speaker/14470/f7120176-90a9-47d4-a1c7-e570323502a5)**, SE @**[Datadog](https://www.datadoghq.com/)**
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* **Quiz time:** nice swags giveaway
Food and drinks will be provided between **6 and 6.30 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Datadog](https://www.datadoghq.com/)**, @**[Octopus Deploy](https://octopus.com/)**!
**[Register here](https://konfhub.com/ksug-sg-2026-04-22) to secure your spot!** See you all there!
**Location:** [Datadog Singapore office, 38 Beach Road, 10 South, #10-11, Level Beach Tower, 189767](https://maps.app.goo.gl/CPWigPswds1mM9px6)
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*By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.ai/privacy). Additionally, you agree that our sponsors may contact you.*
**[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.
Community Gardening and Conservation Weekly (Dempsey)
Join our vibrant volunteer community at Wildlings Forest School Singapore, **Dempsey Hill**, where we come together on the **2nd, 3rd, and 4th Thursdays of every month** to nurture our gardens and regenerate our forest trails that support our unique learning environment.
#### Why Join?
* It’s absolutely free!
* Gain hands-on knowledge from our passionate team as we share resources and expertise.
* Enjoy fresh produce and the fruits of your labour.
* Help restore and enhance our forest trails, making them safe, sustainable, and magical for all who explore them.
* Support environmental education by shaping the natural spaces where children thrive.
* Beautify and enrich Wildlings to create a vibrant habitat for wildlife biodiversity.
* Promote eco-conscious living by engaging in meaningful, sustainable practices.
#### Who Can Participate?
* Adults and students aged 16 and above. Young people aged 12–15 may join with an accompanying adult.
* Local residents and community members.
* Anyone passionate about nature, wellness, or sustainability.
* Parents of Wildlings Forest School students (Hornbills and Eagles groups; Sunbirds are a little too young for this one!).
* Aspiring Forest School Leaders and outdoor educators.
* Nature enthusiasts and hobbyists from all walks of life.
#### What Does Each Session Offer?
* **Warm Welcome**: Start your morning by sampling fresh produce straight from our gardens.
* **Interactive Learning**: Begin with a thematic talk, then explore the gardens and forest trails through a guided walk and observation session.
* **Hands-On Work**: Get involved with physical gardening tasks, trail conservation efforts, and ongoing sustainability projects.
* **Group Reflections**: Wrap up with thoughtful group reflections and a friendly farewell.
STACK Meetup [Data]: Engineering Data Quality You Can Trust
**ANNOUNCEMENT – Registration via this [link](http://go.gov.sg/stackmeetup-23apr2026-mc) only.**
* Seats are on a first-come, first-served basis.
* For admission into our event space, please register beforehand via GovEntry only.
* Please present the QR code within your registration confirmation email upon check-in at our event space.
**About this Meetup**
In this edition of STACK Meetup [Data], move on to the next stage in your data journey - engineering trustworthy data quality.
Hear about MDDI’s standards and metrics, which allow the SG Gov to enhance data quality and availability, manage data inter-dependencies, and ensure that data errors are corrected ASAP.
Discover how GovTech Singapore applies AI-enabled tools for intelligent metadata and data quality rule generation to scale data management beyond reactive to proactive. Explore how to thrive in an AI-first reality with agentic AI agents and learn about an open source, data quality validation SDK by GovTech’s Data Practice team.
The highly popular Panel Discussion segment will feature Panellists from the SG Gov and DBS Bank as they deep dive into strategic data management that allow scaling at the enterprise level.
Join us for an evening of dynamic mingling with peers and experts in the data field and stay on for insightful Q&A segments, where our speakers can answer your burning questions. **[Snag your seat today](http://go.gov.sg/stackmeetup-23apr2026-mc)**!
Who should attend: Data analysts, data architects, data and project managers, data engineers, data scientists, and data practitioners who are in the business of maintaining data systems and use data regularly.
**Programme**
6:30pm: Networking
7:00pm: Introduction
By STACK Community
7:05pm: Opening
By Yap Ghim Eng, Head of Data Practice, GovTech Singapore
7:10pm: Data Provisioning Standards (DPS) and Data Reconciliation Protocol (DRP) for WOG
By Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI
7:30pm: From Chaos to Confidence: Scaling GovTech’s Data Management with AI-Driven Data Quality
By Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information Office, GovTech Singapore; and Hyqel Razali, Data Analyst, GovTech Singapore
7:50pm: Data Engineering in the Agentic Era [Data Quality Edition]
By James Teo, Data Engineer, Data Practice, GovTech Singapore
8:00pm: Panel Discussion
Moderated by Yap Ghim Eng, Head of Data Practice, GovTech Singapore
With Panellists:
* Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI
* Sachin Tonk, Deputy Director, Engineering Management, Chief Data Office, Chief Information Office, GovTech Singapore
* Florent Juglair, Head of Data Management, DBS Bank
8:20pm: Rapid-fire Q&A
By speakers:
* Lo Zhi Zhan, Deputy Director, Data Assets and Use, Smart Nation Group, MDDI
* Anders Tay, ICT & SS Policy Specialist, Chief Data Office, Chief Information
Office, GovTech Singapore
* Hyqel Razali, Data Analyst, GovTech Singapore
* James Teo, Data Engineer, Data Practice, GovTech Singapore
8:30pm: End of STACK Meetup
Click **[here](http://go.gov.sg/stackmeetup-23apr2026-mc)\*** to sign up!
\*Registration will be accepted via GovEntry only.
Law Smart & Tax Savvy: The Line Between Avoidance and Evasion in Singapore
**[PLEASE RSVP HERE](https://www.eventbrite.sg/e/tax-savvy-law-smart-the-line-between-avoidance-and-evasion-in-singapore-tickets-1985289143270?aff=oddtdtcreator&keep_tld=true)**
Where does legitimate tax planning end and legal tax evasion begin? In this session, Lancaster Lee will share practical insights into Singapore’s tax framework and clarify the often-misunderstood boundary between tax avoidance and tax evasion. Drawing on his experience from the Inland Revenue Authority of Singapore and his work advising businesses, Lancaster will join Mr Chung Ting Fai, to discuss regulatory perspectives for "Law Smart and Tax Savvy", compliance considerations, and common pitfalls faced by SMEs and professionals.Join us at the Duxton Hill on 23 Apr Thur night, to learn more and ask your questions freely!
This talk will be particularly relevant for entrepreneurs, startups, finance professionals, and business owners seeking a clearer understanding of responsible tax planning in Singapore.
**Date & Time:**
23 Apr 2026 Thur 7.30-9.30pm
**Agenda:**
7.30pm Open door
8pm Tax Planning: The Line Between Avoidance and Evasion in Singapore \| Law Smart and Tax Savvy
8.45pm QnA & Networking, till 9.30pm
**[PLEASE RSVP HERE](https://www.eventbrite.sg/e/tax-savvy-law-smart-the-line-between-avoidance-and-evasion-in-singapore-tickets-1985289143270?aff=oddtdtcreator&keep_tld=true)**
**Speaker:**
**Mr. Lancaster Lee, Managing Director of One Tax CM Pte Ltd**
Lancaster started his career with the Inland Revenue Authority of Singapore and founded co-founded his firm One Tax CM in 2018.
He was elected as a council member at the Chartered Secretarial Institute of Singapore and a member of the SME Technical Tax Committee by the Singapore Chartered Tax Practitioners where he engages in frequent dialogue with the regulators.
Lancaster is also a trainer at the Tax Academy Singapore.
**Mr Chung Ting Fai, Founder of Chung Ting Fai & Co**
A veteran lawyer with more than three decades’of experience my practice straddles both contentious and non-contentious work. For non-contentious work, his focus is on wealth management and private clients’matters be it in Singapore or China where Mr.Chung is well regarded by the legal profession in China. Mr.Chung received many referrals from well established laws firms in China including Yingke, Jingshi and Han Sheng just to name a few. Mr.Chung advise wealthy families and family office from China, Japan, ASEAN and Africa on business structuring, investment immigration, trusts, legacy and estate planning.
**Location:**
Private Club in Duxton Hill (will reveal after registration)
**\*Inclusive of 2 non-alcoholic softdrinks per person, without food.Other alcoholic drinks available on own budget**
**[PLEASE RSVP HERE](https://www.eventbrite.sg/e/tax-savvy-law-smart-the-line-between-avoidance-and-evasion-in-singapore-tickets-1985289143270?aff=oddtdtcreator&keep_tld=true)**
Note:
As we aim to encourage a professional atmosphere at the event, Multi Level Marketing activities and any form of harassment are strictly prohibited.After the RSVP, you will receive the address & contact so please keep an eye on the confirmation page, confirmation email & reminder email.
Who is the Host?
[Eric Tse](https://www.linkedin.com/in/eric426/)
See you!
**[PLEASE RSVP HERE](https://www.eventbrite.sg/e/tax-savvy-law-smart-the-line-between-avoidance-and-evasion-in-singapore-tickets-1985289143270?aff=oddtdtcreator&keep_tld=true)**
[Tech Talk] Path to an AI-first organization: The state of play
**Path to an AI-first organization: The state of play**
*with May Xu, Regional Head of Technology - APAC, Thoughtworks*
Are you struggling to see a measurable impact from AI adoption in your software delivery process? Many organizations get stuck at the "individual productivity" stage, missing the massive value found at the team and enterprise levels.
In this talk, May will explore the strategic evolution from AI-assisted tasks to a truly AI-first team and organisation. This session is designed for tech leaders and practitioners who want to move beyond the hype and build high-functioning, AI-enabled delivery teams.
**What you’ll learn:**
* **Defining the AI-first vision:** A clear understanding of what defines an AI-first team and AI-first organization.
* **Six key shifts:** The changes you need to make to build an AI-first team.
* **Six core capabilities:** How organizations can bridge the "enterprise scaling chasm" and unlock AI value at scale.
**About the speaker**
**May Xu** is the Regional Head of Technology, APAC at Thoughtworks. A leader in applying AI to evolve software delivery, she advises clients on large-scale digital transformations and shapes regional tech strategy. With a focus on AI-first approaches, May partners with client organizations to build scalable digital capabilities by focusing on technology, people and business outcome.
**Agenda**
6:45 pm Registration and networking
7:00 pm Path to an AI-first organization: The state of play by May Xu
7:45 pm Q&A and networking
8:15 pm Event closes
**Event Details**
**📅** Date: Wednesday, April 22, 2026
🕡 Time: 6:45 - 8:15pm (Talk starts at 7pm)
📍Venue: Thoughtworks Singapore office, 18 Cross Street, #12-01 18 Cross, Singapore 048423
🍕 Light refreshments and beverages will be provided
**To join us, please RSVP on Meetup and [register via this link](https://office.habitap.one/#/event?token=U1O2U9O5UCPYGPGB&officeCentreId=734) to receive your building access QR code for the event day.**
We hope to see you there!
*\*Disclaimer:* *Photographs, videos or recordings may be taken and used by Thoughtworks at this tech talk. Thoughtworks may use these photos, videos or recordings in public transmissions such as in media accounts, digital platforms, brochures, websites and other publication materials. If you have any concerns with being photographed, filmed or recorded, please let the onsite photographer, videographer or event organizer know. For further information, please refer to Thoughtworks' Privacy Policy listed in our website: [www.thoughtworks.com](http://www.thoughtworks.com/)*
SG Agentic Nights: End-of-Month Meetup Series
Join us for SG Agentic Nights, a monthly meetup series spotlighting real-world AI implementation stories and community-driven learning — right here in Singapore.
Each month, we bring together practitioners, builders, and curious minds to explore how AI is being applied across industries. Whether you're experimenting with agentic AI, deploying intelligent systems, or just starting your journey, this is your space to learn, connect, and grow.
What to Expect:
Talks by Practitioners - Learn from experts working on real AI implementation projects in Singapore and beyond.
Community Q&A - Bring your questions and get direct insights from speakers and peers.
Networking & Collaboration - Meet fellow AI enthusiasts, developers, and organizers shaping the local AI ecosystem.
To attend this event please register here: [Agentic Nights](https://konfhub.com/sg-gai-apr-2026-meetup)
Amazon Web Services Events Near You
Connect with your local Amazon Web Services community
Operating Data Pipelines at Scale: Lessons from a Metadata-Driven Architecture
We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows.
**Presenter: Dilshad Nasirov**
Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights.
https://www.linkedin.com/in/dilshad-nasirov-4538431/
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *Leading EDJE* for hosting our meetup!
Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/
**THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/.
**DIRECTIONS**
6515 Longshore Loop, Suite 300
Dublin, OH 43017
(3rd floor)
**FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH
**Want to sponsor the pizza and/or bar tab for a future meetup?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
[Ben Frain: Top 10 CSS Tips To Make Your Dev Life Easier] #11
Join us for **Ben Frain**'s talk ...
Ben's book "Responsive Web Design With HTML5 and CSS" caught my attention (and should interest you as well). Find it here: [https://rwd.education/](https://rwd.education/)
***Bring your laptop and expect to write some (non-AI generated) code!***
Food and drinks will be available.
**LOCATION:**
6515 Longshore Loop, Suite 300, Dublin, OH 43017
**FREE PARKING:**
6725 Longshore Street, Dublin, OH 43017
AWS Columbus User Group - Topic to be announced
Topic to be announced.
**CALL FOR SPEAKERS**
Learn more: 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/
**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
June 2026 AWS Columbus - Topic to be announced
Topic to be announced.
**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
CONNECTED Westerville Mastermind Group
Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.
Operating Data Pipelines at Scale: Lessons from a Metadata-Driven Architecture
We will cover metadata-driven approach to building and operating data pipelines at scale on AWS. Discuss architecture, design trade-offs, and lessons learned from running a unified pipeline across multiple customers using configuration-driven workflows.
This is a cross posting, please register on the AWS Columbus Meetup: https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/[https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426350/)
**Presenter: Dilshad Nasirov**
Seasoned Software Architect and cloud practitioner with 20+ years of experience building scalable systems and data platforms. Specializes in AWS, with deep expertise in data lakes, serverless architectures, and real-time data processing. Has led the design and delivery of enterprise-grade solutions across industries, helping organizations improve performance, reduce costs, and unlock data-driven insights.
https://www.linkedin.com/in/dilshad-nasirov-4538431/
**CALL FOR SPEAKERS**
Learn more: https://www.awscolumbus.com/get-involved/
**THANK YOU** *Leading EDJE* for hosting our meetup!
Leading EDJE specializes in helping organizations innovate and solve complex problems. EDJE does this with their "A" player team of professionals using agile methodologies and SCRUM management techniques to give organizations a competitive advantage that sets them apart. Learn more at https://www.leadingedje.com/
**THANK YOU** *Amazon Web Services* for sponsoring pizza! Learn more at https://aws.amazon.com/.
**DIRECTIONS**
6515 Longshore Loop, Suite 300
Dublin, OH 43017
(3rd floor)
**FREE PARKING** at the Endres Garage across the street, 6540 Riverside Dr, Dublin, OH
**Want to sponsor the pizza and/or bar tab for a future meetup?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
What If Your AI Could Be a Team? - Chad Green
**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**
GitHub Copilot is powerful, but what if you could scale from a solo AI assistant to an entire team of specialized agents working in parallel? This session introduces Squad: an open-source framework for multi-agent orchestration that lets you define teams of AI agents with specific roles, responsibilities, and expertise.
We'll progress from Copilot basics to the Copilot CLI, explore how Agents add autonomy, and see how Instructions and Skills let you customize agent behavior. Then, the climax: a live demo where a Squad team of 3 agents (Lead, Developer, Tester) stands up and builds a working application in real-time, showcasing true multi-agent collaboration.
Whether you're new to AI or exploring how to scale your use of Copilot, this session will show you what's possible when agents work as a team.
**YouTube Link**
TBD











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