Critical Design
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Frequently Asked Questions
Yes! Check out critical design events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the critical design events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Critical Design Events Today
Join in-person Critical Design events happening right now
STACK Meetup [AI]: Scaling Production AI Agents from Prototype to Enterprise
**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-7may2026-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**
How do we scale AI agents from individual prototypes to enterprise-wide systems? This session breaks down the two critical layers of a scalable agentic architecture: The Execution Layer, which provides a standardised platform for agent runtime scaling, and the Orchestration Layer, which leverages event-driven architecture to keep agents reactive and synchronised.
Explore the transition from solo AI-assisted development to a centralised platform model that translates individual productivity gains into aggregate organisational benefits. This involves building runtimes for a multi-assistant era, where governance is a feature rather than an operational tax. Complementing this, we’ll examine how event-driven architecture acts as a backbone to update knowledge bases in real-time with high-quality data. Learn how this approach simplifies the incorporation of new agents, allowing you to scale from single-agent to multi-agent applications without increasing operational load or compromising data governance.
This session concludes with a community discussion designed for practitioners to exchange shared challenges, and learn from each other’s experiences in building robust AI systems. We’d like to hear from your experiences too! So come join in on the discussion today: **[go.gov.sg/stackmeetup-7may2026-mc](https://go.gov.sg/stackmeetup-7may2026-mc)**
Who should attend: AI engineers, platform architects, and data practitioners focused on transitioning AI agents from experimental scripts into resilient and production-ready enterprise systems.
**Programme**
6:30pm: Networking
7:00pm: Introduction
By STACK Community
7:05pm: Opening
7:15pm: Scaling AI Development
By Ng Shangru, Staff Software Engineer, AI Programme, GovTech Singapore
7:35pm: From Demo to Production: Scaling Agentic AI with Event-Driven Architecture Seamlessly
By Shelvia Hotama, Senior Solutions Engineer, Confluent
7:55pm: Discussion on Building Robust and Scalable AI Systems
With Shangru, and Shelvia
8:15pm: Q&A
8:30pm: End of STACK Meetup
Click **[here](https://go.gov.sg/stackmeetup-7may2026-mc)\*** to sign up!
\*Registration will be accepted via GovEntry only.
Thinking Visually, Together
**About This Event**
Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because we’re not seeing the same thing.
Visual thinking helps make that thinking visible. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.”
Join this hands on workshop to
1\. Learn how to use simple sketches to make ideas\, assumptions\, and trade\-offs visible
2\. Work thru realistic scenarios with others to see how different people frame the same situation
3\. Experience how clearer thinking \-not just better tools \- leads to visual clearer communication \(with a short AI demo\)
***Come ready to sketch to align, make your thinking visible and learn by doing !***
📆: 7- 9 PM Thu 7th May 2026
📌:112 Middle Road #04-01
• Near Bugis MRT
• Contact Lava 94518486 or Z 97458288 if you are having trouble locating the venue
**Ticket Fees**
🎟️ $15
• Humanist Society Singapore (HSS) Members
• Past Attendees of Thinking Clearly , Together online series
• Level Up Meetup Group Community Members
🎫 $20
• General Participant / Non-HSS Members\*\* (T&Cs Apply
• Or Bring A Friend And Both Of You Will Enjoy The Member Rate !
**How to Secure Your Ticket**
Make payment to the Humanist Society via:
1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details:
[Transfer to UOB A/C # : 3733027590
Branch: Tiong Bahru Plaza
Bank code: 7375
Branch code: 050]
2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments
3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email
Contact: Secretary – [94518486/info@@humanist.org.sg]
**PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION**
Thinking Visually, Together - Visual Thinking For Collaborative Problem Solving
***Come ready to sketch to align, make your thinking visible and learn by doing*** by joining this collaborative learning event organized by ***[Level Up](https://levelupthinkingtoolsforimpact.substack.com/about) x [Humanist Society Singapore](https://humanist.org.sg/) :***
**About This Event:**
Most problems feel messy because we can’t see their structure. In conversation, we often talk past each other - not because we disagree, but because *we’re not seeing the same thing*.
*Visual thinking helps make that thinking visible*. With simple sketches, we can surface assumptions, compare perspectives, and work through complexity together – all without needing any “art skills.”
Join this hands-on workshop to
1. Learn how to use simple sketches to make ideas, assumptions, and trade-offs visible
2. Work thru realistic scenarios with others to see how different people frame the same situation
3. Experience how clearer thinking -not just better tools - leads to visual clearer communication (with a short AI demo)
🗓️ **Time/Date**
• 7- 9 PM Thu 7th May 2026
📍 **Venue**
• 112 Middle Road #04-01
• Near Bugis MRT
**Ticket Fees**
🎟️ $15
• Humanist Society Singapore (HSS) Members
• Past Attendees of Thinking Clearly , Together online series
• Level Up Meetup Group Community Members
🎫 $20
• General Participant / Non-HSS Members\*\* (T&Cs Apply
• Or Bring A Friend And Both Of You Will Enjoy The Member Rate !
**How to Secure Your Ticket**
Make payment to the Humanist Society via:
1\. PayNow to \(UEN: T10SS0142C\) or Bank Transfer Account details:
[Transfer to UOB A/C # : 3733027590
Branch: Tiong Bahru Plaza
Bank code: 7375
Branch code: 050]
2\. ➡️ Please include your full name \+ “ThinkingVisually” in the reference/comments
3\. Send proof of payment \(screenshot/receipt\) to the organizer’s WhatsApp/email
Contact: Secretary – [94518486/[info@@humanist.org.sg](http://info%40@humanist.org.sg/)]
**PLEASE NOTE THAT YOUR RSVP WILL BE CANCELLED IF NO PAYMENT OR PROOF OF RECEIPT IS SUBMITTED 48HRS UPON REGISTRATION**
**About [The Humanist Society (Singapore)](https://humanist.org.sg/)**
Formed in 2010 as a group of humanists, atheists, agnostics, skeptics and other like-minded people in Singapore, the Humanist Society Singapore (HSS) seeks to represent non-religious people in Singapore who pursue ethical and fulfilling lives.
Guided by reason, informed by evidence and driven by compassion, events organized by the HSS aim to raise awareness of science, humanism and ethical living. These gatherings serve as a treasured space for rational discussions and for finding friendship with like-minded people
**About The Speaker & The Level Up Community**
[Zhijing Eu (Z)](https://linktr.ee/zhijingeu) is the founder of [Level Up: Thinking Tools for Impact](https://levelupthinkingtoolsforimpact.substack.com/about), a learning community focused
on using frameworks and mental models to think clearly, communicate better, and collaborate more effectively.
Drawing on two decades of corporate leadership in project management, decision consulting and data analytics - he translates thinking tools into practical skills for real
conversations and real communities.
[Paul's Tabletop] - Board Gaming @ Tiong Bahru Canopy
Looking for board game events near the West? Paul's Tabletop organizes sessions every 1st and 3rd Thursday at Tiong Bahru Canopy.
Canopy is a kindergarten enrichment center owned by one of our members. She has kindly opened up her place for us to game!
Tiong Bahru Canopy sessions are focused on games with lesser complexity, so it's especially ideal for casuals and newcomers to the hobby.
Join us for a fun and relaxed evening of board games, laughter, and great company. Whether you're a strategy pro or just learning the ropes, there's a seat for you at the table.
📅 **When**: Every 1st and 3rd Thursday, 7.45pm
📍 **Where**: (Canopy) 46 Jln Bukit Ho Swee, #01-874, S160046
👥 **Who**: Open to everyone – all experience levels welcome!
We’ll have experienced hosts at multiple tables running different games, so there’s something for everyone—from party games to more strategic play. If you’re new, don’t worry—there’s always someone happy to teach the rules!
Best Part? All sessions are free! Just show up and play, don't need pay.
**More on Paul's Tabletop:**
Paul's Tabletop is an active board game community that holds regular tabletop sessions in the West. We currently host at Clementi, Queenstown and Tiong Bahru. We also organize regular board game retreats, events and auctions.
Started by a crazy guy named Paul, our games are hosted by the community, for the community. Come join us and let's explore this wonderful world of cardboard together!
We play a full range of games from Avalon/Secret Hitler/BOTC all the way to 18XX, Lacerdas, Splotters, TI4 and everything in between (Euros, Dungeon Crawls, 4X, Sandbox, LCGs, Co-ops etc).
Our events are primarily organized on telegram, you can check it out [here](https://t.me/+tVrjvrmRl-RmMDc9).
**Our Event Schedule:**
Free for All Gaming @ Clementi Zone 2 RN - Every 1st and 3rd Mon
Open Games @ Dundee Queenstown - Every 2nd and 4th Sun
Under 3 Complexity @ Tiong Bahru Canopy - Every 1st and 3rd Thurs
Open Games @ 348 Clementi - On Weds
Note, sign ups on Meetup are not the final count as we primarily organize through [Telegram](https://t.me/+tVrjvrmRl-RmMDc9).
Meaningful Conversation for Curious Minds
Welcome to Curious Souls Café, a warm and friendly space for meaningful conversations. 😊 We invite you to join us for an evening filled with thought-provoking dialogue, meaningful connections, and personal growth.
Inviting all Curious Souls who are passionate about:
🌍 Embracing open-mindedness
🤝 Tapping into collective wisdom
🗣️ Engaging in meaningful conversations
🌱 Embarking on a journey of self improvement
📚 Exploring diverse schools of thought and personal experiences
**Agenda / What You'll Experience**
💬 Meaningful Conversation Cards
We will begin the session with our uniquely curated, meaningful conversation cards. You'll have the opportunity to pick a card and initiate thought-provoking conversations with fellow attendees. (Check out a sample of the cards in then photos)
💬 Final Thoughts and Feedback
In the last 10 minutes of the event, we'll reflect on the key insights, memorable moments, and takeaways from the evening's discussions. It's an opportunity to distill the shared knowledge and leave with a deeper understanding of the topics explored. You are free to leave anytime.
🈚 Free of Charge
While there is no charge to attend, we kindly encourage you to support the venue by purchasing a drink and/or any items from their menu.
Note:
[This event](https://curioussouls.cafe) is not affiliated with the restaurant/cafe.
Thursday Evening @ Wan Wan Thai Cafe (Bugis)
Welcome! Gist below! :-)
1. Bring a book to the meet!
2. Buy a drink (and a bite if you're hungry).
3. Say hi to the folks.
4. Read!
5. We'll do a short round of intros and a short sharing at the end too. :)
Come in and find us (we're probably the only reading group)! In the event that the place is full, we'll find a back up nearby. :-)
This is a limited seats, small group event, so do try to update your RSVP early if your plans change! Thanks in advance!
Nearest MRT: Bugis (DT14/EW12)
Critical Design Events This Week
Discover what is happening in the next few days
Practical Philosophy Meetup - Singapore 🇸🇬
🏛️ **WHAT'S PRACTICAL PHILOSOPHY ABOUT?**
Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎
Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic.
The goal is to help develop our Critical Thinking, Communication, and Community 🙌
📓 **HOW DOES IT WORK?**
Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t), along with jump-off points to get the conversation going.
When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture.
**General Meeting Agenda**
Each Practical Philosophy meet-up follows this general timeline:
* 19:00-19:15 - People arrive and chat, get to know each other before the ‘official' start.
* 19:15-19:25 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines.
* 19:25-20:45 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them.
* 20:45-21:00 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo.
* 21:00 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other.
**🧧PRICING?**
Practical Philosophy Club is FREE to attend! We just ask that if we are meeting in a café, buy a beverage! Some chapters rent a space for us to meet, and they may ask for donations to help contribute to the cost of rent. Donations will always be 100% voluntary though!
💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY
🗣 “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam
🗣 “I got hooked from day 1 (the topic was authority) and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel
**🤓 FAQ**
* What will we talk about? What's the topic?
The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t).
* Do I need to study or read anything to attend?
No preparation is necessary. This isn’t a study of other thinkers. We want to know what YOU think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it, but it's not required.
* Is there a specific philosophy that Practical Philosophy is focused on?
The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school.
* Is it mostly men that attend?
Surprisingly, no! Although philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms.
* Can I come alone?
Of course you can, we encourage it :)
* Can I be late?
Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation.
* Where do you meet?
The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/).
**PRACTICAL PHILOSOPHY - Making Philosophy Available To All.** ✨
Practical Philosophy hosts weekly, in-person meetups in over 20 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️
\*\*\*
Join our [Whatsapp group](https://chat.whatsapp.com/LB5EKxC9JsN7S1wVok3vXe?mode=gi_t) 👈
Follow us on [Instagram](www.instagram.com/practicalphilosophyclub/) 👈
Our [website](https://www.practicalphilosophy.club/) 👈
Super-Individual Secret Club (SISC): The Toy AI Chapter
**\*\*\* Please register at** https://luma.com/ofdo61ky **\*\*\***
**The Super-Individual Secret Club (SISC): The Toy AI Chapter**
📅 8 May 26 (Fri)
🕗 7pm to 10pm
📍 Register to see Address
🔗 https://luma.com/ofdo61ky
We’ll explore how toys and AI intersect — AI as a powerful engine for imagination, personalization, and interactive play, and toys as evolving platforms that bring intelligence into the physical world.
Are we entering an era of AI-enhanced play and emotionally aware, adaptive toys that reshape how humans learn, create, and connect?
**Expect demos, discussion, and ideas worth stealing.**
**Register now! 🚀 →** https://luma.com/ofdo61ky
✅[CONFIRMED] Gunung Berembun @ 1014m Hike + WWII Plane Crashed Site
**⛰️[CONFIRMED] Gunung Berembun @ 1014m +**
**WWII Plane Crashed Site Historical Hikes**
**📅 Date: 8–9 May 2026 (Fri–Sat)**
**🌟 EVENT DETAILS**
**Promo Price: $133/person**
**(Registration closes on 6 May 2026, 5pm)**
**💰Usual Price: $160/person**
**�� INTERESTED?**
**�� WhatsApp: 94884478 (Wilfred)**
**�� Sign up here:**
[https://www.meetup.com/lets-go-travelling-hiking/events/313369723/](https://www.meetup.com/lets-go-travelling-hiking/events/313369723/)
**📍 HIKE OVERVIEW**
🏔️ A unique highlight of this hike is the World War II crashed bomber site, located about 1 hour from the summit.
**🥾 HIKE DETAILS**
Altitude: 1014m / 3,326 ft
Elevation Gain: \~624m ±
Distance: 5km (one way) / 10km (return)
Duration: 8–12 hours (include rest & photo)
Difficulty: ⭐⭐⭐⭐⭐⭐ (6/10)
**🌿 TRAIL HIGHLIGHTS**
🌊 Lata Berembun – Waterfall, first checkpoint & campsite
⛺ Gua Kambing – Campsite with water source & rock shelter
🏔️ Summit Push – Steeper ascent towards the peak
✈️ WWII Crash Site – Historical aircraft wreck location
🌺 Expect beautiful wildflowers, tropical plants & birdlife along the trail.
💳 PAYMENT
Please PayNow $XXX / person to: UEN: 201727764C
Wilfred Go Travelling & Hiking Pte Ltd
OR
Bank Transfer to: DBS Current Account: 0029069789
📲 After payment, WhatsApp 94884478 (Wilfred) with screenshot receipt
**TA License No 03066**
**TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD**
**To Connect With Us:**
**Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)**
**Whatapps Channel:**
**[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)**
**Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)**
**◾INCLUDE:**
\* 1 Event Host
\* Mountain Guide/s
\* Hiking Permit
\* Transportation
Van < 14 person
Bus >15 person
\* Group Dinner is only included if group-size is 10 or more
**◾EXCLUDE:**
-Personal Insurance
-Items Not Mentioned In Itinerary
**Suggested Itinerary:**
(Friday)
1000pm -Meet Maxi-Cash next to Marsiling MRT Bus Stop
1005pm -Depart to Woodland Custom
(Sat)(D)
11pm-Depart JB Custom
2am-Rest Area Wash-up, Breakfast & Pack Lunch
4am - Briefing commence hike
7am Lata Berembun
9am CP1 Gua Kambing, rehat & Last Waterpoint (LWP)
11am Puncak Gunung Berembun
1pm Air crash site
230pm Summit Gunung Berembun
330pm Gua Kambing (Cave)
430pm Lata berembun
6pm-Rest Area Washup
7pm-Dinner
10pm-JB Custom
11pm-Marsiling MRT
**Disclaimer, Indemnity and Terms of Participation:**
The participant acknowledges that this is an adventure trip.
The itinerary serves as a guide only and changes may be required.
All participants are strongly advised to have travel insurance.
The participant agrees to assume all risks and indemnifies the organizers against all claims, disputes.
Fun Shoot (All Levels)
Want to test your skill at the sport? Be the Willliam Tell or Robin Hood?
Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports.
Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students.
**Past Experiences**
* National Team (Compound) 2000 - 2002
* National Junior Development Team Coach (Compound) 2013 - 2015
* Community Club Compound Coach 2013 - 2018
* National Team (Compound) 2018 - 2020
* Tampines Meridian Junior College Archery Coach 2018 - now
### **Address**
9 Ah Hood Rd, East Asia Institute of Management
### **Schedule**
Fridays 1030AM - 12PM
### **Booking Information**
* Please contact **98225900** to find out how to book this class.
* The instructor will reach out to you once you've booked the class.
Foil Developmental Group Class (Adults & Teens, Intermediate)
**For ages 13 and above.**
In this class, you will build on the basics from Foil Foundational Class and continue to learn more advanced technical skills and their applications, such as:
* Different parries
* Compound attacks
* Counter riposte
* Counter attack
### **Address**
231 Mountbatten Rd, BLK F, #01-01, Singapore 397999
### **Schedule**
Fridays 730PM - 930PM
### **Booking Information**
* Please contact **98225900** to find out how to book this class.
* The instructor will reach out to you once you've booked the class.
Fun Shoot (All Ages, All Levels)
**For ages 7 and above. Children aged 5 to 7 require parental assistance.**
Want to test your skill at the sport? Be the Willliam Tell or Robin Hood?
Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports.
Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students.
**Past Experiences**
* National Team (Compound) 2000 - 2002
* National Junior Development Team Coach (Compound) 2013 - 2015
* Community Club Compound Coach 2013 - 2018
* National Team (Compound) 2018 - 2020
* Tampines Meridian Junior College Archery Coach 2018 - now
### **Address**
9 Ah Hood Rd, East Asia Institute of Management
### **Schedule**
Sundays 1PM - 2PM
### **Booking Information**
* Please contact **98225900** to find out how to book this class.
* The instructor will reach out to you once you've booked the class.
Critical Design Events Near You
Connect with your local Critical Design community
American Sign Language Beginners Meetup Group
We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able!
Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!
Building Momentum: From Ambiguity to Execution
**Building a great product is one thing—building momentum behind it is another.**
Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations.
In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch.
You’ll walk away with insights on how to:
* Build and sustain momentum across teams
* Adapt to changing priorities without losing direction
* Scale products thoughtfully in complex environments
Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward.
Come connect, learn, and swap stories with fellow product professionals.
\-\-\-
Food and drinks will be provided by Switchbox, our generous host.
Free parking will be available at the front and back sides of the Switchbox Office.
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 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
BeComing Circle Initiates
http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg
Instructor - Crow, HPS
Class fee is $30 at the door or approved exchange
RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642.
Reservations made directly to Enchanted Elements will be added to the class list manually not online.
Private Instruction ~ Closed to the Public ~ Initiated Members Only
Please come prepared for ritual.
Blessings ~ Crow
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