Network Engineering

Hear 4 expert talks, take the mic for an AI / hardware demo or announcement, and connect over pizza & drinks. **Important: Please grab your** **[FREE Eventbrite ticket](https://www.eventbrite.com.au/e/physical-ai-meetup-tickets-1988533123101?aff=oddtdtcreator) here** **to attend. Registration is required, and tickets will be checked at the door.** A special thanks to the **University of Melbourne** for hosting us, in collaboration with the **Melbourne University Electrical Engineering Club (MUEEC)** — a student-run club enriching the student experience through social events, professional development, and industry networking that connects engineering students with peers and professionals. Pizza and drinks for this session are kindly provided by **Advantech** — a global leader in IoT intelligent systems and embedded platforms, with the corporate vision of **“Enabling an Intelligent Planet.”** Take the mic at our **Community Open Mic**! Bring your demo, prototype, or announcement — whether it is AI, hardware, robotics, embedded systems, sensing, or edge computing. All welcome. *** ## Agenda ### 5:30 – 6:00 pm \| Check\-in\, Welcome & Introduction Hear a short welcome from the event hosts and an introduction to the Physical AI Meetup community. *** ### 6:00 – 6:20 pm \| Talk 1 –Integrating External Conditioning into Large Pretrained Deep Learning Models **Overview:** Off-the-shelf AI models are impressively capable — until they are used in highly specific real-world domains. A model trained on broad internet-scale data may struggle with cancer biopsy analysis, flood prediction, recognising unfamiliar objects, or following complex multi-step instructions. In this talk, Dr Sachith Seneviratne argues that the answer is not simply to retrain models from scratch or add more data. Instead, he introduces the idea of **external conditioning**: injecting domain knowledge into large pretrained models at the right point, with minimal engineering overhead. Drawing on recent work across medicine, climate, safety-critical AI, and creative tools, Sachith will show how external knowledge can help pretrained models become more reliable, efficient, and useful in real applications. Attendees will leave with practical strategies for making large AI models work in their own engineering and applied AI contexts.world systems. **Speaker:** **Dr Sachith Seneviratne, University of Melbourne** **Bio:** Dr Sachith Seneviratne is a Research Fellow in AI at the University of Melbourne. He brings over a decade of AI research experience alongside four years of applied consulting work for organisations including NASA and Harvard University. His research centres on representation learning, applied AI, and the efficiency of deep learning systems. His work asks how large AI models can be made to operate reliably in specific real-world domains — from clinical pathology and flood emergency response to cybersecurity and urban design — without sacrificing the generality that makes them powerful. His research has appeared at leading venues including CVPR, ICCV, and AAAI. Sachith has developed AI tools for earthquake prediction, malware detection, wearable health monitoring, and automated urban design generation. His PhD from Monash University investigated the automation of machine learning itself, including generating parallelised inference algorithms directly from model specifications. As a consultant, he has advised global organisations on deploying machine learning in production, with a focus on building systems that are efficient, robust, and grounded in domain knowledge. *** ### 6:20 – 6:40 pm \| Talk 2 – Harnessing Intelligence from the Source: Living Biological Neurons as a Material for Physical AI **Overview:** What happens when intelligence is no longer built only in silicon? In this talk, Dr Brett J. Kagan will explore the frontier of biological computing and synthetic biological intelligence, where living neural systems are integrated with hardware and software to create new forms of adaptive computation. Drawing on Cortical Labs’ work with neurons on a chip, closed-loop learning systems, and the CL-1 platform, Brett will discuss how biological neural systems can learn, adapt, and interact with their environment — and what this could mean for the future of AI, robotics, embodied intelligence, and physical AI. **Speaker:** **Dr Brett J. Kagan, Chief Scientific Officer / Chief Operations Officer, Cortical Labs** **Bio:** Dr Brett J. Kagan is the Chief Scientific Officer and Chief Operations Officer at Cortical Labs, a multidisciplinary deep-tech startup integrating hardware, software, and synthetic biology to explore how intelligence can be harnessed from neurons on a chip. Dr Kagan has a PhD in neuroscience focusing on stem cell therapy and completed post-doctoral work in bioinformatics and regenerative medicine. His recent work includes developing the first real-time closed-loop demonstration of in-vitro intelligence in a simplified Pong-game environment, along with work to better test and understand these systems. He has led the scientific development of the first commercialisable device for harnessing the information processing capabilities of biological neurons, called the CL-1. He also explores the neurocomputational, philosophical, and ethical implications of this emerging technology. ### 6:40 – 7:00 pm \| Pizza & Networking Enjoy pizza, drinks, and time to connect with other attendees. *** ### 7:00 – 7:20 pm \| Talk 3 – Physical AI in Practice: Connecting Edge Intelligence to Industrial Outcomes **Overview:** Physical AI becomes truly valuable when intelligence can be deployed close to machines, sensors, factories, and real industrial operations. In this talk, Susie Chen will share how edge AI, industrial IoT, and data-driven decision-making are being applied in real manufacturing and industrial environments. She will discuss how organisations can connect intelligent edge systems to practical outcomes, including operational efficiency, automation, smarter monitoring, and improved decision-making. The session will provide an industry perspective on how Physical AI moves from concept to deployment — and how edge intelligence can help bridge the gap between AI innovation and measurable business value. **Speaker:** **Chen Susie** **Bio:** Susie Chen is the EIoT Head of Sales at Advantech Australia, specialising in edge AI and smart manufacturing. With global experience across Taiwan, Brazil, and Australia, she helps organisations transform industrial operations through AI-driven IoT and data-powered decision-making. ### 7:20 – 7:40 pm \| Talk 4 – Why AGI Needs a Body: The Case for Proprioceptive Data in Embodied Intelligence **Overview:** Vision-based AI has transformed perception, but real-world intelligence requires more than seeing. For robots and embodied systems to operate reliably in the physical world, they need access to ground-truth data about movement, force, position, and physical interaction. In this talk, Anantyash Dixit will argue that proprioceptive data — the body’s sense of movement and position — is a missing ingredient in the path toward embodied intelligence. He will discuss why specialised sensing hardware is needed to capture this data, how human movement datasets can support robotic deployment, and why physical AI may require a deeper connection between hardware, biomechanics, and intelligence. Drawing from Melbourne Bionics’ work across wearable sensing, athlete performance analytics, and robotics datasets, this talk will explore how real-world proprioceptive data could shape the next generation of embodied AI systems. **Speaker:** **Anantyash Dixit, Founding Engineer, Melbourne Bionics** **Bio:** Anantyash Dixit is a Founding Engineer at Melbourne Bionics, a medtech startup where he leads the full hardware pipeline, including electronics design, embedded systems, and sensor integration. Melbourne Bionics is developing three connected products: **Ares**, a calf sensor sleeve that captures real-time proprioceptive data from elite athletes; **Athena**, an analytics platform that turns that data into actionable insights for coaches and medical staff; and **Richter**, a robotics platform that uses the same dataset as a proprietary benchmark for humanoid robot locomotion. Anantyash’s background spans FPGA and RTL design, embedded firmware, PCB layout, EMI/EMC verification, wearable biosignals, and medical device development. He holds a degree in Electrical and Computer Systems Engineering from Monash University, where he was awarded the International Excellence Scholarship and served as President of the Society of Monash Electrical Engineers. Beyond hardware, he thinks deeply about the ethics of AI, the implications of physical intelligence, and what embodied systems mean for humanity’s long-term trajectory. *** ### 7:40 – 8:00 pm \| Community Open Mic Take the mic and share with the group — from hardware demos and embedded prototypes to quick AI-at-the-edge announcements, project showcases, calls for collaboration, and more. *** ### Wrap-up & Social Any further Q&As and chats will happen here. **Last reminder:** Please make sure to register on Eventbrite for your free ticket — it is required for entry.

**🔥L​assie & Edward Zia's Business Community is hosting a Business Networking Event @ Pullman Melbourne on the Park!🔥** Join like-minded people in Business for a fun and relaxing Networking Lunch and afternoon of Networking that you won't want to miss!​ Our Business Community includes a diverse range of friendly and supportive Professionals, Entrepreneurs, Business Owners, CEOs, Managing Directors, Boss Ladies, Thought Leaders and Influencers, open and ready to meet like-minded individuals, to connect and grow their Networks! ​​Our events are all about fostering and empowering meaningful connections, getting everyone out of their homes and offices to build a stronger Network within our Communities. **​T​he Event:** ​Our gatherings are free to you and pretty casual, with minimum structure to allow natural flow of conversations. [Please make a donation, we really appreciate your support.](https://www.paypal.com/paypalme/ExcellenceAbove) Come along, grab lunch, ​introduce yourselves, make new friends, and connect with each other on your phones via Linkedin. Our leaders will give a brief introduction after lunch, feel free to move around and speak to everyone before and after, and enjoy a coffee and or beverages of your choice throughout​ the event too. **Before the event** ​Make sure that you have registered for this event, updated your professional profile and install the Linkedin app on your phone, our preferred social media platform for high quality professionals and Business Partners. **After the event​:** ​Touch base with those you have met and connect with any you may have missed on the day. Schedule a coffee meet and come along to our next event to meet and re-connect with others. **​P​arking:** Pullman Melbourne on the Park is located in East Melbourne, about a 10 minute walk East from Parliament Train Station. It's close to the MCG, and is also a popular venue for many concerts and sporting events. Wellington Parade also has many trams, with a tram spot just outside the Hotel. Parking includes a mixture of street parking and paid carparks including: \- Underneath the Pullman on the Park \- The Epworth Freemasons Carpark - Secure Parking, 12 - 20 Flinders Lane This part of town tends to be either empty or completely packed, based on what events are happening at the MCG and more (always great to leave earlier and allow more time when things are busy). **First time with Us?** You're in good hands! We've been running​ networking events in ​since 2015 and beyond **About Us** Our Meetup Business Community has over 16k members and has become one of Australia's largest Business Networking Meetup groups. We host regular Networking events in Sydney, Melbourne, Brisbane, Canberra and zooms throughout the year, supporting a network of ever-growing businesses. With over 16,000 members in our Business Community, you have the best chance of meeting like-minded people to grow and scale your Network faster. **View all upcoming ​events [here](https://linktr.ee/LassieZia)** ### Frequently Asked Question​s **What is the dress code?** Smart Business casual and ​be photo ready. **Do many people attend by themselves?** Many of ​our attendees come by themselves​ and friends, colleagues and first timers are always welcomed. **How can I make contact with any questions?** ​Simply direct message [Edward Zia](https://www.linkedin.com/in/edwardzia/) with any further questions. We aim to create High Value and the best Business Networking Events available out there! **Meet - Like - Know - Trust** **Your Network is your Networth!** 🌏🌏🌏💙💙💙🔥🔥🔥 If you love our High Quality Business Networking Events, please Sign up to become a Member of the **[Awesome Influencer Vault](https://edwardzia.teachable.com/p/theawesomemarketingvault)** and help us keep them Running! We really appreciate your ongoing support!

✨ **KISMETRIX \| True Connection** ## **Elevated Singles Night [(Ticketed Event)](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl)** **Dress, Drinks & Connection** **Hosted by KISMETRIX \| True Connection** **📍 HER Bar 2 WINDSOR PLACE, WINDSOR, VIC, 3181** **(Laneway behind 64 Chapel St)** **📅 Friday, 8 May 2026** **🕖 7:00 PM – 10:00 PM (Hosted)(Venue open late)** **🎟 Includes one standard drink** ## A REFINED FRIDAY NIGHT FOR THOSE WHO VALUE QUALITY OVER CHAOS Some nights feel different. The space. The people. The conversations that unfold naturally. This is **Elevated Singles Night** — a refined Friday social for those who want real connection, good energy, and a more intentional atmosphere. No swiping. No forced rotations. No chaotic party crowd. Just confident adults showing up — in real life. ## 👥 AGE & FLOW This experience is designed for guests aged **30+**, creating a more aligned and intentional atmosphere. There are no separated areas or rigid groupings — the evening is designed to flow naturally, with a curated crowd and hosted support early on. This keeps the energy: ✨ social ✨ relaxed ✨ effortless ## 💫 ABOUT THE EVENT Tired of dating apps that go nowhere? Over environments that feel loud, rushed, or surface-level? So were we. KISMETRIX \| True Connection was created for singles who want something more human — real presence\, real conversation\, and genuine connection\. You’ll walk into a room full of people who: • Are done with endless chatting and ghosting • Want to meet face-to-face, not behind a screen • Value depth, respect, and good energy • Care about how they show up — socially and emotionally Come for a drink. Stay for the conversation. Leave glad you came. ## ✨ DRESS THE PART This is a **dress-to-impress evening**. Think: • polished • confident • effortlessly put together Not formal — but elevated. Because how you show up shapes the energy of the room. ## 🍸 THE VIBE Expect: • A stylish, intimate bar setting in Windsor • A complimentary drink on arrival to ease into the evening • A curated crowd open to connection • Hosted support early, free-flowing interaction later • A balanced, socially aware atmosphere Think less “dating event”… more a **Friday night done properly**. ## 🎯 WHO THIS NIGHT IS FOR This event is for singles who: • Prefer substance over surface • Enjoy meaningful conversation and elevated social settings • Are emotionally mature and socially aware • Want a great Friday night — regardless of outcomes Come solo or with friends — many do. ## 🎟 TICKETS & INCLUSIONS - [BOOK HERE](https://www.eventbrite.com.au/e/may-1-elevated-singles-night-dress-drinks-connection-her-bar-windsor-tickets-1986619054069?utm-campaign=social&utm-content=attendeeshare&utm-medium=discovery&utm-term=listing&utm-source=cp&aff=ebdsshcopyurl) Your ticket includes: • Entry to the curated KISMETRIX Elevated Singles Night • One standard drink on arrival • Hosted support throughout the evening • A thoughtfully balanced social experience Additional drinks are available for purchase at the bar. 🎫 Tickets are limited to maintain quality, comfort, and atmosphere. Early booking is recommended. ## 💡 WHY PEOPLE LOVE KISMETRIX EVENTS • No apps. No swiping. Just real people • No scripts or awkward structures • Thoughtful curation without rigidity • A genuinely enjoyable night — even if you attend solo Many guests come “just for a drink”… and end up staying all night. ## 🔔 IMPORTANT NOTES • This is a hosted social experience — not speed dating • One standard drink is included with your ticket • Additional drinks are available for purchase • Guests are welcome to arrange food delivery (e.g. Uber Eats) if they wish to enjoy a meal during the evening • Sharing is always optional — participate at your own comfort level • Respect, boundaries, and good energy are essential • Tickets are non-refundable but transferable ## 🔗 STAY CONNECTED WITH KISMETRIX \| TRUE CONNECTION 📧 [social@kismetrix.com.au]() 🌐 [www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au") 📱 Follow us on Instagram, Facebook & Eventbrite 📄 Important Notice: By registering\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. 🤝 Collaborations: [collabs@kismetrix.com.au]()

* Join us for an evening of professional networking and valuable insights at our Entrepreneur & **Small Business Networking Mixer**. Connect with fellow small business owners, entrepreneurs, and like-minded professionals to share business strategies and exchange ideas for startup success with a drink. * * We have carved a deal with the restaurant of 10% Discount of all Menu items & drinks if you mention the staff "**Friday Business Meetup Deal**" * * We will delve into the power of integrating feminine wisdom with masculine energy for enhanced business strategies and entrepreneurial success. Discover the importance of positive human collisions in fostering innovation and growth, while expanding your network in a dynamic and supportive environment. * * Don't miss this opportunity to meet new contacts, exchange knowledge, and take yourself to the next level! * * **About Host:** Host of the event Sash (Sachin) is qualified accountant in practice. Mostly he is present in the event but it is subject to his prior commitment. However everybody is still invited to chat & socialise whether he is present or not. The place is a platform for everyone to gather,meet & help each other. * * **Address & Timings :** from **6-8 PM** at **500 Victoria Street, North Melbourne VIC 3051 (This event will be on every Friday same time same day unless otherwise advised)** * * Join us to meet new friends, hang out and have some laughs. New people are always welcome 😊🍺🍺 * * Come along to meet new people and see the familiar faces of the regular members. This is a regular weekly group for socialising and unwinding for the weekend. * * **Liability Waiver:** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being.

BOOK YOUR MELBOURNE WRITERS' FESTIVAL TICKET ASAP as this event is likely to sell out fast! https://mwf.com.au/program/rf-kuang-katabasis This is a 60-minute writer talk with R.F. Kuang (author of Babel, Yellowface and her latest work Katabasis). Meet at the entrance of Melbourne Town Hall at 5.45pm if you'd like to sit together as a group. Your host for this event is Natalie. Option to go for coffee after the event and continue the literary discussion. P.S. There is no organizer fee for this event.

Hi all. here is an opportunity for you to practice your 1 on 1 conversational skills. You may want to practice eye contact, humour, overcome anxiety, listening, talking or simply want more social practice and exposure to grow your skill / confidence. This is a great event if you wish to pre practice or prepare for dates. This is a 2 people sit down event at Hawke and Adderley Park. RSVP to this event page and I will inbox you to confirm the time and place! Sam

—— DETAIL —— We will meet at the starting point, take a short stroll to a cute cafe by the Yarra River. We will grab a bite/ coffee and hang there. We will head back to the starting point after. Dress for comfort. If this is your first event, come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you're regular, take the opportunity to get to know others you've met before. Feel free to continue the conversation over coffee/ lunch after the walk. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **— Heylo App Group —** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

**English for Beginners (A1–B2): Casual Speaking Meetup** （※Mainly for people in their late teens to 20s） • You understand English… but can’t reply? • You studied for years… but still can’t speak? • You feel nervous speaking English? You’re not alone You just need a place to try This meetup is for beginners who want to actually SPEAK. ✨ Small group (4–10 people) ✨ Friendly & relaxed atmosphere ⸻ **✨ What makes this different?** We don’t just chat randomly. Everyone gets a chance to speak! • Level-based groups (A1–B2) • Pair conversations (10 min each) • New partner every round • Simple question sheets No one is left out :) ⸻ **No pressure, no judgement** Mistakes are OK ‍♂️ Speak slowly, use gestures or a translator You WILL speak — even a little! And you might actually enjoy it ⸻ **How it works (1 hour)** • Short intro • 3 rounds of pair conversations • Free chat at the end Speak a little or a lot — both are okay! ⸻ **Who is it for?** • English learners (A1–B2) • International students / working holiday • Anyone who feels shy speaking English • Young adults (around 18–30) ⸻ **About the host** Hi, I’m Yuki I also struggled to speak English before. So I created this space where beginners can feel safe and try. ⸻ **When & Where** Saturday 11:00–12:00 — Meeting Room 1 - Library at The Dock **Free (just buy a drink)** ⸻ ✨ Just come, try, and enjoy! See you there :)

Join us to learn and practice some English. And have some fun at the same time! We have a different topic every week including a ten minute talk from the Bible. We look forward to meeting you!

Hi all. here is an opportunity for you to practice your 1 on 1 conversational skills. You may want to practice eye contact, humour, overcome anxiety, listening, talking or simply want more social practice and exposure to grow your skill / confidence. This is a great event if you wish to pre practice or prepare for dates. This is a 2 people sit down event at Hawke and Adderley Park. RSVP to this event page and I will inbox you to confirm the time and place! Sam

**We’re really excited about this one!** Following the success of our first community dinner, Chris (from 100 Coffee Movement) and I are hosting a second. This is a simple, warm space to share a meal, have good conversations and meet new people. We’ll also have a few light, fun activities to help you mingle naturally (nothing forced, don’t worry). The cost for this event is **$5** per person, which will cover the food and venue fees. No profits are made here; everything goes straight into making the community event happen. We’re capping this at 60 people so get in early. Payment details: BSB - 063106 Account number - 10989323 **Payment confirms your spot.** Really looking forward to seeing you there. These spaces are only as special as the people in them, and it’s been amazing so far. Thanks again for supporting our community. *** Refunds: We prepare the meals based on the number of people attending, so unfortunately refunds aren’t available. If you can’t make it, feel free to pass your spot on to a friend :))

TO MAINTAIN A GENDER BALANCE ALL MALES MUST ATTEND WITH A FEMALE FRIEND, NO EXCEPTIONS. All females are welcome to attend alone but encouraged to attend with a female friend too for free drinks and food! MUST TAP “ATTEND” and include all guests. UNLIKE other meetups which are overwhelmingly male dominant, we provide ONLY gender balanced events where females also have a chance to meet other females, not only men. WE ARE COMMITTED TO EQUAL GENDER REPRESENTATION IN THE IT INDUSTRY. 8PM EVERY FRIDAY & SATURDAY (LAST ENTRY STRICTLY 8.30PM) AT 215 QUEEN’S

Connected Westerville Night of Networking flips the script on networking, with surprises and connections that'll make you say, "Who knew networking could be this much fun?!"

**PLEASE BUY TICKETS THROUGH EVENTBRITE. RSVP THROUGH MEETUP IS NOT A TICKET PURCHASE CONFIRMATION.** Strive welcomes you to 'General Business Networking', Columbus' hottest networking event! We are set in the perfect central location in Downtown for all to join. Are you interested in business? Want to elevate your career? Meet Consultants, Analysts of all types, Bankers, Software Engineers, Entrepreneurs, and more who are active in the space or are eager to get started. **\*\*This will be a multi-vertical event\*\*** **There will be professionals with backgrounds in the arts, finance, tech, real estate, healthcare, and more. Come with an open mind, and leave with connections that wouldn't be possible otherwise!** Pack some business cards and come with an open mind! Meet your future business partners, employers, coworkers, investors, and friends. You don't want to miss this opportunity to expand your network and create a brighter future. We will have a space for our event to check-in. The event will go from 6:00 PM - 8:00 PM (feel free to come at any point in this timeframe). Name tags will be provided. Business casual dress code. Job fair attire. **Remember, it's not who you know, it's who you meet tomorrow!** We look forward to meeting you at the event! Sincerely, Strive Networking Team *Refund requests are permitted up to 24 hours after purchase, so long as we are not within 48 hours before the event start time. Refunds will be made in full and repaid to your method of payment. Note that we are unable to reimburse PayPal fees.* *Disclaimer: By attending Strive Networking events you agree to photos/videos taken during the event being used to promote future events.*

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

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.

**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.

Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!