Hyperledger Fabric

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.

✨ **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]()

**言語交流会で取り残されたと感じたことはありませんか？問題ありません！** **Have you felt left out in a language exchange event? Don't worry, we've got your back!** 私たちのイベントでは**しっかりと英語と日本語の時間が区切られているの**で自身の言語のレベルによらず練習できます！熱々のピザを食べながら\*\*（メンバー限定割引セットあり！）\*\*静かな場所で英語や日本語を話して、上達していきましょう！ **With clearly scheduled language sessions,** you can practice the language you are learning regardless of your level! What are you waiting for? Let's practice in a quiet, relaxed space while **having delicious, crispy pizza! We offer a MEMBER'S PRICE SET!** **LOCATION / TIME** **Location**: Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D *There are a couple of parking lots nearby.* **Time**: 18:00 - 20:00 Instagram: https://www.instagram.com/cafeandpizzarorichmond/ **場所／時間** **場所**：Cafe & Pizzaro 〒218 Bridge Rd, Richmond VIC 3121, Australia google.com/maps/place/Cafe+%26+Pizzaro/@-37.8185894,144.9953969,17z/data=!3m1!4b1!4m6!3m5!1s0x6ad64390212a3ba1:0x2e4a6b51bdcae368!8m2!3d-37.8185894!4d144.9979665!16s%2Fg%2F11yddttlnb?entry=ttu&g_ep=EgoyMDI2MDIyMy4wIKXMDSoASAFQAw%3D%3D **時間**：18:00 - 20:00 インスタグラム https://www.instagram.com/cafeandpizzarorichmond/ **Participation fees** **$5 (PayID ONLY)** + **$15** **MEMBERS' PRICE SET (ONE CANNED DRINK AND ONE KIDS-SIZED PIZZA)** *The $5 via PayID will be collected 5–10 minutes after the end of the event.* According to the owner, even a **kid-sized pizza** can fill you up! 😄 If you can't finish your pizza, **it comes in a takeaway box so you can take it home!** Hungry? 🍕 Click below to see the menu! Vegitarian? You're covered! 😋 [https://cafe-and-pizzaro-richmond.nextorder.com/](https://cafe-and-pizzaro-richmond.nextorder.com/) **参加費用** **$5 (PayID のみ）＋ $15メンバー限定割引セット（缶ドリンク一本+ピザ一つ)** (イベント終了5－10分前に参加費としてPayIDで$5徴収させていただきます。） **オーナーによるとお子様サイズでもおなかいっぱいになるとか、ならないとか……** テイクアウト用の箱でピザが提供されるので、食べきれない分はそのまま**持ち帰り可能！！** **Schedule（当日の流れ）** 17:55 - 18:00 pm The organizer will guide participants to a seat and give them a brief overview of the event (主催者が参加者をそれぞれのお席へと案内し、簡単なイベント説明を行う） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 19:00pm -SEAT CHANGE (席替え） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 19:50 - 20:00 The $5 via PayID will be collected during this time (PayIDで$5徴収させていただきます。） 20:00 - Wrap-up (締めの言葉） **NOTES** * This special deal is **available only as a combo** and **applies to event participants only** **during the event.** * To ensure that everyone gets a chance to practice, **please follow the schedule.** We really appreciate your cooperation. * **RSVP is required to attend the event, as we have limited seats.** * Provided that there are **fewer than 6 participants**, including the event host, on the event day, **we may cancel the event.** In such a case, participants will be informed through DMs. * As seating for the event is limited, RSVPs may be adjusted to maintain a balanced group (e.g., nationality, gender) and ensure a smooth international exchange. We appreciate your understanding. * In the event of a potential natural disaster, we will notify **you by 22:00 p.m** the day before the event regarding whether it will proceed as scheduled. * Please make sure to **check your RSVP status** **after 22:00 p.m. on the day before the event**, just in case. * **Children under 16** must be accompanied by a guardian. * Participation for the purpose of sales, pick-up activities, religious solicitation, or MLM (network marketing) is strictly prohibited. * We aim to provide a comfortable environment for everyone. Any behavior that makes others feel uncomfortable is not tolerated, and participants may be asked to leave and may be restricted from attending future events. * Please avoid RSVP’ing to another event that takes place at the same time as ours. * Please note that we may take photos during the event to show what it’s like. If you’re not comfortable being in photos, just let us know in advance—we’ll be happy to accommodate. * The organizer is not responsible for any issues or disputes that occur after the event. **注意事項** * 特別価格はイベント参加者様限定で、イベント開催中のみ有効です。 * 参加者全員が練習できるようにするため、区切られた時間に従ってお話していただくことご協力お願いします。 * **人数制限**を設けていますので、**参加登録が必須**となります。 * イベント当日に**参加者が6名未満の場合**、イベントを**中止する**場合があります。その際は、ダイレクトメッセージにてご連絡いたします。 * 座席数に限りがあるため、円滑な国際交流を行う目的で、国籍や性別などのバランスを考慮し、参加状況を調整させていただく場合があります。あらかじめご了承ください。 * 自然災害の恐れがある場合、イベントが予定通り開催されるかどうかにつきましては、前日の**22:00まで**にご連絡いたします。 * **念のため、イベント前日の22:00以降に、ご自身で参加ステータスの確認をお願いいたします。** **16歳未満のお子様**は保護者の同伴が必要です。 * 営業・ナンパ行為、宗教勧誘、MLM（ネットワークビジネス）などを目的とした参加は固くお断りします。 * 参加者の皆さんが安心して楽しめる環境を大切にしています。他の参加者が不快に感じる行為が見られた場合、途中退場や今後の参加をお断りすることがあります。 * 当イベントと同じ時間帯に開催される他のイベントへの同時参加登録はご遠慮ください。 * ＳＮＳでイベントの様子を紹介するため、当日写真を撮影する場合があります。写真に写ることに抵抗がある方は、事前にお知らせください。配慮いたします。 * イベント終了後に発生したトラブルについて、主催者は責任を負いかねます。

The team at Etta humbly describe it as ‘a little neighbourhood restaurant with a big heart’ but with various accolades, including previously winning Gourmet Traveller’s Restaurant of the Year (Vic) and a Chef’s Hat, Etta is more than just a quiet local spot in Brunswick East. The food is fresh and seasonal, and brings people together over shared plates. I booked the Chef’s High Table for 8 Fine Diners to enjoy the ‘leave it to us’ 4-course menu at $115 per person for dinner from 6.45pm on Friday 8 May. There is the option to add matching wines on the night for $85. 
Join the waitlist to express interest. Once I have names in the waitlist, I’ll send you a ‘Meetup Message’ to confirm you have a spot and how to pay. You’ll need to send me $50 to secure your place (equivalent to the cancellation fee - this will be deducted from your bill when we settle up). Once paid I’ll move you from the waitlist to going. Please check that you don’t have your settings blocking messages; if I can’t contact you I’ll have to move on to the next person. Also if you don’t respond to my message within 3 days, I’ll let you know that I’m offering the seat to the next person on the waitlist. 
Thanks and I’m looking forward to sharing some delicious food at Etta with you!

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.

**Who We are..... 🤝** Our journey to bring people together began in January of 2022. The group was started with a simple intention to gather and meet some likeminded people - connecting through the powerful act of meditation and sharing our genuine selves while sitting in a circle that represents equality, harmony and wholeness( *we believe everyone in the circle is a teacher and a student at the same time)*. And over the last 4 years of consistently coming together, we have fostered a beautiful, loving, dependable community where members from all walks of life have experienced a sacred space to sit in silence together and meditate, share their authentic selves, give presence to others and forge meaningful and long lasting connections. The Meditations are guided by Sana(co-founder and host), who is a Trained and certified meditation teacher by the Meditation Association of Australia, and has been guiding meditations for 3+ years in corporate and community settings. ✨ **Do you wish to....** * Experience a simple yet powerful meditation and breathing practice to find calm, relaxation and clarity * Connect with like-minded people in your local community and foster meaningful connections * Meet others who are passionate about growing, uplifting themselves, and supporting others * Share insights from your personal journey (or simply listen and learn) Or maybe you just want to... ☮️ **Spend your Sunday evening in a peaceful, zen space and meet new people? Bring a friend (or two!) and let’s connect.** **What’s on the evening’s flow?** * **Open meet & greet** – connect and settle in * **5 min guided meditation** to land into the space and connect within * **Sharing circle** (totally optional!) – share your thoughts or simply listen * **20-30 min guided meditation** – for relaxation and deeper connection **Where?** 📍 **250 George St, Fitzroy VIC 3065** Enter through the church gates. You’ll see a small garden on the left and stairs on the right leading up to the **Dance of Life Yoga Studio (first door on your right upstairs).** **What to bring?** * **Donation:** A contribution of **$15 or more is recommended**. Your donations directly help us cover venue, meetup membership and other costs, provide valuable resources, and keep this meditation community alive and growing. * **Warm jumper/jacket** (just in case!) * **Water** * **Any books/resources/inspiration you’d love to share** **Important Notes:** * Spaces are **limited**, so if you can’t make it, please update your RSVP to “Not going” or send us a quick message. * **No-show policy:** To keep it fair for everyone, repeat no-shows without notice may not be able to RSVP in the future. * Attendees under 18 must have a guardian present. **Everyone is welcome!** All ages (with guardians for under 18), backgrounds, genders, and experiences – no meditation experience needed. The event runs for about **2.5 hours**, but you’re free to come and go as you need.

***Vibe out with your tribe, out. (No coding experience required or expected!)*** Join us for **Vibe Code & Chill: October Edition** on Sunday, October 5th, 2025. This isn’t your average meetup: no stuffy panels, no boring lectures. We’re here to vibe, imbibe, and make progress on our *projects-de-jour*: from AI experiments to Web3 hacks, AR side projects, or just messing around with next-gen tools. ***New to the crew?*** Expect a warm welcome and friendly face to greet you before introducing you around and helping you find your people. We keep it friendly, fun, and inclusive and with free snacks and drinks, you’re covered. Bring your laptop and your best coding mojo. **What to expect:** * **Chill coding & collaboration:** Bring your laptop and your current coding project. Find a spot in our comfortable booths or at tables with fellow coders. This is a space for hands-on work, casual discussions on the latest gizmos, and helping each other out. * **Free refreshments:** Stay fueled and hydrated with non-alcoholic drinks and a selection of snacks provided by the club. The pub has a great range of meals and drinks if you're looking for something more. * **Headphone-free zone (official hours):** You can code in your own world at home! We have a no-headphone policy for the first hour of the meetup. * **Flexible timing:** You're welcome to arrive early and get started before the official event kicks off at 2PM. and you're welcome to stay and vibe on as long as you like. No sweat if you can't stay the whole time, just pop in and join the fun for as long as you can! Come ready to laugh, learn, and grow with a community that's excited by design, tech, and innovation. This is your chance to make new friends, share ideas, and be inspired by fellow driven and generous minds.

—— 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.

Please join us this Sunday to discuss memory and dreams and their philosophical implications. **We will meet at the Captain Melville at 2pm for a 2:15pm start sharp.** **Please note that the $5 attendance fee to help with Meetup costs is now mandatory and will be collected when people arrive. This is assist the group with covering costs and to ensure all attendees contribute. Payment can be in cash or bank transfer.** **Any extra moneys will go towards buying food and drinks for the table.** There is no pre-requisite preparation necessary, nor a philosophical background, all that is required is a curious mind. These discussions are both a Socrates Cafe style discussion and lively metaphysical dojo, in the spirit of learning and friendly debate, so please feel free to challenge assumptions and be prepared to have your own assumptions challenged. This event is also posted in the Socrates Cafe group. Some questions that may be covered during the session: * Is memory a record, a reconstruction or a story? * When should we trust our memory? Is vividness reliable? * Are you the same person as your teenage self? * Can you genuinely remember something that never happened? * Does memory make us the same person over time? * Is nostalgia a form of truth or distortion? * Can forgetting be a virtue? * What should societies remember, and what should they let go? * Would you choose to have perfect memory if it were offered to you? * When we wake from a dream, are we remembering an experience or partly constructing a story after the fact? * Are emotions in dreams real emotions or only simulations of emotions? Hope to see you there!

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 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!

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.

**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\*** Talk by Todd Nussbaum LGTM is not a Strategy Pull requests are where quality is won or lost, and too many teams still treat reviews with a rushed "LGTM". In this talk, you'll learn a practical, repeatable approach to high-quality PR reviews that balances speed with risk management - covering how to triage changes quickly, review in layers, and write comments that lead to better outcomes without friction. We'll also show how QA and developers bring complementary lenses to the same review, turning acceptance criteria, scenarios, and observability into shared responsibility instead of production surprises. You'll leave with a lightweight framework and concrete habits for authors and reviewers that make reviews faster, kinder, and more effective. **AGENDA:** * See updates to parking below * Doors open at 5:30, feel free to come and hang out before! * Official start of the meeting is at 6:30pm * After the meeting is done, we will go hang out at a nearby space in Bridge Park! If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up! Thank you to Bold Penguin for providing the food and location! **Parking & Arrival:** **Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage. **Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right. \*\*\* We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists. * We give lectures on programming topics * We freely provide decades worth of experience * For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Join us for our May Book Club gathering where we will come together to discuss *[Cantoras](https://caroderobertis.com/books/cantoras/)*[ ](https://caroderobertis.com/books/cantoras/)by [Caro de Robertis](https://caroderobertis.com/bio/) in a safe and welcoming environment. Make new friends who share your passion for books and connect with fellow LGBTQ book enthusiasts.

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.