ReactJS

你有没有试过，让 AI 替你读一本书？ 十秒钟，梗概有了。 一分钟，重点也有了。 再问几句，它还会解释、比较、反驳。 很方便。也有一点可疑。 一本书，只看 AI 总结，算读过吗？ 工具书也许可以。 小说呢？传记呢？ 那些在某一页突然停住的时刻呢？ AI 能说出《悉达多》讲了什么。 哪一句会在你心里留下来，只有你知道。 **第一期「AI双面圆桌派」，我们聊：** **当 AI 可以总结、解释、陪读、反驳一本书时，人还为什么读书？** 我们该读得更多，还是读得更慢？ 我们和三位嘉宾一起，聊几个问题： * AI 眼里的重点，是我的重点吗？ * 读得快，会不会只是更快地产生“我懂了”的错觉？ * 哪些书可以交给 AI 先读？ * 哪些书，还是要自己慢慢读？ * 故事、共鸣、经验，算不算知识？ 两个小环节： * AI 帮我省下一小时。 * 我用 AI 搞砸的一件事。 带着问题来就好。 不用先有答案。 ***嘉宾介绍*** Anna，深耕北美市场营销与中国科技，互联网产品出海，腾讯，IDG投资的企业级AI软件小鹅通elink加拿大负责人，专注企业增长与数字化转型。 * 主导多个品牌北美市场进入与增长项目，实现从0到规模化增长 * 推动小鹅通eLink在加拿大落地，赋能企业私域与数字化转型 * 深度连接中美加商业资源，搭建跨境合作与行业生态网络 Swan, 加拿大注册会计师（CPA），7年审计经验，横跨财务审计与运营审计。曾先后任职于加拿大知名会计师事务所、五大银行，及政府审计部门。拥有横跨三类组织的审计实务经历，擅长从财报中梳理逻辑、发现问题，并快速理解运营流程、防范风险。作为误闯创业群的一名风险“守门员”，习追问，习惯质疑，抽丝剥茧，追本溯源。也是夹缝中生存的打工人，探索如何用AI杠杆减轻负担、加速成长。 张英锋，QHOW Technology 创始人，科技教育与知识传播实践者，长期关注 AI 时代的学习方式与认知模型重构。曾获知乎“2014 年度新知答主”，在科学、数学、教育、历史等领域创作 160 多篇回答和文章，累计阅读超过 3700 万，拥有 26 万关注者。在本场圆桌中，他将从一个略带“反方”的角度讨论 AI 阅读：AI 总结带来的，究竟是真正的知识，还是一种“我已经懂了”的幻觉？他关注的问题是，当 AI 可以快速提炼一本书时，人如何避免停留在叙事共鸣中，而是真正把阅读转化为理解、输出与解决问题的能力。 ***About Startup4Chinese*** Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed! ***关于OneHub*** OneHub商业咨询是一家领先的加拿大咨询公司，提供商业咨询和顾问服务，帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名，包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验，他注意到创业者常常面临相同的问题。OneHub团队，就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。 ***About OneHub*** OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.

Relax your mind with evidence-based breathing practices, immerse yourself in a meditation experience & learn techniques to manage your mind **What You’ll Get From the *#BreatheStrong* Session** The workshop offers you a well-deserved 75-minute break. You'll clear your mind through calming breathing and guided meditation. **Calming breathing techniques** Relax your mind and prepare it to enter a meditative state by balancing the right and left hemispheres of the brain. **LIVE guided Panchakosha meditation** Experience a guided mediation that takes you through the five (pancha) layers (koshas) of our being. **Education on the tendencies of the mind** We will train you to overcome negative patterns using your breath and meditation. **Overview of SKY Breath Meditation** Explore a powerful technique that works at a deeper level than regular meditation, for long-lasting effects. [100+ Independent studies](https://events.ca.artofliving.org/ca-en/research-sudarshan-kriya/) conducted on four continents and published in peer review journals, including Yale and Harvard, have demonstrated a comprehensive range of benefits from practicing **SKY Breath Meditation** and related breathing exercises taught on the SKY Breath Meditation course. **There's a faster, easier way to manage your stress and anxiety.** **Join us for a free session!**

#### **This event page is for JAPANESE PEOPLE only.** **If you are not Japanese, please sign up through a different event page.** **こちらのイベントページは日本人の方向けです。** **Toronto Japanese English Language Exchangeにご興味を持っていただき、ありがとうございます！** 私たちは毎週日曜日の午前9:30から、英語と日本語の練習会を開催しています。 この会では、ペアまたは少人数のグループで、50分間の日本語練習と50分間の英語練習を行います。 使用する教材は、プロの言語教師が作成したものです。 ### **お申し込み前にご確認ください** * **イベントの詳細とミーティン中に使用する教材は、** **イベントページのコメント欄にの方のみが見れる設定で共有し、更にMeetupのメッセージ機能を通してご登録されたEmailアドレスへ土曜日ぐらいにお送りしています。** * メール受信機能がオフになっていると詳細が届きません。メール受信をオンに、そしてお知らせが届く設定にされることを推奨します。 * この会は、言語学習を目的とした方向けに開催しています。 それ以外の目的でのご参加はお断りする場合がございます。 * 安全で安心して参加できる環境を最優先に考えています。 * 迷惑行為・営業・勧誘行為があった場合、またはオーガナイザーやスタッフの指示に従わない場合は、退会していただくことがあります。 * 参加費の返金・繰越は不可です。 ### **参加費について** 参加費は以下の目的に使用されます。 ・Meetup利用料 ・当日サポートスタッフへの謝礼 ・オーガナイザーEmikoの「よさこい国際化プロジェクト」の活動費 トロントにはよさこいチームもあり、さまざまなイベントに出演しています。 ご興味のある方は、ぜひご参加ください。 ウェブサイト [https://yosakoiambassador.com/](https://yosakoiambassador.com/) パフォーマンス動画 [https://youtu.be/2z8f4p6DJkw](https://youtu.be/2z8f4p6DJkw) 皆さまのご参加をお待ちしております！

This Mother’s Day, you’re invited into a sacred space of nourishment, connection, and deep energetic renewal. Join me on **May 10** for a heart-opening journey into **Life Force (Kundalini) Activation & Light Language Transmission** — a powerful experience designed to awaken your inner energy, expand your light body, and reconnect you with your essence. We will begin with a **gentle CACAO ceremony**, allowing you to soften, open the heart, and set intentions in a grounded, sacred way. From this space, you’ll be guided into a deeply immersive **activation journey**, where you simply lie back, receive, and allow your body’s innate intelligence to move energy, release what’s ready, and realign you from within. This experience may support: • Emotional release & heart opening • Nervous system reset & deep relaxation • Activation of your life force energy • Expanded states of awareness & inner clarity No experience is needed — just come as you are. This is a beautiful opportunity to honor yourself, your mother, or the feminine energy within and around you. Come alone or share this experience with someone you love. **May 10 — Mother’s Day Special** A space to receive, soften, and expand. [Book your spot here](https://lightbodyexpansion.com/class/5) With love, Radia

\*\*Let's make friends, learn English or study Japanese, and have fun :)\*\* \*\*英語と日本語を一緒に学びましょう！\*\* このイベントは、英語と日本語のラングエッジエクスチェンジです。英会話を学びたい方、ぜひご参加ください！ 1対1での会話なので、自分のペースでお話できます 🙆‍♀️ ■ 日時 : 毎週日曜 16時\~18時 ■ 場所 : The foodcourt inside North York Centre building on east side of Yonge Street, nearby to Subway restaurant and Booster Juice. ■ 費用 : 無料 ■ 詳細 : 1セッション40分(英語20分、日本語20分)。2セッション行います。セッション毎に会話の相手を変えて行います！ ■ 参加人数 : 最大14人 / 7組 ※ 基本的に1対1での会話ですが、どうしても人数が揃わない場合は3人1組での会話となります。 ■ 参加条件 英語学習者: 日本人、もしくは日本語をネイティヴレベルで話せる方 日本語学習者: 英語を母国語とされる方、もしくは英語をネイティブレベルで話せる方 ■ 注意事項 1.イベントへのサインアップは、月曜日の午前8時～金曜日の午後8時までとなっております。 2.当イベントは、1対1でのラングエッジエクスチェンジのため、主催者側で人数に偏りがでないよう調整させていただいております。したがいまして、サインアップ(=参加表明)後は、以下の流れで参加可否が決定されます。 ① サインアップ後は自動的にまず”Waiting list”に入ります。 ② 人数調整に問題がない場合、主催者側が”Going”に登録します。 ※ やむを得ず欠席する場合は、遅くとも2日前までに主催者へご連絡ください。 ※ 無断欠席された場合は、次回以降Waiting listの最後に登録され、参加への優先度が低くなりますのでご注意下さい。 ※ 無断欠席が続いた場合は、グループから削除される場合があります。ご了承ください。 ※ 1対1のイベントのため、時間厳守でお願いいたします。 See you soon! お会いできるのを楽しみにしています ☺️ —— This is a language exchange for those who are primarily interested in 1-on-1 conversation practice for English and Japanese. \*\*Timetable \*\* Time: 4:00pm - 6:00pm (Eastern Time Zone) There are two sessions. Each session runs 40 minutes with half of it in English and the other half in Japanese. We will change partners after 40 minutes. \*\*Event Capacity: 14 members max (7 pairs)\*\* Group Size (2 people, max 3) See you soon! \*\*Minimum Requirements: ⚡ \*\* Please note that all English speakers must meet the \*\*minimum requirement\*\* of being able to read \*\*some\*\* \*\*Hiragana\*\* or \*\*Katakana\*\* before joining the group. This is to ensure that we all members can actively participate and take part in our one on one language exchange. If you do not meet this requirement, we encourage to take Japanese lessons before joining our group. \*\*RSVP Rules **😁** \*\* 1\. RSVP opens on Monday at 8:00am and closes on Fri night at 8:00pm\. 2.To be fair to all members, all RSVP’s will be automatically moved the wait list until the organizer assigns partners and confirms your attendance by changing your status to "Going". This is to ensure that everyone can be paired with a native speaker of the language that they are learning. If you are confirmed and need to change your RSVP, please be considerate to your partner but giving us at least two days prior notice. No shows will be moved to the bottom of the waitlist for future events. If you are a repeat no show, you may be removed from the group. Attendees who are not confirmed for this event and show up will be asked to leave and sign up for the next event to members who are confirmed for this meet up. Pairing will be announced by 10pm the day before so please ensure that you check the event page to find out who your partner is before attending. Practise your English or Japanese and make some International Friends across North York and Toronto! Join us whether you are studying English, am interested in Japanese Culture, Language & Culture, or are simply just looking for Cultural Activities or making friends. We welcome anyone across the Greater Toronto Area from North York, Downtown Toronto, Scarborough, Richmond Hill, Markham, Mississauga, Brampton, etc.

**Mother’s Day Cacao Ceremony & Light Activation** *Life Force & Light Language Experience* Step into a sacred space of deep nourishment, connection, and heart awakening this Mother’s Day. This intimate experience weaves together the ancient medicine of cacao with powerful Life Force and Light Language activations to gently open your heart, elevate your frequency, and reconnect you to your inner essence. Through guided intention setting, a ceremonial cacao journey, and energetic activations, you’ll be supported in releasing what no longer serves and embodying a deeper sense of love, clarity, and expansion. This is a space to soften, receive, and remember. Whether you are honoring yourself, your lineage, or the essence of the Divine Mother within, this experience invites you into a profound state of presence, healing, and activation. Come as you are. Leave renewed, open, and aligned. [Book your spot here ](https://lightbodyexpansion.com/class/5)

🎨🏙️ **GRADEX 111 – OCAD UNIVERSITY ART EXHIBITION & SOCIA**L 🏙️🎨 Emerging Artists, Creative Energy & A Cultural Hangout If you want to feel inspired, this is the kind of event that does it. Join us for GradEx 111 at OCAD University — Toronto’s largest free art and design exhibition, featuring work from over 800 graduating artists and designers. This is a chance to step into the next wave of creativity — exploring everything from painting and photography to design, installation, and experimental work, all in one space. It’s vibrant, it’s varied, and there’s always something that catches you off guard in the best way. This is not a formal tour. It’s a social outing — come explore, react, and experience it together. 👉 📲 **Join Our WhatsApp Group:**[ Click here to join](https://chat.whatsapp.com/DRFTkxRlHS4B3IL1lMleUd) \*\*\* 🚶‍♂️ **What We’ll Do** We’ll meet outside and head into the exhibition together, spending about 1.5–2 hours exploring the different displays across the building. You’ll have time to move at your own pace, take it all in, and check out the wide range of disciplines on display. **There’s also:** 🎓 Student work available for purchase 🏅 A special medal-winning exhibition in the Great Hall 🛋️ An alumni lounge space Afterward, we’ll head out to find a nearby spot for drinks or food and keep the conversation going. You’re welcome to join or head out whenever you like. \*\*\* 🎨 Vibe & Expectations This is a relaxed, low-pressure event — no art expertise needed. Just: ✔️ Curiosity ✔️ Openness ✔️ A willingness to explore Also — this is NOT a guided tour. It’s about experiencing the exhibition in your own way, while being part of a social group. \*\*\* 🧢 Meetup Details 📍 Meetup Location: Corner of Dundas St W & McCaul St (AGO side) 🫎 I’ll be wearing my Moose Hat ⏰ Meetup Time: 11:00 AM I will only wait 5 minutes. Early is on time. On time is late. We’ll head in promptly. End Point: Back at the starting location \*\*\* 🎟️ Meetup Fee: $5 cash in person or e-transfer to 📧 \*\*[mathewmaclean@hotmail.com**](http://mathewmaclean@hotmail.com%2A%2A/) The exhibition itself is free. This fee helps support the group and allows us to keep hosting events like this. Thank you for supporting community! 💖 \*\*\* 🎒 **What to Bring** Water Comfortable shoes (we’ll be on our feet) Curiosity and an open mind 🎨 Optional: cash/card for food & drinks afterward \*\*\* 🌈 **Who Is This For?** This group is open to anyone who wants to be social and make friends — whether single or not. **We also host:** 🎬 Movies 🚶 Walks & hikes 🎭 Arts & culture outings 🍽️ Restaurant gatherings There’s always something happening. \*\*\* **REMEMBER:** You’re welcome to just show up on the day if you’re unsure about your schedule. And as always, sometimes plans shift and events may need to be canceled — please keep an eye on updates. \*\*\* 👤 Organizer: Mathew Questions? Post on the event wall or email 📧 [torontomoviesandoutings@hotmail.com](mailto:torontomoviesandoutings@hotmail.com) Come for the art. Stay for the conversation. Leave feeling inspired by what people are creating right now. 🎨✨11

#### **This event page is for English speakers only.** **こちらのイベントページは英語話者の方向けです。** **日本人の方は、別のイベントページからお申し込みください！** *** We host a Japanese & English language exchange meeting every Sunday at 9:30 AM. Participants practice in pairs or small groups, with 50 minutes of Japanese practice and 50 minutes of English practice. The study materials used in our sessions are created by professional language teachers. ### **Before Signing Up, Please Read the Following** * **Please make sure to check the comments section of the event page, as all event details and materials will be shared there around Saturday.** * This meeting is intended for people who are genuinely interested in language learning. Participants joining for other purposes may be asked to leave. * We prioritize creating a safe and comfortable environment for all attendees. * Disruptive behavior, solicitation, or sales activities are not allowed. Anyone who does not follow the instructions of the organizer or staff may be removed from the group. * **Participation fee : Refunds and carryovers are not available.** ### **Participation Fee & Donation** Your participation fee will be used by Emiko Tanaka, a Yosakoi Ambassador, to promote Yosakoi Naruko Dance from Kochi, Japan, to the world. For more details, please visit our website: [Yosakoi Ambassador Project](https://yosakoiambassador.com/) We look forward to seeing you at the event!

**Volleyball Foundations 2 — Build Precision & Play with Purpose (15+)** Ready to take your game from control to precision? Volleyball Foundations 2 is designed for players who have a solid grasp of the basics and are ready to build consistency, improve movement, and make more intentional plays on the court. In this next-level beginner clinic, you’ll refine and elevate your core skills through more dynamic, game-like training: • **Passing:** Improve footwork and control with movement-based passing • **Setting:** Develop accuracy with targeted sets toward the antenna • **Serving:** Learn to serve with purpose by aiming for specific zones You’ll also be introduced to more advanced movement patterns and transitions. Drills will challenge you to move efficiently between positions—shifting from defense to offense and back—while maintaining control and consistency. Sessions combine high-energy, skill-focused drills with structured scrimmage play, giving you the opportunity to apply these skills in real-time with greater precision and decision-making. *** **Who This Clinic Is For:** • Players who have completed Volleyball Foundations 1 or have a basic understanding of passing, setting, and serving • Players looking to improve accuracy, movement, and overall court awareness • Athletes ready to transition from learning skills to applying them more effectively in gameplay *** **Location:** Miles Nadal JCC — 750 Spadina Ave. (enter through Spadina doors) **Format:** Group instruction led by an experienced, supportive coach **Registration Required in Advance** RSVP’ing on Meetup does not reserve your spot. [Register here](https://app.amilia.com/store/en/miles-nadal-jcc/api/Activity/Detail?activityId=xao585V) ☎️ Or call 416-924-6211 ext. 0 *** **Why Join?** • Build consistency and precision in your core skills • Improve movement, positioning, and court transitions • Develop confidence making intentional plays during rallies Take the next step in your volleyball journey and start playing with more purpose, control, and confidence on the court.

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

World Premiere-- *Ticket link is below*. $30-$72 (look at the seating map--and your age!) In 2035, a decade after the Trinity Bellwoods Collapse, an investigation into the mysterious disappearance of a young girl leads to a very peculiar house that has sunk into the earth. **Could a strangely luminous painting** unlock long-buried secrets of what flowed beneath the home? Howling winds, storms, and the ever-present sound of cicadas remind us that nothing stays buried. ***cicadas*** is a modern eco-thriller from the minds of Governor General’s Award and Siminovitch Prize laureate David Yee and award-winning composer Chris Thornborrow that serves as both mystery and warning. Directed by Nina Lee Aquino https://nac-cna.ca/en/bio/nina-lee-aquino **Ticket link here: (Sunday May 10th)** https://tarragontheatre.com/plays/2025-2026/cicadas/ (Play around with the seating map, and ticket prices. Any seat is a great seat--even the last row!)

This group is for badminton enthusiasts who are passionate about exploring the connections between metabolism, energy, and exercise. We are welcome beginner plus, intermediate and advance level players looking to improve your skill or a seasoned player seeking to optimize your performance on the court, this group is for you! Join us for friendly games. This badminton session is a weekly event and it is followed with dinner together but it is optional. Birdies: Please bring one birdie with you. However, if you are intermediate plus or advanced level, bring two birdies with you. Court fee: It will be informed at the comment section by 4pm. Cost per person is either $162 (for 3 courts) divided by the number of players attended OR $108 (for 2 courts) divided by the number of players attended. My email address for etransfer is: lingseilau@yahoo.com

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Calling all founders, CEOs, lawyers, doctors, and entrepreneurs to join our special *Founder Edition* of Sip & Read meetup event. Let's sip on fine wine and discuss our first book **The 5AM Club- Own Your Morning Elevate Your Life, by Robin Sharma**. We will pair this book with our favorite wine at **Wine on High** and engage in thought-provoking discussions on startup businesses and entrepreneurship, and network with like-minded individuals in a cozy book club setting. Come prepared to discuss this month's book. At the end of each book club meeting, we will take next book and venue suggestions from the participants for the next meeting. Whether you are a book lover, women entrepreneur, or a content creator, this event is perfect for sharing ideas and insights with other funders and founders in the entrepreneurial world. Don't miss out on this unique opportunity to connect, learn, and grow together. Sign up now to reserve your spot! *Fun fact! This meetup was established in 2015 and had over 1,000 members. I had to shut down operations while attending law school, but we're back!!*

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches. These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun! Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up: https://www.playyourcourt.com/tennis-community/columbus-oh/meetup/ If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works. Happy hitting! - Scott

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

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

**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.