Kanban

Let's learn Agentic AI! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **50%** off [Linux Foundation](https://gk.ksug.ai/) EXPIRED, [Get Notified](https://ksug.ai/?notify&ref=meet) for next BIG one! * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.* **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 31,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ **30%** OFF [#CNCF Certs](https://cka.ksug.ai/) \- code **30K8SUG** ☸ **37%** OFF [#KodeKloud plans](https://ksug.ai/kk/?ref=meet) \- code **K8SUGKK** 𝟏𝟖𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 [KSUG.AI - KubeSmart & AI User Group](https://linkedin.com/company/k8sug) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meetup)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

Stop Babysitting LLMs, Start Shipping. PRs got bigger, not better. Seniors are burning hours on AI bug hunts while *throughput stays flat*. Encode your existing **SDLC** into a gated multi-agent flow so LLMs do the noisy work. Review changes that have already passed **CI**. ## **Swarm Architecture** Encodes a full SDLC loop (**issue** → **spec → plan → PR** → **gate** → **deploy**) in a gated **45-agent swarm** you can explore after the talk. ## **Shift Left** **Mutation-on-diff** and **contract/schema checks** wired into your agentic flow before review. Reduce **review pain** instead of just generating more code. ## **Failure Modes & Guardrails** Hallucinations, reward hacking, process confabulation, and how your architecture catches and fixes them before they reach reviewers. ## **Takeaways** * ✓You'll leave with a working **demo swarm repository** you can clone into your own repos, and a clearer way to decide when to lean on **tokens versus human review**. * ✓For platform and DevEx engineers, tech leads and staff+ developers, and engineering leaders who are tired of wrestling with AI-generated code and **review pain**. * ✓The talk and swarm will be released under **Apache 2.0**. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Elastic and Toronto Women's Data Group are happy to partner together on a community meetup in Toronto! Hear from two leading data professionals, who will share their insights on the Data/ML field, hard-earned lessons, and what the day-to-day really looks like. Whether you’re looking to learn, considering a pivot or advancing your career, this event is for you! Speakers: \- Ella Chen \- Software Engineer\, Shopify \- Jessica David \- Principal Data Engineer\, Elastic Schedule (subject to change): 6:00 pm - Doors open 6:30 pm - Speaker sessions, Q&A 8:00 pm - Networking/chatting Allies are welcome to attend, with the understanding that these events are focused on spotlighting the career experiences of women. **When:** February 12th 6:00 pm **Location:** 8 Spadina Ave See you there!

We are kicking off **2026** with a relaxed, in person **a11yTO** social focused on connection, reflection, and conversation. This is a casual evening with no formal presentation and no slides. The goal is simply to bring the community together, reconnect with familiar faces, meet new people, and share experiences from the past year. As part of the evening, we will offer optional mini lightning prompts for anyone who would like to participate. These are short, three minute reflections focused on looking back at 2025. You might share one accessibility win from last year that truly made a difference, or one thing that did not work and what it taught you. Listening is just as welcome as sharing, and there is no need to prepare anything in advance. Whether you are new to accessibility or have been working in the space for years, everyone is welcome. Register at: [https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025](https://tickets.a11yto.com/e/33/a11yto-february-social-reflecting-on-our-accessibility-journey-in-2025)

Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021214) (Due to room capacity and building security, you must pre-register at the link for admission) **Description:** Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and machine learning, food/drink, networking with speakers and fellow developers. **Speakers/Topics:** \- Gleb Otochkin \(Google\) Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.

みんなさん！トロントにワーホリとか英語を勉強するのがのために来ましたか？このイベントで新しい友だちと会って、楽しましょう！ Let's meet new people and hang out together. We will speak English and Japanese. People who are learning Japanese or are passionate about Japanese culture and traditions are welcome to join. **6pm:** let's meet in the MaRS building food court to practice English and Japanese together 18:00にMaRSビルのフードコートで会いましょう。英語と日本語の練習を一緒にしましょう

**Important note about the retirement of the OWASP Meetup platform** Fellow OWASP Toronto members, We are making an important announcement regarding an upcoming transition. The OWASP Foundation has announced that they will be retiring their Meetup Pro subscription effective January 31, 2026: https://owasp.org/blog/2026/01/13/retiring-meetup.html This means that our OWASP Toronto Meetup group may be removed in the coming days. We understand this may be short notice, so we want to make this announcement before we lose access. You are an important part of our chapter community. Many attendees I have spoken to have discovered OWASP Toronto via Meetup. To continue engaging with the community while using a platform that enables discoverability, we will moving to the [Evenbrite](https://owasp-toronto-chapter.eventbrite.com/) for publishing our events. You can continue to follow us via our [Google Group mailing list](https://groups.google.com/a/owasp.org/g/toronto-chapter), our [Chapter page](https://owasp.org/www-chapter-toronto/), our [LinkedIn group](https://www.linkedin.com/showcase/owasp-toronto-chapter/), our [YouTube channel](https://www.youtube.com/channel/UCqmBl-u_4cOEiH3OXWE3sPg), our Slack channel ([#owasp-toronto-chapter](https://owasp.slack.com/archives/C075DRCB1PZ), does not require an OWASP membership), as well as on our new [Discord channel](https://discord.gg/eg3upJ6N). Please see below for details of our February 12 event. Visit our [Eventbrite](https://www.eventbrite.ca/e/owasp-toronto-february-2026-tickets-1982057078076) page for more information! \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* **Dual Talk Event: Raising Cyber Awareness Through Electronic Word of Mouth \| When AI Becomes Application Logic: Securing Shadow AI** Presentation #1: Raising Cybersecurity Awareness Through Electronic Word of Mouth: A Data-Driven Assessment Awareness of the many cybersecurity threats, vulnerabilities, and solutions to mitigate these threats/vulnerabilities is instrumental in improving basic cybersecurity behaviours. A healthy body of knowledge has been devoted to exploring how to better increase awareness, in any given topic, among members of the general public which have explored the role of word of mouth (WOM) and electronic word of mouth (eWOM) in spreading awareness. In recent years, the rise of social media platforms as an alternative communication channel has created efforts to promote cybersecurity awareness online regarding the numerous cybersecurity threats. However, little research attention has been devoted to exploring eWOM communication on social media surrounding cybersecurity awareness. Moreover, no research to date has considered the impact of the COVID-19 pandemic on these eWOM discussions related to cybersecurity awareness. To address these literature gaps, this research collected 227, 270 relevant tweets surrounding cybersecurity awareness from 2018 to 2022 conducting an exploratory analysis of the corpus using social network analyses, topic modelling and semantic similarity analysis. The results found topics rose in prominence and then dissipated as newer topics emerged while information was found to spread incredibly far despite a high degree of community forming, suggesting the online discourse is very open and evolving over time. These findings illustrate the potential of social media as an effective tool for raising cybersecurity awareness. The impact of COVID-19 observed an increase in the reach of information in addition to new specific topics emerging in the discourse, but the effects appear to be temporary. Speaker: Dane Vanderkooi Dane Vanderkooi is a fifth-year Doctoral Candidate in management science at TorontoMet University who specializes in researching cybersecurity and digital privacy behaviours. He completed his bachelor's of commerce at Uottawa and holds a master's in management science degree from Ryerson University. Dane has published his research in academic journals, conferences and industry reports. Dane has also presented his research at various conferences including HC2P, SERENE-RISC, HCII, CyberToronto, ASAC and SocialMedia+Society, AMCIS, and ICIS. Dane is certified in cybersecurity (CC) from ISC2 and has practical experience working in the field of cybersecurity with private industry, non-for-profits, and the public sector including the Canadian Armed Forces, Public Health and Safety Canada, Justice Canada, Innovation Science and Economic Development (ISED), Bell, BMO, Desjardins, Ritchie Bros and Achev. \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Presentation #2: When AI Becomes Application Logic: Securing Shadow AI AI is entering production faster than security teams can see it. From “simple” chatbot integrations to LLMs wired directly into business logic — and agents running entire application flows — organizations are accumulating Shadow AI: untracked, ungoverned, and often dangerously over-privileged. This talk shows how AI quietly changes application behavior at runtime: expanding trust boundaries, introducing non-deterministic authorization paths, and creating blast radiuses that static inventories and policy checklists cannot capture. Using real-world architectural patterns and runtime signals, we’ll demonstrate how security teams can identify where AI is actually used, what it can access, and how attackers abuse AI-driven logic to exploit new classes of vulnerabilities. Attendees will leave with a practical framework for securing AI-powered applications — grounded in runtime behavior and evidence, not assumptions. Speaker: Daniel Shechter Daniel Shechter is the CEO and Co-Founder of Miggo, an Application Detection and Response platform. Shechter has an impressive background in both threat intelligence and within the security industry. Before founding Miggo he was leading cyber security teams in Israel's elite cyber intelligence division, Unit 8200. He later joined McKinsey, a strategy and management consulting company, where he provided guidance on acquisition, developing new business strategies and more. Shechter is an industry expert in security, incident detection and response, threat intelligence, and attack observability.

Hello everyone, **Kindly Read Carefully:** Please join us for a unique **Valentines** experience as we hit not one but two great places to mix, mingle and dance the night away with live music, DJ and great people! First we will meet at ***(La Carnita - (go down stairs to find us)*** to get our evening going. (Conveniently located at Yonge & Eglinton; 3-4 minute walk east on Eglinton. The next venue is only 6 minutes away from there (secret location) **Where to Meet us?** **La Carnita - Good Fortune Bar-** You will be directed downstairs to there cool party room area :) **Date:** Saturday February 14th **Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9 **Arrive between:** 9:00 pm and 10:30 pm (Encouraged to arrive early if you can- even come for dinner- the food is great! :) **Highlights:** \*Reserved tables and seating for dinner, cocktails and mingling \*Venue is very close to the Yonge and Eglinton subway station \*Ice breaker game to make it easy to meet and connect with everyone :) \*A fun game to win complimentary beverages :) \*Live Music (Band) (DJ) and dancing at our second secret location \*Dress casual or dress up if you like :) **DRESS IN Pink, White and/or RED and have a Chance to Win Beverages and Sweets :)** -Joined by my other social groups too; so we can anticipate an awesome Valentines Bash to remember! \*One beverage or appetizer minimum at the first and second location-Thank you and remember to Tip your Server :) \-\-\-\-\-\- Event Details below: Steve Flemming (Organizer/Host) https://www.meetup.com/soulcity/ \-\-\-\-\-\-\-\-\-\-\-\- Event Details: **The RAVISHING RED VALENTINES BASH! (with Live Band, DJ and Dancing)** -We will meet ***down stairs in their party bar room area;*** connect with everyone, ice breaker game, socialize, share some laughs, then make our way new our surprise location with live music, DJ, fun atmosphere, great people and dancing :) \*Plan to come for dinner too if you like at the first venue, as tables will be reserved for everyone (All Venues will be close walking distance for us) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **EVENT FEE:** **Night of Event- Saturday February 14th (Arrival Times)** -10 dollars if you arrive between (9:00 pm to 10:00 pm) -15 dollars if you arrive between (10:01 pm to 10:45 pm) If you arrive after that you run the risk of simply missing the event :) **(cash or by e transfer to steveflemming11@gmail.com)** **DRESS IN Pink, White and/or RED and have a Chance to Win Beverages, Sweets and Treats :)** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Valentine day Feb 13, 6.30pm-midnight dinner and dance. Buffet dinner Large hall. free parking. DJ Robert. music is latin and ballroom. tickets 50$ include: buffet dinner, dancing, coffee, tea and 1 alcoholic drink

Looking forward to having you join us! **• What we'll do** We will be meeting every 2nd Saturday of the month from 2-4pm at [The Maker Bean Cafe](https://themakerbean.com/) at [1052 Bloor Street West](https://goo.gl/maps/xB63PDggYo8PRWHC7) in Toronto. **There is no presentation or workshop** \- just people interested in 3D printing meeting to talk about it\! Please purchase a drink or food to support the event and The Maker Bean\, which donates the space at no cost to us\. **• What to bring** Curiosity about 3D printing products, services and training programs for makers of all ages. Business cards to network with other makers. **• Important to know** Join us to find out more about programs organized by the Maker Bean in Toronto and Makerwiz in Richmond Hill! [Makerwiz](https://makerwiz.com/) is Canada's hottest and coolest maker company and has been "Inspiring Boundless Creativity" since 2014\. We have been a long\-time sponsor of this group\. If you are interested in maker technologies from 3D printing and CNC to videography with drones to coding with robots\, come talk to us at our new 3DTech Shop \| DigiFab Lab \| STEAM3D Space north of Toronto\! \(120 East Beaver Creek Road\, Suite 200\, Richmond Hill\) [The Maker Bean](https://themakerbean.com/) is Toronto's first makerspace cafe (est. 2017) and where guests can enjoy great drinks and food in a warm, welcoming environment, while letting their imaginations soar by designing and making things together! We are excited to bring you Making in all its forms: from traditional arts & crafts to high-tech digital fabrication like 3D printing, laser cutting and educational workshops. Paired with locally roasted coffee and food, customers will share the experience of bringing their creative ideas to life!

～English description below～ イベント参加費として、日本人の方(日本で生まれ育ち、現在英語を勉強している方)は$2、日本人以外の方(日本語を勉強している方)は$5頂いております。 皆さんから頂いたお金は、こちらのサイトの維持費や将来のランゲージエクスチェンジ施設利用料やソーシャルイベント等のために使われます。ご理解の程、よろしくお願いいたします。 予約受付開始：土曜日5:00PM(前イベント終了後) 予約取消締切：土曜日12:30PM(当日) 予約受付締切：土曜日1:30PM(当日) スケジュール 5.15 PM - 5:30PM - チェックイン、グループ分け 5:30 PM - 6:15PM - 日本語の時間［または英語の時間］ 6:15PM - 7:00 PM - 英語の時間［または日本語の時間］ イベント内容 ・対面でのLanguage Exchangeを再開しています！参加者のレベルに応じて、事前にオーガナイザーが3〜4名のグループをつくり、そのメンバーで各45分間、それぞれ英語と日本語でセッションを行なっていただきます。決まったディスカッショントピックなどはございませんので、気軽にフリートークや質問をしながらそれぞれのセッションを楽しんでいただければと思います。 ・体調が優れない方、あるいはここ数日中に体調が優れない人との接触があった方は、申し訳ありませんが参加をお控え願います。 開催場所：Atrium フードコート 地下鉄Dundas駅と直結していますが、多少分かりにくいため、特に初めて参加される方は次の方法で来れることをおすすめします。 Dundas駅から地上に出ていただき、Dunsas Streetを西にまっすぐ3分ほど歩いていただきます。 Bay Streetとの交差点北東角にある階段を降りてください。 階段を降りた場所にある入り口から入ったところがフードコートですので、そちらでTJEXのサインボードを持ったオーガナイザーにお声がけください。(わからなければメッセージをお願いします！) 予約規約（⚠️重要） ・当日の不参加、もしくは15分以上の遅刻(5:45PM以降)、また予約取消締切後の変更(13:00以降)は原則不参加(No-Show)とみなします。不参加(No-show)が3回になりますと会員登録が抹消され、退会となりますのでご注意ください。 ・イベントに遅れそうな場合は必ずオーガナイザーまでメッセージをお願いします。イベント開始時間にいるメンバーでグループを組み直すこともあるので、連絡なしで到着された場合はイベントに参加できない可能性もあります。原則、30分以上遅れての参加はご遠慮いただいております。あらかじめご了承ください。 キャンセル待ち ・満席の場合、”キャンセル待ち”リスト(waiting-list)にご登録いただくことが可能です。“参加予定”リスト（going-list)中に空席が発生した場合は、”キャンセル待ち”への登録が早かった方を優先に、”参加予定”へ移動いただけます。 ※ご注意※ ・空席ができた際は、自動的に”キャンセル待ち”より”参加予定”へ変更されます。この時にMeetupよりお知らせがあるかはわかりません。 ・システムにより自動的に”参加予定”とされ、それに気づかずに参加しなかった場合でも、不参加とみなされますのでご了承ください。 ・上記の理由により、確実に参加できる場合のみ”キャンセル待ち”への登録をお願いします。予定が入ってしまった場合は、”キャンセル待ち”にいる場合も必ずイベント当日の午後1時までに予め”不参加”リストに移動させてください。 質問 こちら (https://www.meetup.com/tjex-ca/pages/1274142/FAQ/)をご参照ください。または、オーガナイザーまでお問い合わせください。 Instagramアカウント @tjex.ca 最新情報やミートアップの様子を掲載しています。 ぜひこちらもフォローお願いします！ _______________________________________ ***Although our group is a non-profit organization, we collect $ 5 per English Speaker for every event. All the proceeds are used to run this website and for social events*** RSVP: RSVP open: 5:00 PM (Saturday after previous event) RSVP cancel deadline: Saturday, 2:00 PM (day of the event) RSVP close: Saturday, 3:00 PM (day of the event) Day of Event: 5:15 PM - 5:30 PM - Check-in and Group placement 5:30 PM - 6:15 PM - Japanese conversation 6:15 PM - 7:00 PM - English conversation Event Description: This is an in-person language exchange! Members are placed into groups of three or four based on their language level. Each 45 minute session consists of friendly casual conversation, and/or informal study. Optional Dinner : After the Language event, we usually go for Dinner. Dinner is optional, you may or may not join the Dinner, it depends on you. However, Dinner is only for Participants that joined on the day of the event. Event Location: Atrium Food Court The food court is directly connected to the Dundas subway station. Leave the subway station and walk west along Dundas Street. At the intersection of Bay Street and Dundas Street, you will find an entrance. Proceed down the escalator. The food court is on the basement floor. Please talk to the organizer with the signboard showing TJEX. (If you can’t find them, please send a message to the organizer.) ⚠️RSVP & Late Policy: If you are unable to join on the day of the event, please change your status from 'going-list' to 'not going-list'. Failure to Not show up will result in 1 No -Show. Also, in case of arriving 15 mins late to the event will result in 1 No-Show. Members are removed from the group after 3 No-Shows. Waiting List: Members can join the waiting-list even if an event is full. When a spot becomes available, we will move you to the going-list. Going List: Only Members on the going-list can participate on the day of the event. Group Instagram - @tjex.ca Feel free to follow us!

Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.** The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture. The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life. The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session. https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access

한국어는 아래를 참조하세요! A warm welcome to CanAsian Station’s In-Person English x Korean Meetup! A weekly event where we invite you to enjoy sharing language and culture with each other. * Beginners are welcome, what’s important is you’re willing to learn! * Short on ideas? Fear not! We provide new topics each week ,also doubling as study material! Our participation fee is **$5 per event**. All fees are to be E-transferred to canasianstation@gmail.com We also accept payment in cash, but please be advised that E-Transfers are preferred. Looking very forward to meeting and sharing with you all! 😊 Location: Go to the food court downstairs. CanAsian Station의 대면 영어 x 한국어 만남에 오신 것을 환영합니다! 매주 열리는 행사로, 여러분이 서로의 언어와 문화를 나누며 즐길 수 있는 자리를 마련합니다. 초보자도 환영합니다! 중요한 것은 배우고자 하는 마음입니다. 아이디어가 부족하다면 걱정 마세요! 매주 새로운 주제를 제공하며, 그 주제들은 학습 자료로도 활용됩니다! 참가비는 **행사당 5달러**입니다. 모든 요금은 canasianstation@gmail.com으로 E-Transfer를 통해 송금해주세요. 현금 결제도 가능합니다만, E-Transfer를 선호합니다. 여러분과 만나고, 함께 나누게 될 것을 기대하고 환영합니다!😊 장소: 지하에 있는 푸드 코트로 와주시길 바랍니다

**Title**: Powering AI Through Data Modernization: Modernizing ETL with Databricks & Unity Catalog In this session, we will discuss how enterprises are modernizing their data platforms by migrating from legacy ETL tools (such as Informatica and traditional data warehouses) to Databricks Lakehouse architecture, and how Unity Catalog enables enterprise-grade governance, security, and discoverability across data and AI assets. We will start with food and drinks at 6pm and then move into the presentation at 6:30pm. The session will cover: * Why traditional ETL platforms are becoming a bottleneck for scale, cost, and AI adoption * How Databricks changes the data engineering and analytics operating mode * The role of Unity Catalog in centralized governance * How this foundation enables AI and Gene.AI use cases on trusted data * Q&A Our speaker for this event is **Hirenkumar Dholariya**. Hirenkumar Dholariya is a Senior Data Engineering Architect with 18+ years of experience modernizing enterprise data platforms for global Fortune 500 organizations, delivering up to 40% system performance improvement and 20–35% infrastructure cost reduction through large-scale migration from legacy ETL platforms to cloud-native Lakehouse architectures. He specializes in Databricks-based data engineering, Unity Catalog–driven governance, and building scalable, secure, and real-time analytics platforms. He has led multiple enterprise-wide transformations from tools such as Informatica and traditional data warehouses to Databricks, establishing governed data foundations using Unity Catalog and enabling advanced analytics and AI use cases on top of trusted data platforms. His leadership focuses on architecting durable data platforms, enabling teams to move faster with confidence, and translating data and AI investments into measurable business outcomes. *

Monthly meeting: Second Saturday of the month International House of Pancakes (IHOP) 775 Rockville Pike, Rockville, MD 20852 7:00 PM – 10 PM. Late arrivals always welcome. Look for the table with someone wearing a red hat. Questions, please call 1-240-644-5230 Agenda: What are more things we can do to wake people up? What can we do to get more people involved? Other things people would like to talk about. This will be a joint meeting with: DC 9/11 Truth [https://dc911truth.org/](https://dc911truth.org/) dc911truth Facebook page [https://www.facebook.com/groups/dc911truth/](https://www.facebook.com/groups/dc911truth/) 911 Meetup Group [https://www.meetup.com/meetup-group-kyegaoqu/](https://www.meetup.com/meetup-group-kyegaoqu/) Central Bank Digital Currencies CBDC Meetup Group [https://www.meetup.com/central-bank-digital-currencies-cbdc/](https://www.meetup.com/central-bank-digital-currencies-cbdc/) Freedom of Speech Meetup Group [https://www.meetup.com/silver-spring-freedom-of-speech-meetup-group/](https://www.meetup.com/silver-spring-freedom-of-speech-meetup-group/) One way to make it more difficult for them them to impose a digital currency on us is to use cash. Central Bank Digital Currency (CBDC) With Digital Currency they can: Have a complete government dossier on every detail of your life. Use your purchase history to maintain a detailed social credit score for every person. Provide tax breaks to corporations who hire people with admirable social credit scores. Only grant government contracts to corporations with employees with admirable social credit scores. Adjust health insurance premiums to incentivize people to develop admirable social credit scores. Connect your social credit score with a digital ID to encourage you to look at only approved web sites when surfing the internet. Viewing conspiracy web sites could lower your Social Credit Score and make it difficult to get a job. With their electronic chain around your neck, they can control where, when, how you travel, what food you are allowed to buy etc. They will love the power to only allow you to use your digital money only where they want you to shop and allow you to buy only what they prefer you to buy. Require you to have to have a license to use your money. They will call it a Digital Currency License. Require you to take any vaccine they want you to take to maintain your digital currency license. Tax you in ways we have not even imagined. Adjust your income tax rate based on your social credit score. Use AI to increase your income tax rate if you eat too many hamburgers because they will tell you eating too many hamburgers will increase global warming. This is just one example of many behaviors they might not approve of. Adjust individual prices for different individuals. They will be able to make you pay more per pound for hamburger if you purchased too much red meat during the past 30 days. Require you to buy so many pounds of soy burger for every pound of hamburger to save the planet and increase the profits for the soy burger manufacturers. Turn off the digital money of people they consider to be spreading misinformation. Turn off the digital money of people they consider to be dangerous conspiracy theorists. Turn off your money at 8 PM if they want a curfew at 8 PM Turn off your money in another state if they do not want you to drive to another state without permission. Turn off your money when buying guns or ammo if they do not want you to buy guns or ammo. Turn off your digital money more than three miles away from your home if they want you to stay within three miles of your home during the next epidemic. Etc. etc. etc. From the standpoint of the government, one beauty of digital money is that your money is one “state emergency” away from being the government’s money. All they have to do is to take your digital money out of your Central Bank Digital Account for the “good of all”. It is not as easy for them to do this with physical cash, gold, stocks, or silver etc. Anything they **can** do, they will do. The essence of slavery is control. Digital Currency will enable them to make you, their slave. (in a global digital concentration camp). .

## **1 Million Cups Loudoun – February 25 Business Presentation** **Featuring Seeman Saeed, Founder of LeakzAlert** **Wednesday\, February 25 \| 9:00 AM – 10:00 AM** **Venture X Loudoun** We’re excited to welcome **Seeman Saeed**, founder of **LeakzAlert**, to the 1 Million Cups Loudoun stage to share an innovative solution focused on prevention, protection, and smarter property management. **About the Business** LeakzAlert provides **water leak detection and monitoring services** designed to identify issues early and help prevent costly damage. By delivering proactive alerts and monitoring, LeakzAlert supports property owners and managers in protecting their assets, reducing risk, and avoiding unexpected disruptions. **Who Seeman Is Looking to Hear From** Seeman is eager to connect with professionals across: * Property management * Property maintenance companies * Home insurance providers * Hotels and hospitals * Homeowners * Anyone responsible for facility or property oversight **Current Focus** As LeakzAlert gains traction, Seeman is seeking feedback on: * Sales scalability * Sustainable growth strategies * Expanding market reach * Building strong industry partnerships **Why Attend?** * Learn about a service that directly impacts workplace success * Provide valuable feedback to a growing business * Connect with fellow entrepreneurs and community leaders * Be part of a collaborative, solutions-focused conversation **What is 1 Million Cups?** 1 Million Cups is a national program that brings entrepreneurs and communities together to learn, connect, and grow through presentations and discussion. Loudoun’s chapter meets on the 2nd and 4th Wednesdays each month. Join us on **February 25 at 9:00 AM** for coffee, connection, and a meaningful conversation about communication, workforce development, and business growth. We look forward to seeing you there!

Loudoun Wildlife Conservancy registration at [Birding Banshee - Loudoun Wildlife Conservancy](https://loudounwildlife.org/event/birding-banshee-february/) Whether you’re a beginning birder or an expert, you’ll be thrilled by the many bird species you’ll find at **[Banshee Reeks Nature Preserve](http://www.loudounwildlife.org/Great_Places_Banshee_Reeks.htm)** south of Leesburg. Join Loudoun Wildlife Conservancy and Friends of Banshee Reeks for the monthly bird walk at this birding hot spot. Bring binoculars if you have them. ***Registration required.*** \*\*\*Questions: \*\*\**Contact Joe Coleman at [jcoleman@loudounwildlife.org](mailto:jcoleman@loudounwildlife.org).*

This training is designed for real estate agents who want to learn how to play the Agent Investor game. The goal of this training is to help you flip your income into ownership. ━━━━━━━━━━━━━━━━━ **Investors move fast. Most agents don’t.** If you can’t evaluate a deal quickly and confidently, you lose credibility—and the opportunity disappears. Deal or Disaster teaches a simple, repeatable framework to determine in minutes whether a deal prints money or burns it. In this session, you’ll learn a 5-minute investment evaluation system that works across flips, rentals, BRRRRs, wholetails, and creative deals. The goal isn’t perfection—it’s speed, clarity, and credibility. We’ll break down: * How to identify the investor’s true goal before running numbers * A fast, reliable method to estimate ARV with confidence * How to calculate the real all-in acquisition cost * Simple heuristics to ballpark rehab and improvement costs * The key metrics that reveal whether a deal works—or should be killed You’ll also learn the most common red flags that signal bad deals, thin margins, and hidden risk, so you know when to pause or walk away. When you can analyze deals in minutes, you earn authority, build trust, and become indispensable to investors. Speed creates opportunity—and opportunity creates repeat business. If you want to move from real estate generalist to trusted investment strategist, this session gives you the framework to do it. ━━━━━━━━━━━━━━━━━ **Did you miss it?** [Watch all GRID Reston event playback on YouTube](https://www.youtube.com/playlist?list=PLOTh5kxLLJI1G3VH6Pqhlhu0uTA8yrdpi) ━━━━━━━━━━━━━━━━━ **Join the GRID Facebook Community** [Join the online GRID community here](https://www.facebook.com/groups/gridinvestor) to post deals, ask questions, and connect with other investors across the globe.

You must read the following NVHC Sign-in Sheet Statement/Liability Disclaimer, [https://nvhc.com/signin.pdf](https://nvhc.com/signin.pdf) and then answer the question that you will see when you RSVP with "I accept" to be permitted on the hike. This is an 6 mile hike with 400' elevation gain in the Banshee Reeks Nature Preserve. [https://bansheereeksnp.org/](https://bansheereeksnp.org/). We follow our AllTrails route as we go through the many trails in this Preserve. We hike at a pace of 2.5-3.0 mph while moving. Dogs are permitted on this hike in accordance with the NVHC Dog Policy. [https://tinyurl.com/nvhcdogpolicy](https://tinyurl.com/nvhcdogpolicy) Leader: Ed Brimberg 703-944-9920 (C) [Rating: D](https://nvhc.com/hikeinfo/ratings/) Meet: Plan to arrive at the Banshee Reeks Nature Preserve Visitor Center at 8:45am so we can get everyone checked in and start at 9:00am. The address in Meetup may not get you to the exact location, use GPS Coordinates. GPS coordinates: 39.028758, -77.599534 [https://goo.gl/maps/AADrS4iNX1kYTUZo7](https://goo.gl/maps/AADrS4iNX1kYTUZo7) Park Entry Fee: $0.00 Alltrails Maps: [https://www.alltrails.com/explore/custom-routes/banshee-reeks-6-miles-7648732?u=i&sh=7cs7ov](https://www.alltrails.com/explore/custom-routes/banshee-reeks-6-miles-7648732?u=i&sh=7cs7ov)

Attendance is $35 (cash, credit/debit card, or ApplePay - paid at the door), which includes water/soda/coffee, bread, choice of a plated lunch entrée, and a dessert assortment. Parking is also validated in the Reston Station garages (3 hours of validation). Join one of Northern Virginia's most successful business networking groups (part of BNI). Open to the public and is typically attended by business owners, business developers, and entrepreneurs. Meetings are typically attended by 30-40 members and guests. \*\*\*PLEASE RSVP here: [REGISTER HERE](https://square.link/u/0WvC6Eir) \*\*\*If you do not register on the BNI website, there may not be a seat available for you.