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Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

What exactly is Conducting? --How does one learn to Conduct? \-\-\-\-Could you be an **Orchestra Conductor**? Interpret a score with your gestures and verbal cues!! Register for your **FREE** ticket (below)--- We've attended this in PAST years--with FAB turnout/INTEREST.. https://tapestryopera.com/performances/women-in-musical-leadership-masterclass-2/ Created and run by **Tapestry Opera**, with **lead partner the Toronto Symphony Orchestra,** *Women in Musical Leadership* is a three-year program designed to collectively develop the next generation of women and non-binary conductors and music directors in Canada. Women in Musical Leadership Conductors work with **Maestro Gustavo** **Gimeno** and the musicians of the Toronto Symphony Orchestra in this Masterclass held at Roy Thomson Hall. \*\*\*During this masterclass, you will observe Women In Musical Leadership Conductors **Monica Chen** and **Eve Legault**, and Associate Conductor **Serena Reuten** work with TSO Music Director **Gustavo Gimeno** and the world-class TSO. It’s a unique experience that always reveals fascinating details of the conductors’ craft and offers a peek “behind the scenes” of an orchestra’s rehearsal process. FREE ticket link here--(please attend if you reserve a ticket) https://tapestryopera.com/performances/women-in-musical-leadership-masterclass-2/ NOTE: this is the SATURDAY morning of the MAY long weekend. Coffee/chat before or afterwards!

join us the Rockpile for Police Tribute Band. Cost ix 23$ at the door or at the following link . https://www.ticketweb.ca/event/message-in-a-bottle-rockpile-rock-bar-tickets/14773133

**Transformational Healing Mushroom Medicine Ceremony** **"Galactic Golden Healing Light"** ***Saturday, May 16th,*** ***and/or June 6th, 2026*** *Let your past unwind in the present, releasing shame and cultivating courage as you learn to deeply love yourself for who you are & who you have become.* *Remember the Creative Being You Are & The Power You Hold to Live Life Anew in Every Moment* *This ceremony will be held at the beautiful 'Soul Sanctuary'* *studio in Leslieville, Toronto* **Hosted by Chris Dub & Marda Sperber** \~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~\~ **Join us, dear Soul.** This ceremony will support you to nurture and strengthen the new pathways you are choosing to take mentally, physically and spiritually to ensure you are a living a life that feels in rhythm with your body and soul. Receive the support you need to let go of the pain, hurt, sense of unworthiness & not enoughness, as well as the struggle we can all feel victim to at times. Immerse yourself into a space of love, forgiveness, and compassion, unlearning the ways you've been taught to judge your *very* human emotions and thoughts. ***You deserve to feel the love and support that's all around you, so you can bring forward the gifts and purpose you came here to share.*** The mind can be sticky, but when you experience genuine love it clarifies any confusion of who you truly are. ***This ceremony is an opportunity for just that: to open up to the authentic love that is innate within you, which opens up your heart, and helps you gain control of the mind.*** **Energies that could potentially arise in ceremony** **Shamanic medicine ceremonies may open access to a wide range of emotional, somatic, energetic, and spiritual experiences. Each journey is unique, and all expressions are welcomed within a container of safety, consent, and compassionate presence.** \*\***Energies that may arise:**\*\* * Emotional release such as grief, joy, anger, relief, or deep peace * Memories or imprints from early life, ancestral lineages, or collective experiences * Somatic sensations including trembling, heat, cold, expansion, or energy moving through the body * Kundalini life-force activation, energetic attunements, and realignmentEncounters with inner archetypes, sacred geometry, spirit guides, animal allies, or symbolic imagery * Awareness of repetitive patterns or subconscious conditioning * Messages from past loved ones or benevolent guiding energies * States of expanded awareness, unity, stillness, or heightened intuition * Heart opening, deep surrender, electromagnetic field expansion, and embodied presence ***All energies arise only as each participant is ready to meet them and are supported within a regulated, grounded, and loving field.*** **Truly forgive yourself, learning to love the darker aspects that are rising to be seen and witnessed.** Cultivate a deeper love for the past versions of you, as well as others who have negatively impacted you. Gratitude is the open door to freedom, and ***when you recognize the gifts of the lessons life has given you - it becomes easier to let go of the anger, resentment, and regret***. As you unravel what has been tight within you, there is a natural alchemy that takes place within the body. Energy blocks and stagnation are unfurled, allowing you to open to more love, and the flow of vital life force energy. ***You will feel a loving space to heal and process through old traumas, ancestral karma, and become more astutely aware of ego identification, leading to more freedom, peace, and simplicity.*** **Release negative thought patterns, rewiring your nervous system for peace, harmony, and balance.** Be held in safe space so you can look at the negative thoughts and limiting beliefs that hold you back from feeling your freest, clearest, most alive and fully expressed self. Regulate your system through the awareness of breath, body (all levels - mental, emotional, physical & energetic), your 5 senses, and extrasensory perceptions. ***As you re-balance and re-align your system you will be able to see your internal experience more clearly, and also recognize why other people are the way they are, allowing you to have more compassion and forgiveness both for others and yourself.*** The more ***aware*** you are, the better ***regulated*** you are, and from that space you can become the master of your domain. You deserve the space and time to simply be, rest, rejuvenate, and feel the aliveness of living life moment by moment for YOU! **You are fully supported throughout the entire journey.** This ceremony includes the optional combination of pure MDMA along with the psilocybin mushrooms. We have found these medicines work very synergistically together, and offer an amplified level of heart opening. The pure MDMA is optional, and the dosing for both medicines will be based upon your intentions, disposition, prior experience, and current state at the time of the ceremony. After this ceremony you will feel more love for yourself and others, with a heightened sense of courage, strength, and integrity. ***You will want to make better choices, and also have the self-awareness needed to stay accountable to yourself.*** This level of love and clarity will emanate out to reach and impact all those closest to you. **This is an invitation to open up your heart, and love and forgive yourself through unconditional acceptance. To awaken to your divinity and beauty, and access your greatest gifts of self-healing and conscious creatorship.** **\~ Ceremony Preparation & Integration \~** Prior to the ceremony you will receive an in-depth **plant medicine workbook** to help you prepare, questions to ask yourself and a recommended diet to support your experience. We will meet as a group before the ceremony for an **Intention Setting Call**, to connect with each other and share our intentions for the journey. You will also receive a **nervous system regulating practice** that supports in expanding internal awareness, grounding, centering and overall mindfulness. Following the Ceremony we will have an **Integration Call** to support and hold space for continued breakthroughs, challenges and dream weaving. (*All is Included in the Energy Exchange)* **Ceremony Day Flow** * Introduction & Sharing of Intentions * Opening the Directions * Mushroom Medicine Ceremony **What Can Happen Throughout** **This Sacred Ceremony** * Calling in Deities to Support Moving Through Energy Blockages & Embodiment of your Highest Virtues. * Shamanic Drumming for Answering Prayers, Deep Emotional Healing, Connecting to Ancestors & True Forgiveness. * Medicine Songs, Frequency Transmissions, Gong, Shruti, Theta Chimes, Animal Spirit Drumming, Crystal Harp, Singing Bowls, etc. * Periods of Pure Silence * Earth Core Connection & Synchronizing with Mother Nature's Clock. * Channeling of Higher Dimensional Wisdom * Inter Dimensional Shifts of Consciousness * Future Visioning into Your Becoming * Energetic Shedding of the Old Self & Re-birthing as Who You Truly Are. **Ceremony Closing** * Integrative Sound Journey * Gratitude Circle & Honouring of Spiritual Supports * Organic, Vegan, Gluten-Free Potluck w/ Integration Circle **Timing** \~ Sat, May 16th & Sat, June 6th 11:30 AM - 8:00 PM **Location** \~ Toronto, Ontario (Leslieville) Exact Address Given Upon RSVP **Energy Exchange** \~ **May 16th Ceremony** $367.25 ($325+tax) = *when deposit is sent by April 28th* $423.75 ($375+tax) = *April 29th or after* **June 6 Ceremony** $367.25 ($325+tax) = *when deposit is sent by May 13th* $423.75 ($375+tax) = *May 14th or after* **Both Ceremonies** $678 ($600+tax) = *when deposit is sent by April 28* $791 ($700+tax) = *April 29th or after* **(Includes Group Intention Setting Call, Ceremony,** **Post Ceremony Integration Call, & Prep Material)** **\*How to Register\*** *Email soulguided@soulguidednetwork.com if you are interested in joining the ceremony so you can fill out the intake form & get on a connection call to see if this is a fit. If you have worked with either of us before or we know each other well, you can just send the deposit.* $84.75 ($75 + tax) deposit or $169.50 ($150 + tax) deposit (for both ceremonies) or the full amount **E-Transfer:** chris@chrisdubkundalini.com **Paypal:** chrisdubkundalini@gmail.com \*\*Credit Card: [HERE ](https://www.paypal.com/paypalme/chrisdubkundalini?locale.x=en_US)\*\*through paypal *A couple spots are reserved for financial assistance. If you are in need, reach out to us at: [soulguided@soulguidednetwork.com](mailto:soulguided@soulguidednetwork.com) to start the conversation.* **Cancellation policy:** *If you cancel up to 7 days before the day of the ceremony, you may use payment towards the next ceremony.* ***.:: ABOUT YOUR FACILITATORS ::.*** ☼ **Chris Dub** ☼ ***Intuitive Healer, Kundalini Yogi, Quan Yin Energy Healer,*** ***Transformational Teacher, Ceremony Facilitator*** Chris is devoted to cultivating and holding space for you to become more aware of your mental blocks and repressed emotions, which allows this energy to transform into a higher understanding of one’s self and your interconnectedness to all of nature. The result is a high degree of self love which leads to a letting go of past pain, hurt and trauma. Experience increased energy flow and creativity, zest for life, calmed nervous system, amplified self worth and deeper, more meaningful relationships. Chris is a Certified Kundalini Yoga Teacher, Yoga Alliance Certified, Quan Yin Energy Healer & holds a Degree in Social Work. He teaches Kundalini Yoga, Meditation, Self-Awareness Practices, Sound-Healing and Breath-Work classes and events. Chris facilitates transformational retreats and deep healing ceremonies, he also hosts the Sacred Brotherhood Men’s Group and Women’s & Men’s Love Circles. Chris has undergone intensive breath work, bodily cleansing, meditation and self-inquiry to move through chronic pain and find deeper depths of self love since 2009. Chris is passionate about supporting you to bring self awareness and energy flow practices to your daily life so you’re internal GPS can always be online, guiding you to the most heart nourishing and fulfilling experiences. [Check out More of Chris Dub’s Offerings Here](https://docs.google.com/document/d/1_aIUQ2GpMysre--2kmY1ILu9TmpbDVjfOx-v7xw0IL8/edit) ☽ **Marda Sperber** ☾ ***Galactic Angelic Channel, Ceremony Facilitator, Kundalini Yogi, Founder and Lead of [Galactic Light Healing](https://www.galacticlighthealing.com/)*** Marda is a compassionate guide devoted to awakening the sacred within. Weaving shamanic, galactic, and angelic frequencies, she creates safe, grounded spaces for deep release, healing, and embodied transformation. Her work supports individuals in reconnecting with their inner light while cultivating self-love, clarity, and their multidimensional essence. Marda serves shamanic medicine ceremonies with deep reverence, gratitude, humility, and love. Her facilitation is rooted in honoring the sacred intelligence of plant medicines, the wisdom of the Earth, the greater cosmos, and the innate healing capacity within each person. As an intuitive healer, Reiki Master, and Kundalini and Breathwork facilitator, additional supportive tools may be intuitively woven into ceremony as needed, always in service to the participant’s healing, safety, and overall well-being. Whatever arises within ceremony is met with presence, compassion, and care. Participants are held in a loving and safe container, allowing them to surrender and receive healing as it unfolds naturally, in alignment with the highest good of all. [Info on Marda's Offerings HERE](https://www.galacticlighthealing.com/) **Mushroom Medicine Testimonials** "I turned to Soul Guided after my low-simmering depression and grief became more and more acute. The two guided psilocybin ceremonies that I took part in have been transformative. I feel like I've moved forward in a huge, miraculous leap and am now able to enjoy my days with far more resilience and joy. I now wake up without the anxiety in the pit of my stomach, without the feeling of gloom at another day. I have a deep sense that I'm ok and can face life's challenges and this toxic world with renewed strength. These ceremonies have lead to shedding of the brittle mental ruts that constrained my ability to thrive and have given me a far deeper feeling of connection to the people I love and the natural world around me. I have used psilocybin a few times in the past — but without guides. Jen and Chris Dub quickly establish a deep foundation of trust. They are gifted, compassionate, creative healers — and consummate musicians as well, creating magical soundscapes and offering deeply informed mystical guidance that has led me to a spiritual awareness that I never had before." **G.L. \~ October & November 2025 + January 2026** Private Medicine Ceremony Opportunities Experience a Private Mushroom, 5-MeO DMT, MDMA or LSD Ceremony with Chris and experience the visceral healing of trauma, clearing of stagnant energies, deep connection with your soul, infusion of creativity, vitality and lust for life. Let me be that strong pillar of support for you on your healing & self-discovery journey. **Please E-mail to chris@chrisdubkundalini.com to setup a call to discuss the possibility of a ceremony together, financial assistance and payment plans are available.** \~ Micro Dosing & Commonly Experienced Breakthroughs with Psilocybin Mushrooms Hello Evolving Souls, thanks for taking the time to read this newsletter. Moving forward I will be sharing the incredible benefits & breakthroughs that happen working intentionally with mushrooms… along with knowledge of effective spiritual practices & other psychedelic medicines to support your evolution. **7 Incredible Benefits of Working with Psilocybin**Helps to identify Addictive patterns & to work throughbelief systems and trauma associated with themHelps to treats depression. Among various mental health issues,depression is the most common.Assists in alleviating OCDRelieves AnxietyStimulates Brain CellsLife Changing Spiritual ExperiencesRestructures Neural Networks Interested in Micro-Dosing? We have perfected Psilocybin Mushroom Chocolates & are making them available to you. We use ceremonial grade cacao and all organic ingredients, offering them in both micro & macro doses. We have already helped some brave souls ween off Anti-Depressants through consistent micro-dosing. Please e-mail chris@chrisdubkundalini.com to set up an order or if you need any extra info, we can also set-up a call so I can help answer any questions. \*\*Please note that this should NOT be used as medical advice and you should always consult your medical healthcare professional before adjusting any prescriptions. **Micro-Dose Mushroom Chocolate** **Ingredients & Pricing** *All Organic Ingredients: Ceremonial Grade Cacao, Cacao butter, Maca, Maple syrup, Coconut oil, Vanilla bean, Sea Salt, Psilocybin Mushrooms* ***"Each chocolate has .4g of psilocybin, and therefore a 1/4 a chocolate can act as 1 daily dose (.1g is an average micro-dose)"*** **1 Chocolate (4 Doses) = $7** **6 Chocolates (3 week Supply) = $35** **24 (3 Month Supply) = $120** **48 (6 Month Supply) = $200** **72 (9 Month Supply) = $295** Your purchase includes a micro-dosing guide that will support you in working with this medicine in an effective way. ***Other micro-dosing options in capsules mixed w/ adaptogens available.*** *Please e-mail chris@chrisdubkundalini.com to setup an order & if you are interested in pricing around macro-dose chocolate* Follow along for inspiration & guidance

A simple way to meet new people and spend a relaxed Saturday morning outdoors. This is a new, small meetup series — first walks are now starting. We’ll meet just outside the main entrance of Rosedale Subway Station at street level (I’ll be standing near the exit and easy to spot), and walk through Rosedale onto the ravine trails toward Evergreen Brick Works, finishing with coffee and conversation. The format is simple — just a walk, fresh air, and easy conversation. Most people come on their own, so you’ll likely not be the only new face. It’s a smaller group by design, which makes it easier to talk and connect without it feeling overwhelming. Conversations can stay light or go a bit deeper depending on what feels natural — there’s no agenda or structure. **Timing** • Meet: 11:00–11:15am at Rosedale Station • Walk: \~40 minutes at an easy pace • Coffee: around midday at Brick Works You’re welcome to join for the full walk or meet us at the café. If you’re running late, feel free to join us along the route or meet at the café. If it’s raining heavily, we’ll skip the walk and meet directly at Brick Works instead - the Pop-up Cafe inside the Young Centre at Brick Works. In case it rains, I will update this invite on the morning of the event day. I’ll be there to welcome everyone and keep things relaxed and easy. Looking forward to meeting you.

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

Join the Toronto Founders Hub every other Saturday at 3:30pm for our regular meetup at 5 Elements Espresso Bar. Sit down with other entrepreneurs to network and discuss business ideas or strategies. \- Broaden your network \- Get critical feedback \- Socialize in low pressure setting I look forward to seeing you!

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

～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 予約取消締切：土曜日14:00PM(当日) 予約受付締切：土曜日15:00PM(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】 Language Exchangeへようこそ！このグループでは、皆さんのレベルに応じて、3〜4名のグループにわかれ、同じ席になった人たちで各45分間、それぞれ英語と日本語でフリートーク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。 開催場所：Atrium フードコート 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。(もしサインがなかったり、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、また予約取消締切後の変更は原則不参加(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、オーガナイザーが”参加予定”へ移動しますので、当日の参加状況の変更がないかご自身でご確認ください。 ※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。 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 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 Crossroads & Connections workshop is a fast, friendly mash-up: short demos, paired practices and intentional reflection. We keep it light, embodied, and social—so wisdom lands in your muscles and your circle, not only your mind. There isn’t one technique that fixes everything, for everyone, in every situation. ### What is it? We pair complementary domains to spark shared flow, fresh insight, and unforgettable “aha!” moments. You leave with lived skills, not just notes. * **Dialogue** gets you out of solo spin: small-group formats expose blind spots and sharpen “shared reality,” so your next move matches *this* person and *this* moment. * **Imaginal** practice is guided “as if” rehearsal you look *through*, not *at*: walking the beats before the scene means your body recognizes turns when stakes rise. * **Mindfulness** steadies the camera: attention stops jerking around, drama gets de-amplified, and you can catch the instant you’re narrating motives and swap in one honest question. * **Embodiment** makes it actionable through direct, non-verbal experience and how your inner experience matches your outer expression. Facilitators: Varies Fee: $30USD - Or a 10-pack for $200USD [Please visit here](https://awakentomeaning.com/crossroads-and-connections/) for registration and more information.

Bring any piece of music in any form. We'll deconstruct it's musical elements and share with each other what the music evokes and what insights arise. Then, consider how this musical work fits into the broader world of music and sound. After a break well do a musical exercise together and end with a short slent meditation. Advance registration with pay pal $20. Please call Gary to confirm your registration. 647 292 5415 Generosity policy: limited spots available for no or low charge fir those who need it.

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

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

On Thursday, May 21, 2026, we will meet at the 700N Conference Room at 700 N Hurstbourne Pkwy. Doors will open at 6:00 p.m., and the presentations will begin sharply at 6:30 p.m. Along with an excellent presentation, TEKsystems will provide food. Please RSVP so we know how much food to order. Afterward, we will go to Brick House Tavern for drinks and food to continue the conversation. The session will also be broadcast at https://twitch.tv/TaleLearnCode. ### **GitOps: Easy Deploy and Even Easier Rollback** GitOps isn't just for containers. The methodology of deploying from a build is now baked into our culture. Take it a touch farther with infrastructure as code and a few extra techniques, and you can reliably deploy to any platform: cloud, on-prem, container, PaaS, and more. Join us as we learn the methodology of GitOps, the critical pieces you need in place, and the elegance of rollbacks with GitOps. You'll leave with a working repo of deployment techniques that doesn't consume any paid tools or container-specific techniques.

**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.

Short North Street Skates return Saturday, April 4 and we’re excited to get back rolling together. These weekly rollouts are a chance to move through the city as a group, build community, and create more visibility for skating and small-wheeled movement in Columbus. Details: Meet: 1160 N High St 9:30 AM meet 10:00 AM rollout All wheels welcome We’ll be skating through the Short North and surrounding areas at a steady, social pace. Routes will use a mix of streets and bike lanes, so comfort navigating the city is helpful, but you don’t need to be an expert. If you’ve been meaning to come out, this is a great place to start. Come solo or bring a friend!