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We’re thrilled to invite you to an exciting meetup! We'll have one talk presented by an Elastic employee and one presented by a community member. Bring your questions and come support the community! **Agenda** **5:00 PM** – Doors Open Come in, say hello, grab some food, and settle in for an engaging evening. **5:45 PM** – **"Lessons from evaluating production AI Agents for over a year", presented by** Susan Chang, Principal Data Scientist at Elastic **6:15 PM** – Q&A **6:30 PM** – "**Elasticsearch Journey – Working in Different Industries", presented by** Yasir Zaid, Elastic Certified Engineer **7:00 PM** – Q&A **7:15 PM** – Networking & Event Wrap-Up Stick around to chat, connect, and share insights with fellow attendees. **When:** Thursday, May 14th 5:00 - 7:00 pm **Where:** [Centre for Social Innovation - Spadina](https://www.google.com/maps/search/?api=1&query=43.650017%2C%20-79.397156) 192 Spadina Ave. · Toronto, ON 3rd floor, The Viola Desmond Room **Abstracts** **"Lessons from evaluating production AI Agents for over a year"** This talk covers methods of evaluating AI Agents, with an example of how the speakers built evaluation frameworks for a user-facing AI Agent system which has been in production for over a year. We share tools and frameworks used (as well as tradeoffs and alternatives), and discuss methods such as LLM-as-Judge, rules-based evaluations, ML metrics used, as well as selection tradeoffs. **Bio:** Susan Shu Chang is a Principal Data Scientist at Elastic, where she leads work on production-grade machine learning, including generative AI and agentic workflows. She is also an internationally recognized speaker, O’Reilly author, and keynote presenter at major global technical conferences. **My Elasticsearch Journey – Working in Different Industries** This talk explores Yasir Zaidi’s hands-on experience using Elastic products to deliver strategic solutions across banking, insurance, and telecommunications. Through real-world examples, the session will cover how Elasticsearch and the broader Elastic Stack have been used for search architecture, security, SIEM, and observability, along with some of the newer and more exciting projects now being built with Elastic. The talk will also highlight recent Elasticsearch features and innovations, and how they are opening up new possibilities for modern enterprise use cases. **Bio:** Yasir Zaidi is the Owner of ZD Inc. ([https://zd-inc.net/](https://zd-inc.net/)) and Elasticsearch Experts ([https://elasticsearch.expert/](https://elasticsearch.expert/)), and Co-Founder of 360metrics ([https://www.360metrics.io/](https://www.360metrics.io/)) and Certified Elasticsearch Partner Solution Architect. He has delivered hundreds of Elasticsearch projects for organizations around the world, with experience spanning Observability, SIEM, Enterprise search, Cloud deployments, and AI-powered search solutions, Serverless and much more. His work includes engagements with Ericsson, SAP, Intact Insurance, Videotron, RONA, Geotab and Desjardins Bank, just to name a few. Backed by three master’s degrees and Elastic certifications, Yasir brings deep technical expertise and proven global delivery experience. Linkedin: [https://www.linkedin.com/in/yasirzaidi/](https://www.linkedin.com/in/yasirzaidi/) Spots are limited, so don't miss out!

A relaxed, peaceful and inspired space to cultivate your creative work flow and accomplish what you have set out to do for the day. You are invited into an energized, peaceful and loving co-working space brought to you by Soul Guided "Community Empowerment Network. Click here to join the FB Group ----> [https://www.facebook.com/share/g/hrXN76q8ajyezbbY/](https://www.facebook.com/groups/soulguidednetwork/?__cft__%5B0%5D=AZawTDSR4MxwxRFKd9h5nf8BWCZVGedrzK75YTONt5j_nCWiwN2HFToH9XnGbmMwMlAvft2_oGF5b9xkztvV2N1u3fv9nGwUuQgYQrOqBx5u7Q&__tn__=q) Come into a shanti "peaceful" work space and expect chill mood music, comfortable seating, optimal temperature, optional group break periods (some days will include breathwork, light yoga, walk, outdoor picnic). 𝘚𝘰𝘮𝘦 𝘤𝘰-𝘸𝘰𝘳𝘬 𝘥𝘢𝘺𝘴 𝘸𝘪𝘭𝘭 𝘩𝘢𝘷𝘦 𝘵𝘦𝘢, 𝘦𝘭𝘪𝘹𝘪𝘳𝘴 𝘢𝘯𝘥 𝘴𝘯𝘢𝘤𝘬𝘴 𝘢𝘷𝘢𝘪𝘭𝘢𝘣𝘭𝘦. 𝘍𝘪𝘭𝘵𝘦𝘳𝘦𝘥 𝘸𝘢𝘵𝘦𝘳 𝘪𝘴 𝘢𝘭𝘸𝘢𝘺𝘴 𝘢𝘷𝘢𝘪𝘭𝘢𝘣𝘭𝘦. Each meeting will begin with a short intro of each individual who is joining and space to share what you are working on, as well as some bigger goals/dreams you may have right now. This space is meant to lift each other up and to get to know each other during break periods. It is asked that during the work periods we are honour each individuals work flow and always ask if someone is available before attempting to interact/ask a question. 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: \~Soul Sanctuary Studio = 303 Pape Ave, Toronto ON \~Ceremony Room (downstairs) \~Free Parking on the Road 𝗘𝗻𝗲𝗿𝗴𝘆 𝗘𝘅𝗰𝗵𝗮𝗻𝗴𝗲: Free or By Donation Suggested Donation: $5-10 *If you will be eating the snacks or drinking tea/elixirs, please make a donation. Cash donations can be made at the studio, e-transfer/paypal to chrisdubkundalini@gmail.com or donate via eventbrite here ---> https://www.eventbrite.ca/e/co-working-flow-focused-peaceful-energized-space-to-work-tickets-1982620182336?* 𝗧𝗶𝗺𝗶𝗻𝗴: Thursdays from 11-5:00pm. (Every other Thursday) 𝗦𝗼𝘂𝗹 𝗚𝘂𝗶𝗱𝗲𝗱 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝘆 Click HERE for more ways you can get involved ---> https://linktr.ee/chrisdub And here to sign up for the Soul Guided Community Newsletter ---> [https://mailchi.mp/84b64bce4995/soulguided](https://l.facebook.com/l.php?u=https%3A%2F%2Fmailchi.mp%2F84b64bce4995%2Fsoulguided%3Ffbclid%3DIwZXh0bgNhZW0CMTAAYnJpZBExVnNDc1JZdno1UGZmeFZmUnNydGMGYXBwX2lkEDIyMjAzOTE3ODgyMDA4OTIAAR4jvvMVWiJScNLpr3SJQLi8T_QwVcJVSnMhi4qXrVPP-dLmS3JqCGPRtAzXCQ_aem_UyE2cXcPuNm1dVrwjSkAEA&h=AT6Z_kpk6kzo7KFaPPo5YNQhrt_bZ9EHEFj4aDP7k3YhyK217PS1GZqaTORCMJXjh4T68ueA7PiDYCwKjjy6eqtbGYA39bAwx3W4BsXCz6SVwTZxJSAr41twQrzyYp7uVlZrTrskTxwOtw33Se_lWw&__tn__=q&c%5B0%5D=AT6xms8PWY7F_u7qMe7dXlxXeAk8V5qp9BBMv82B68IeWMpR4AyPb9NTHJ_Uk6KkNvM9E42NZlhisSsWPBUrXtNXfgZUXdxWd7vYrLOQRIbR_A_RW0P9fcvX2pq2wHmf)

This **SR&ED general information webinar** will provide an overview of the program. We will guide you through the eligibility criteria, qualifying expenditures, and the free tools and services offered by the CRA. * May 14th, 2026, 1 pm to 3 pm ET – English session I would suggest if you own a business and want to receive government funding for your project, thinking of starting a business to learn how you can form your business for maximum benefit, or wish to provide grant writing services to your clients. There is no charge to attend. Registration is required, as space is limited. To register: https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html If you are a member of LeaderSHIFT, you will receive a detailed package with samples and a detailed guide at no cost. Click on attend. Some tools to help members: * [Pre-claim consultations](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_content=2025-05-13_0193&utm_term=SSV) that allow eligible claimants to work with an SR&ED specialist to determine if their project contains SR&ED work before they submit a claim; * The [SR&ED outreach program](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-outreach.html?utm_content=2025-05-13_0195&utm_term=SSV), which offers targeted sector-specific presentations and one-on-one presentations to businesses, in addition to hosting general information webinars. We also provide accessible digital resources to help businesses determine their eligibility, calculate expenditures and prepare their claim. These tools include: * The [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_content=2025-05-13_0197&utm_term=SSV), which helps claimants find out if their work is likely to qualify for SR&ED tax incentives and estimate their potential claim amount in about 30 minutes or less; * The SR&ED Client Portal, available within [My Business Account](https://www.canada.ca/en/revenue-agency/services/e-services/digital-services-businesses/business-account.html?utm_content=2025-05-13_0199&utm_term=SSV), which is a secure, one-stop workspace designed to support claimants throughout the claim process. ## Learn about the program * Register for an upcoming [SR&ED webinar](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/sred-webinars.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0248) * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to book a tailored one-on-one outreach session * Refer to our [annual program statistics](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/annual-program-statistics.html) web page for updated program information * Visit our [multimedia gallery](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/multimedia-gallery.html) for infographics, videos, and a podcast feature ## Find out if your work may be eligible * Refer to our eligibility of work [guidelines](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-policies-guidelines/guidelines-eligibility-work-sred-tax-incentives.html) * Use our quick and easy [Self-Assessment and Learning Tool](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/self-assessment-learning-tool.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0254) * Request a [pre-claim consultation](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-support-services/pre-claim-consultation.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0256) for a project that is either in-progress or completed ## Prepare your claim * Follow our [step-by-step guide](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/sred-claim.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0260): how to prepare your claim * Use the [SR&ED Client Portal](https://www.canada.ca/en/revenue-agency/services/e-services/cra-login-services.html) within My Business Account to start building your claim * [Contact us](https://www.canada.ca/en/revenue-agency/services/scientific-research-experimental-development-tax-incentive-program/contact-sred.html?utm_source=Mailbox&utm_medium=External_Email&utm_campaign=No_Signature_Corporate_item+CPB+SRED&utm_content=2024-10-22_0258) to speak to an SR&ED specialist The link will be emailed to all accepted registered participants by SR&ED office of Revenue Canada directly.

Gather in conscious, like-minded community to fill your cup and nourish your soul. Potluck, Movie + Discussion. Join us for an evening of nourishing food, shared stories, and a film that will inspire and connect us all. We're living in unprecedented times that cause us to question what's real, what's true, and consistently remind ourselves of what's most important. More than ever - you need to remember that you are not alone on this journey, that your voice matters, and it's safe to shine your light. We invite you to gather with us for a special evening where community, creativity, and good food come together. Whether you've connected with the Soul Guided Network already, or are new to the community, this is a welcoming space to be your true self! Bring your favorite dish to share, your authentic self, and your curiosity. We’ll start with a potluck feast, followed by a movie that will spark reflection, leading to a post-film discussion conversation, and an overall sense of togetherness. .:: 𝗙𝗹𝗼𝘄 𝗙𝗼𝗿 𝗧𝗵𝗲 𝗘𝘃𝗲𝗻𝗶𝗻𝗴 ::. 6:00pm = Arrival 6:00 - 7:45pm = Community Connection & Potluck 7:45 - 9:15pm = Thought-Provoking Movie 9:15 - 10pm = Sharing Circle & Discussion 10pm = Departure \*\*𝗣𝗹𝗲𝗮𝘀𝗲 𝗯𝗿𝗶𝗻𝗴 𝗮 𝗽𝗼𝘁𝗹𝘂𝗰𝗸 𝗶𝘁𝗲𝗺, 𝗽𝗿𝗲𝗳𝗲𝗿𝗮𝗯𝗹𝘆 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝘃𝗲𝗴𝗮𝗻, 𝗴𝗹𝘂𝘁𝗲𝗻-𝗳𝗿𝗲𝗲, 𝗮𝗻𝗱 𝗼𝗿𝗴𝗮𝗻𝗶𝗰 𝗶𝗳 𝗽𝗼𝘀𝘀𝗶𝗯𝗹𝗲. (𝗘𝘅𝗮𝗺𝗽𝗹𝗲𝘀: 𝗥𝗼𝗮𝘀𝘁𝗲𝗱 𝗩𝗲𝗴𝗲𝘁𝗮𝗯𝗹𝗲𝘀, 𝗦𝗼𝘂𝗽, 𝗦𝗮𝗹𝗮𝗱, 𝗙𝗿𝘂𝗶𝘁, 𝗩𝗲𝗴 & 𝗗𝗶𝗽, 𝗛𝘂𝗺𝗺𝘂𝘀, 𝗕𝗮𝗯𝗮 𝗴𝗵𝗮𝗻𝗼𝘂𝘀𝗵, 𝗧𝗲𝗺𝗽𝗲𝗵, 𝗗𝗮𝗮𝗹, 𝗲𝘁𝗰.) 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: The Soul Sanctuary, in Leslieville - Street Parking Available 𝗘𝗻𝗲𝗿𝗴𝘆 𝗘𝘅𝗰𝗵𝗮𝗻𝗴𝗲: Free or By Donation Suggested Donation: $10 𝐓𝐢𝐦𝐢𝐧𝐠: 6:00 - 10:00 PM 𝗛𝗼𝘄 𝘁𝗼 𝗥𝗲𝗴𝗶𝘀𝘁𝗲𝗿: RSVP through eventbrite or email soulguided@soulguidednetwork.com The Soul Sanctuary is a welcoming, peaceful, and caring space brought to you by Chris Dub, Jennifer Polansky, and the SG Team of the Soul Guided "Community Empowerment Network". We started this movement because we saw a need for spiritually centered spaces where practitioners, seekers, and like-minded souls could gather in community, and feel welcomed. This is a growing global community that stands on the pillars of Integrity, Compassion, and Freedom. Come join us 

On May 14, 2026, a select group of executive leaders will gather in Toronto for the **[BFUTR Launch Executive Mixer](https://carter.obsidi.com/event/b6a3331f-5da0-47b5-8cdf-ce667f363f55)**—an invitation-only evening that officially kicks off the BFUTR 2026 season. 🚀 This is where senior leaders step away from the noise to connect with peers navigating the same enterprise challenges: scaling AI responsibly, reinventing the workforce, modernizing legacy systems, and turning data into lasting competitive advantage. 🤝📊 The evening will feature a short executive panel where industry leaders share how their organizations are responding to these shifts in real time—what’s working, what’s not, and how leaders are making decisions as the enterprise is reprogrammed. 🎤 With the room intentionally small and curated, the mixer creates space for meaningful dialogue, strategic relationships, and powerful connections with other executives shaping the future of their organizations. 🧠🔗 Guests will also get the first look at **[BFUTR 2026](https://bfutr.obsidi.com/)**, including headliner announcements, programming reveals, and the conversations set to define this year’s summit in November. 👀✨ Start your BFUTR Executive experience by connecting with the tech titans driving the industry forward to new heights. ⚡ **[Register now to secure your invitation.](https://carter.obsidi.com/event/b6a3331f-5da0-47b5-8cdf-ce667f363f55)** **📅 Date:** May 14, 2026 **📍 Location:** Toronto, Ontario **📌 Venue:** Confidential — shared only with confirmed attendees. **🔥Attendance is by invitation only - Director plus audiences without exception.** Submitting a registration form and receiving a registration email does not guarantee entry. Only guests who receive a separate confirmation of attendance will be admitted.🔥

Adopting GitHub in an enterprise environment can significantly enhance collaboration, streamline workflows, and improve code quality. However, successful adoption requires careful planning and implementation of best practices. This presentation will cover key strategies for integrating GitHub into your organization's development processes. We will discuss topics such as setting up repositories, managing access controls, implementing branching strategies, and leveraging GitHub Actions for CI/CD. Additionally, we will explore how to foster a culture of collaboration through code reviews and issue tracking. Attendees will gain insights into overcoming common challenges and ensuring a smooth transition to GitHub, ultimately driving productivity and innovation within their teams. Key topics covered: * Setting up single sign-on (SSO) and integrating with existing identity providers * Configuring Enterprise Account settings and policies * Organization structure and repository management * Managing user access and permissions effectively * Hybrid Model for GitHub and Azure DevOps * Securing GitHub Actions and workflows * Implementing shift-left security practices * Addressing security concerns and ensuring data protection * Rolling out GitHub Copilot in an enterprise setting * Leveraging GitHub Apps and integrations for enhanced functionality * Integrating GitHub with existing development tools and systems * Monitoring and auditing usage for compliance *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

To register, please visit https://www.bnibusinessconnectionsone.com/ • What we'll do Doors open: 6:45 am Structured meeting: 7:00 am - 8:30 am (We start and stop on time.) - Informal Networking - President’s Welcome - Leadership Team Introductions - Education Moment: 2-minute talk on a networking topic - Weekly Presentations (45-seconds per member and guest- pitching your own services) - VP’s Report: Chapter Performance Update - Reports: Treasurer and Membership Committee - 5-Minute Break - 10-Minute Feature Presentation by a Member - Passing of referrals, testimonials, thank yous to guests - Presenter’s Gift Draw - Close OUR GUARANTEE: Business Connections One are full of life, laughter and learning! • What to bring What you’ll need to do as a visitor: - Plan a 45 second (100 words) infomercial on your business and what makes a good referral. - Bring about 40 business cards for circulation to the group. - Pay $30 in cash or cheque at the door (or via Paypal on this site) • Important to know

Hello Beautiful Soul Family, The Equinox energies continue to move through, and many of you may be feeling the shifts in both subtle and powerful ways. This is a beautiful time to stay grounded in self care, refine your intentions, and listen deeply to your inner guidance. As we move toward late spring and summer, the energy builds, inviting us to be clear, aligned, and anchored in what feels most true to your soul’s path. I am excited to share what is unfolding for our upcoming Shamanic Healing Mushroom Ceremonies in May and June. Over the past months, Marda and I have come together in a deeply aligned and divinely guided way. The balance of divine masculine and divine feminine energy has created a beautiful container where participants feel safe, held, and supported. As we have surrendered more fully into this work, I have witnessed a profound softening in the space. This has allowed deeper transformation, healing, and integration, which has been incredibly rewarding to experience. For our next ceremony, we are tapping into a golden vibration connected to many beautiful benevolent beings including the Spiritual Sun. This radiant frequency of alchemy and light codes shines within and around us, illuminating our electromagnetic field and amplifying our natural radiance. This golden energy supports deep soul healing across lifetimes and soul incarnations, gently dissolving what is ready to be released while activating higher remembrance and clarity. These ceremonies continue to be deeply soul nourishing. They offer a loving, compassionate, and intentional space to slow down, reconnect, and allow the nervous system to soften. Many participants share how supported they feel in moving through old patterns, opening their hearts, and embodying more of their authentic expression. It is beautiful to witness the courage, vulnerability, and commitment to inner work that each soul brings into the circle. With the growing momentum and returning participants, these ceremonies are filling up quickly. If you feel the call, I encourage you to sign up soon to reserve your spot. It would be an honour to hold space for you as you continue your journey of healing, remembrance, and expansion. Wishing you all the very best, *Confidence, Creativity, Freedom, and Self-Love.* **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 peaceMemories or imprints from early life, ancestral lineages, or collective experiencesSomatic sensations including trembling, heat, cold, expansion, or energy moving through the bodyKundalini life-force activation, energetic attunements, and realignmentEncounters with inner archetypes, sacred geometry, spirit guides, animal allies, or symbolic imageryAwareness of repetitive patterns or subconscious conditioningMessages from past loved ones or benevolent guiding energiesStates of expanded awareness, unity, stillness, or heightened intuitionHeart 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 IntentionsOpening the DirectionsMushroom 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 SilenceEarth Core Connection & Synchronizing with Mother Nature's Clock.Channeling of Higher Dimensional WisdomInter Dimensional Shifts of ConsciousnessFuture Visioning into Your BecomingEnergetic Shedding of the Old Self & Re-birthing as Who You Truly Are. **Ceremony Closing**Integrative Sound JourneyGratitude Circle & Honouring of Spiritual SupportsOrganic, Vegan, Gluten-Free Potluck w/ Integration Circle **Timing** \~ Sat, May 16th & Sat, June 6th 11:30 AM - 8:30 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 10th* $423.75 ($375+tax) = *May 11th 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

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: Free 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers*

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.

[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/

Join us for **The Belle's Stratagem**, a sparkling comedy of manners where wit, romance and clever disguises collide in a battle of the sexes set in 18th-century London.. The play will be presented by Stage Centre Productions at the Fairview Library Theatre in North York. ***You can purchase discount ticket(s) to attend with our group or any available performance.*** **THE PLAY:** In this Restoration comedy, Letitia Hardy is madly in love with her betrothed, but he seems disinterested in her. Desiring to marry a man who adores her equally, she plans a bold deception to win his heart. *** **TICKETS** **Discount Tickets:** $27 (includes HST and meetup fee) **Regular Tickets:** $35 adults, $30 for students / seniors 60+ (includes HST) *** **HOW TO PURCHASE** Sign up on this event page and use the promo code Thup25 to get your discount tickets. You can book **[online](https://app.arts-people.com/index.php?ticketing=scp)** or by calling the box office at (416) 299-5557. If leaving a voice mail, include your name, phone number, show name and date/time of the performance. You can also send an e-mail to scptickets@gmail.com. ***You do not have to attend with our group. You may use our promo code Thup25 to purchase discount tickets for any available performance.*** Please note the box office may be slow to return your call or email because it's run by volunteers. Be patient. You will eventually receive a response. Members are responsible for purchasing their own tickets directly from the theatre. **Seating Arrangements:** Seating is reserved so members will get together before, during and after the show. Belinda will be seated in B13. *** **OVERVIEW** **When:** Saturday, May 16, 2026 **Time:** Play starts at 8 p.m. Meet Belinda at 7:30 p.m. **Where:** Fairview Library Theatre, 35 Fairview Mall Drive, North York, Ontario (near Don Mills station on the Sheppard subway line) **Runtime:** About 2 hour, 15 minutes (includes intermission) *** **MEETUP ARRANGEMENTS** Meet Belinda at 7:30 p.m. beside the box office inside the lobby. She is very short and will be wearing a bright pink hat and pink eyeglass frames. Cell # (416) 879-7575 for use on day/time of performance ONLY. **Parking:** There is free parking in the lot beside the theatre.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

We meet at lunch each week and each meeting follows a fairly organized agenda. First all participants pass their business cards around. Then each member and guest is invited to give a one-minute overview of their company and what is a perfect referral for the week. We always have a 10 minute presentation from one of the members about their business in more detail. And finally we pass referrals. You're welcome to visit. Nobody is ever put on the spot. Bring plenty of cards!

**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

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message \*\*Chris (the organizer)\*\*with a **title and short description** of what you’d like to share. Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.linkedin.com/company/transformlabs/) Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)

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.