M2M Machine-to-Machine

**Welcome to Miss Bachata & Miss Salsa!** As the winter season wraps our city in its gentle sparkle, our community shines even brighter. This time of year reminds us how meaningful it feels to step into a space filled with warmth, laughter, music, and friendly faces—exactly the kind of energy we create together every Monday. While the world outside cools down, our dance floor becomes a cozy haven of joy, connection, and beautifully shared moments. Every Monday feels like a touch of winter magic… only with a whole lot more rhythm. My objective has always been to create a different kind of social gathering—one that is open, non-judgmental, non-salacious, and safe. A place where you can meet people just like you, where socializing and dancing come together to help build community and tear down the walls that separate us. Here, we make new friends, feel a sense of belonging, and enjoy the calmness that comes from knowing we are in a safe and welcoming space. Many times, I have been asked, “Why host an event on Monday night?” Many people escape on the weekend and dread Mondays when they return to work. I believe that if you dance and socialize on a Monday, you infuse your week with joy and positive energy, giving your life balance and helping you face your challenges with enthusiasm and confidence. We’re also thrilled to announce that our trial of advanced Bachata lessons, which began last September, has been a resounding success! Building on this momentum, we’re excited to offer an enhanced schedule for 2025. Our dance evenings will now feature three hours of classes: one hour of beginner to intermediate Bachata, one hour of advanced Bachata, and one hour of beginner to intermediate Salsa. As always, the entrance fee remains $15 for a night of 2 lessons and social dancing. For those interested in the advanced Bachata lessons, there will be an additional $5 fee. Here’s our updated schedule: **Miss Bachata – Main Ballroom** ❄️ 7:00 pm – 8:00 pm: Beginner to Intermediate Bachata Lesson (No partner required) ❄️ 8:00 pm – 12:00 am: Social Dancing **Miss Salsa – Round Room** ❄️ 7:00 pm – 8:00 pm: Advanced Bachata Lesson (+$5) NEW ❄️ 8:00 pm – 9:00 pm: Beginner to Intermediate Salsa Lesson ❄️ 9:00 pm – 12:00 am: Social Dancing **Additional Details:** ❄️ Free Parking ❄️ Full Bar (Free Water, Beer: $5.75) Over the past decade, organizing Latin dancing events in Mississauga has been a labor of love. Our mission has always been to foster a sense of community, proving that the connections we share are far stronger than the differences that divide us. Loneliness is a growing concern, with over half of U.S. adults and many Canadians experiencing its effects. The COVID-19 pandemic has only heightened this issue. Harvard University's long-term study on happiness, which began in 1938, highlights the detrimental impact of loneliness on health. People with strong social connections experience slower mental and physical decline and greater overall happiness compared to those who are isolated. Here are some key findings from the study: • Close ties help delay mental and physical decline more than money, fame, social class, IQ, or genetics. • Relationship satisfaction is a better predictor of aging well than cholesterol levels in middle age. • A strong sense of community improves memory function. • Loneliness can be as harmful to health as smoking or alcoholism. There’s hope! Strengthening our relationships and supporting community initiatives can build healthier, happier lives. Miss Bachata & Miss Salsa provides a wonderful opportunity to make new friends, expand your social circle, and enjoy a safe, welcoming, authentic environment. Bring your open heart and a smile, and we’ll take care of the rest. **Cheers to building an authentic, joyful, and connected community!** **Anna G.** https://www.facebook.com/groups/1871491806494168/ https://www.facebook.com/EventsByAnnaG

Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-january-ai-meetup-20251118) to view the agenda and guarantee a spot. Welcome to the most electrifying and ground-breaking AI Meetup in Toronto! Join us once a month as we delve into the world of artificial intelligence, explore its cutting-edge practical applications, and marvel at the astonishing projects that are shaping our future. Why should you attend? • Get up close and personal with the AI projects that are redefining the boundaries of technology and human potential. • Learn from the brightest minds in the field and gain valuable insights into the ever-evolving AI landscape. • Unleash your curiosity, fuel your creativity, and expand your network as you connect with fellow AI aficionados and pioneers. What you can expect? Mindstone events consist of three talks covering different aspects: • What I Learned Building With LLMs: A technical demo breaking down the process for building a product using AI with real-life learnings and insights. • How To Be More Productive Using AI: A practical demo and step-by-step guide on how to use AI to speed up and improve tasks. • What Does The Future Look Like With AI?: A theoretical talk on the impact of AI on work, life and society. After the talks we'll have pizza, drinks, and networking. Don't miss out on this extraordinary opportunity to witness the AI revolution in action. It's time to embark on a thrilling journey into the future and discover the endless possibilities that lie within the realm of artificial intelligence. Reserve your spot today for the ultimate AI experience! 💡✨ (https://community.mindstone.com/events/mindstone-toronto-january-ai-meetup-20251118) Please Note: This event is advertised on multiple platforms. Please RSVP and get a ticket on Mindstone (https://community.mindstone.com/events/mindstone-toronto-january-ai-meetup-20251118) to view the agenda and guarantee a spot.

Love cardio, rhythm, and good vibes? 💃 Join our Step & Shine class — a dynamic step aerobics workout that combines music, movement, and motivation! You’ll tone your legs, boost endurance, and burn calories while having fun in a friendly, supportive atmosphere. 🕖 When: Mondays & Wednesdays at 7:00 p.m. 📍 Where: Easy Nutrition Health Club, 1750 Steeles Ave West, Unit 12, Concord ⚡ Only 9 spots available, so grab yours early! Perfect for all fitness levels — come for the workout, stay for the energy!

**Set goals.** **Be accountable for them.** **Move your life forward with purpose.** Our goal is to cause greatness by mentoring men to live with excellence and, as mature masculine leaders, create successful families, careers and communities. If you have the desire to work on being the man that your legacy demands that you be (which means being the best you can be, we can work on what your legacy demands with you later) and the man you always wanted to be then we look forward to you attending. Our group is part of Mentor Discover Inspire (MDI). This group meets Mondays, North of Finch Avenue, usually indoors, outdoors in the summer but occasionally on Zoom. To confirm this week's location, please rsvp to Ricardo, call/text (647) 880-1488, or email ricardophilip@hotmail.com From MDI website[: https://goo.gl/3DQ6](https://goo.gl/3DQ6aY)aY From Toronto Sta[r: https://goo.gl/oDH](https://goo.gl/oDH3uX)3uX Regular attendees do not always RSVP, expect 6-8 men to be present.

💥 **Fuego Latino Mondays @ Tehranto Restaurant** 💥 Start your week with flavor, rhythm, and good vibes! 🌶💃🕺 Enjoy amazing food, fun lessons, and non-stop Latin dancing all night long! 📍 Tehranto Restaurant – 5625 Yonge St, North York 🚇 Finch Subway \| 🅿 Free Parking 🍽 Full Kitchen + Bar Specials Open Late 🎟 $10 Cover (includes Lesson) 🕘 9PM Lessons: • Salsa – Guest Instructor • Bachata – Guest Instructor 🎶 DJ Geronimo heating up the floor with the best Salsa, Bachata & Latin beats all night! Come for the lessons, stay for the dancing — Mondays just got HOT! 🔥 Best way to get a hold of us is through WhatsApp: https://chat.whatsapp.com/KpFOsXEuXRWB7uOYorJNPU

Presentation of the first data visualisation published by the Clay-Gilmore Institute for Philosophy, Technology, and Counterinsurgency The works assembled in this talk emerge from the CG-IPTC's inquiry into the algorithmic management of racialized life — a condition in which the logic of counterinsurgency has migrated from the battlefield to the domestic sphere. Through predictive analytics, biometric surveillance, and spatial policing technologies, contemporary security practices now enact strategies once reserved for the governance of colonized populations. Our central concern is not simply that artificial intelligence and predictive policing reproduce racial bias, but that they embody the very strategic grammar of militarized population control. Miron J. Clay-Gilmore https://philosophy.utoronto.ca/directory/miron-j-clay-gilmore/ Postdoctoral Research Fellow Department of Philosophy University of Toronto About the Speaker: Miron J. Clay-Gilmore is a Postdoctoral Research Fellow in the Centre for Ethics and the Schwartz Reisman Institute for Technology and Society at the University of Toronto. Dr. Clay-Gilmore’s research explores how artificial intelligence, big data, and predictive policing operate within broader regimes of counterinsurgency and state violence. By situating contemporary AI systems within longer genealogies of Western militarism and colonial administration, his scholarship reveals how the management of life and death—what he terms the technologization of counterinsurgency—defines the moral and political boundaries of modern societies. His publications have appeared in *AI and Ethics, Res Philosophica, American Philosophical Quarterly,* and *The Journal of African American Studies.* Across these works, Dr. Clay-Gilmore bridges Africana philosophy, social and political thought, and the philosophy of technology to illuminate how power, race, and computation shape the contemporary human condition. Through the CG-IPTC, Dr. Clay-Gilmore leads a pioneering interdisciplinary initiative that integrates philosophical inquiry, data analysis, and public education to interrogate the ethical and political consequences of emerging technologies. The Institute develops research clusters, public-facing media, and digital infrastructures that expose the interconnections between technological innovation, governance, and racialized violence. **\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \*** This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat [here](https://youtube.com/live/s2okrHEoiZ0?feature=share). About the Centre for Ethics (http://ethics.utoronto.ca): The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life. In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society. The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai

This month, we’re switching things up. Instead of hosting our usual SD Drinks meetup, we’re inviting the group to **attend another event together**: **Strategic Foresight for Driving Organizational Transformation**, hosted by Rotman BDI. Strategic foresight i.e. our ability to anticipate and plan for change already comes up often in our SD conversations. This event explores those ideas in practice, with a case study led by the **Centre for Social Innovation**, adding a layer we deeply care about as designers: meaningful impact and tackling complex, wicked problems. It’s a topic that feels highly relevant to service design, strategy, and systems thinking, and one we know will resonate with the group. 📅 **Date & time:** February 10, 5:30 pm 📍 **Location:** Rotman School of Management, Room 1065 105 St George Street, Toronto, ON M5S 3E6 🎟 **Tickets:** Please register directly via the host’s Eventbrite page [ https://www.eventbrite.ca/e/strategic-foresight-for-driving-organizational-transformation-tickets-1981007188829](https://www.eventbrite.ca/e/strategic-foresight-for-driving-organizational-transformation-tickets-1981007188829) **Why join as a group?** This is a great opportunity to: * explore a topic deeply relevant to design, strategy, and systems thinking * be inspired by practical foresight frameworks and perspectives * connect with others, thinking about long-term impact and change **How we’re doing this:** Some of us have already registered and plan to attend together. After the event, we’ll grab a drink nearby to continue the conversation — optional, casual, and very SD Drinks 🍻 If you’d like to coordinate or chat ahead of time, the conversation is happening in our Discord event chat: [https://discord.gg/Qc434j5T](https://discord.gg/Qc434j5T) Hope you can join us, see you there!

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.

*Unwind, get creative, and connect with cool people.* Looking for a calm space to do some art, have meaningful (or silly) convos, and meet new friends in the city? This is your spot. I’ll be bringing **colouring pages and markers** for anyone who just wants to show up and relax. You're also totally welcome to bring whatever creative activity helps *you* unwind — think **sketchpads, mini canvases and paint, journals, clay sculpting, wire bending, model building kits, and collage supplies**. We’ll hang out, make art, and enjoy chill conversations in a cozy, no-pressure environment. No experience or talent required — just bring yourself and whatever helps you feel creative and calm. **✦ What to Bring (optional):** * Any relaxing art or activity you enjoy **✦ I’ll provide:** * Colouring pages, markers, and good vibes **Where to Meet (MADO Cafe at the Food Hall inside The Well):** * The easiest way to get to the venue is to make your way to La Plume restaurant or The Dorset restaurant and turn towards the statue then take the stairs to the lower level. * Shoppers will be on the right and across from Shoppers will be an entrance to The Well's food court. * Make a left and you should see the long tables and MADO cafe. * **We'll meet at the long tables in front of MADO Cafe** Come solo or bring a friend — this is all about slowing down, making connections, and enjoying a creative evening together ✨

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.*

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.

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)

SPACE IS LIMITED! This is a much smaller class than our 7:30 pm event and we can only accept a limited number of students. Key areas of focus: Practicing oral communication (speaking languages), for conversations, presentations, interviews and job skills Schedule: 1. 6:45- 7:15 pm : 30-minute language conversation class with certified award-winning language teacher John Dias. 2. Language exchange social (7:30-11 pm): includes Free access to the Toronto's BIGGEST Language Party and Social Party also in the Madison Pub led by teacher John Dias (same location) Cost: just $ 5 while we have this promo. **PROMO (Limited Time): $5 fee will give you access to both events (usual rate: $15 total)** Feel free to message us if you have any questions!

**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.

The first of a laid-back monthly meetup for sewing enthusiasts and sewing curious of all ages, skill levels and abilities - **inclusive**. Bring your sewing machine, serger, hand-sewing needles, or none of the above. Show off a completed project, bring a current project you want to work on, to mend, are stuck on, need advice on, are ready to throw out! Or... talk about a project you're considering to get advice on! This is a totally FREE event. There will be snacks, and some fun, relevant, and useful raffles!

**Agenda :** * 4.30 to 4.45 PM ET: Food and Networking * 4.45 to 5.30 PM ET: "Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition)" Hello Everyone! Please join us for our Feb 10th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided.** **Title:** Practical Applications of Model Context Protocol (MCP) (Feb 2026 Edition) **Description:** This session explores how the Model Context Protocol (MCP) can be used to connect AI models with real-world tools and data. Attendees will learn practical patterns for implementing MCP in production workflows and applications. Through examples and use cases, the session highlights how MCP enables more capable, context-aware AI systems. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

**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. *

## **1 Million Cups Loudoun Special Event: Mentor–Mentee Business Matchmaking** **Tuesday\, February 11 \| 9:00 AM – 10:00 AM** **Venture X Loudoun** Join us for a special edition of 1 Million Cups Loudoun designed to spark meaningful connections and accelerate business growth. Our **Mentor–Mentee Business Matchmaking Session** brings together entrepreneurs seeking guidance with experienced professionals ready to share their knowledge, insight, and real-world perspective. This live, interactive session is intentionally structured to help foster relationships that extend far beyond the meeting room. Whether you’re navigating a new stage of business, facing a challenge, or simply looking for trusted advice, mentorship can be one of the most powerful tools in your entrepreneurial journey. **What to Expect:** * Facilitated mentor–mentee introductions * Purposeful conversations focused on business growth * Opportunities to exchange ideas, experiences, and strategies * A supportive environment built on collaboration and community **Who Should Attend:** * Entrepreneurs looking for guidance and fresh perspective * Business owners ready to give back as mentors * Leaders who value connection, collaboration, and community-driven growth At 1 Million Cups Loudoun, we believe entrepreneurs grow stronger together — and this session is designed to help make those connections happen in real time. Come ready to connect, learn, and take the next step in your business journey.

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.

Join us for another session of our study group as we continue our coverage of the book Domain-Specific Small Language Models. In this session, we will Chapter 2 which is titled Tuning for a Specific Domain. This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models/ ahead of time. We will be meeting at the University of North America in room 2215 for this event.