High Scalability Computing

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!

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

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.

**Tuesday Night Pick-up Soccer - 10:00pm to 12:00pm** Markham Soccer Dome 5300 14th Ave, Markham (McCowan and 14th) Indoor Turf Field. Game Play: 7 v 7 - 2 Fields Fee: $20 **ALL PLAYERS MUST RESPOND TO THE EVENT TO PLAY!!!!!** We have players coming from many different groups to play the 7 v 7 format on two fields but we can only accommodate 28 players. To control the amount of players we get we strongly suggest you create a profile on the following site to reserve a spot. Please go to [canadiansoccerclub.com](http://canadiansoccerclub.com/) Anytime you want to play, login to the site using your credentials. Games will begin at 10:00pm sharp. Players are requested to arrive by 9:45pm to pick teams and kick-off at 10:00pm sharp Players are responsible to bring the following: \- Cleats or Turf Shoes \- A white jersey AND a black/dark jersey \- Shin Guards \(Strongly Recommended\) If you're looking for a great run with some good guys ... this is the place to be!! Thank you and please contact me if you have any questions at [admin@canadiansoccerclub.com](http://admin@canadiansoccerclub.com/) Miguel (647) 404-7477

( SOLD-OUT ) ## Overview \*\*\*Four of today's most acclaimed writers visit the Salon to explore the nature of ***imagination***. **Join four of today's premiere literary artists as they explore the role of the imagination in contemporary literature.** ***FREE Eventbrite ticket link is below***. Check your calendars. Can you attend? You will need an entry ticket--follow through please. The novels of Patricia Lockwood, Elif Batuman, Sheila Heti and Gwendoline Riley each take a different approach to the relationship between imaginative and real-life elements. Some have been classified as autofiction, while others are products of so-called "pure imagination". What does all this mean? Imagination. **So when does a piece of writing become fiction? What is proper admixture of observation and imagination? What is the imagination, anyway?** **NOTE: In this once-in-a-lifetime gathering of talent, Lockwood, Batuman, Heti, and Riley discuss some of the fundamental questions of art-making, and expose the innermost nature of their creative processes.** **ABOUT THE GUESTS:** **Patricia Lockwood** is the bestselling author of *No One Is Talking About This*, a novel which was a finalist for the Booker Prize, and a memoir, *Priestdaddy*, which won the Thurber Prize and was named one of the 10 Best Books of 2017 by *The New York Times Book Review*. She is a contributing editor at the *London Review of Books*, and her essays and reviews appear regularly in *The New Yorker* and *The New York Times*. **Elif Batuman**'s first novel, *The Idiot*, was a finalist for the Pulitzer Prize and for the Women's Prize. The sequel, *Either/Or*, was published in 2022. She is also the author of *The Possessed: Adventures with Russian Books and the People Who Read Them.* She has been a staff writer at *The New Yorker* since 2010, and holds a PhD in comparative literature from Stanford. **Sheila Heti** is the author of eleven books, most recently *Alphabetical Diaries*, a novel which was named a Best Book of the Year by *The New Yorker* and a *New York Times* Critic Top Book of the Year. Her novels include *Pure Colour, Motherhood,* and *How Should a Person Be?,* and her books have been translated into twenty-four languages **Gwendoline Riley** is the author of *My Phantoms*, which was shortlisted for the Folio Prize; *First Love*, which won the Geoffrey Faber Memorial Prize; and *Cold Water*, which won the Betty Trask Award. In 2018, the *Times Literary Supplement* named her one of the twenty best British and Irish novelists working today. Her forthcoming novel, *The Palm House*, will be published in April 2026. **FREE ticket link--for ENTRY--** https://www.eventbrite.ca/e/what-is-imagination-lockwood-batuman-heti-and-riley-tickets-1974936293618?aff=ebdsoporgprofile

### Event Details: * **When:** Every **Tuesday** from **6:00 PM – 8:00 PM** (2 Hours) * **Where:** Pickleplex Promenade (Address details on the club website) * **Who:** This group is for **High-Beginners who can play games** up to **Intermediate** players. ### 💰 Cost & Payment: The total court fee for 2 hours is **$100.00**, which will be divided equally among 6 confirmed players. * **Your Cost:** Approximately **$16.66 CAD + tax** per person. * **Payment:** After the 6 spots are confirmed one week prior to the event, please send your fee via **eTransfer** to: **playtogether.ca@gmail.com**. ### ☑️ How to Join: 1. **Club Membership Required:** You must be a member of the facility: Free membership doesn't require monthly payments**PickleplexClub.ca/promenade**. 2. **Minimum Attendance:** A minimum of **6 players must be confirmed** one week before the scheduled Tuesday evening to proceed with the booking. ## Policy & Cancellation * **Payment Deadline:** The event requires **full court payment from all 6 players one week in advance.** * **Cancellation:** If the minimum of 6 players is not confirmed and paid one week prior, the event will be **cancelled**, and all funds will be **refunded via eTransfer.** * **No Personal Refunds:** **No refunds will be issued for individual participant cancellations** once payment is made and the event is confirmed. ### Other Notes: * **No Lesson:** This event **does not include a lesson.** It is an organized court time for play. * **For Frequent Play:** If you wish to play more than twice a week, we encourage you to become a **paid club member.**

**Experience the Arka Brotherhood: A Transformative Community for Growth-Oriented Men** Looking to connect with other men on a deeper level? This gathering is a chance to experience *Men’s Work*—a powerful space for growth, reflection, and connection. Led by members of the **Arka Brotherhood**, this free 75-minute session offers a glimpse into the kind of work we do in our weekly circles. **What to Expect:** * A short intro: “What is Men’s Work?” * Core practices and activities from our weekly meetings **This Is For You If:** * You’re seeking real connection and community with other men * You want to develop leadership, self-discipline, or emotional intelligence * You’re ready to confront limiting beliefs and grow * You’re curious about Men’s Work but not sure where to begin *** **Event Details** 📅 **Date:** Tuesday, February 10, 2026 🕕 **Time:** Doors open at 6:00 PM, event starts promptly at 6:15 and ends at 7:30 PM 📍 **Location:** 918 Bathurst St, Toronto, ON M5R 3G5 – Sun Room 🎟️ **Free to attend. RSVP required—space is limited.** *** **About the Arka Brotherhood** Arka is a weekly men’s group committed to integrity, accountability, and brotherhood. Our members come from diverse backgrounds and share a commitment to personal growth. We welcome all men—regardless of age, race, faith, or sexual orientation—who are ready to show up honestly and do the work. **Learn more about our 14 Point Code and values:** [The Code – ARKA Brotherhood](https://arkabrotherhood.com/the-code/)

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.

**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.

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

https://secure.meetupstatic.com/photos/event/5/8/b/f/600_466702719.jpeg Be part of a supportive community of regular people looking to improve their wellness, shed a few pounds and have some fun! Come to our introductory class and learn about our effective and informative 5 week program! Lose up to 10 lbs** in 5 weeks and have the opportunity to win prizes for losing weight! Best of all; learn how to keep the weight off! • Weekly Nutrition Class • Weekly Weigh-in • Personal Wellness Coach to help you! • Support and Motivation • Learn how to keep the weight off! ** As part of a healthy lifestyle you can generally expect to lose around half a pound to 1 pound per week!

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

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

For the event details and registration use the user group event link: [TFPUG Feb 2026 Event - Fabric Real Time Intelligen... - Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-Power-BI-User/TFPUG-Feb-2026-Event-Fabric-Real-Time-Intelligence/ev-p/4948482) The RSVP here is not considered a registration and it's just to announce the event to the meetup community. TFPUG Team [Toronto Fabric & Power BI User Group | Microsoft Fabric Community](https://community.fabric.microsoft.com/t5/Toronto-Fabric-User-Group/gh-p/TorontoFabricUserGroup) [Toronto Fabric & Power BI User Group | Meetup](https://www.meetup.com/toronto-fabric-user-group/) [Toronto Fabric & Power BI User Group | LinkedIn](https://www.linkedin.com/company/toronto-fabric-user-group/)

Join the inaugural meeting of the Columbus Vintage Computing Club (CVCC)! Get to know others in the vintage computing space and get hands on time with a Commodore VIC-20 and various Palm Pilot PDAs! We will use this time to get to know each other, share projects we've been working on and plan the future of the CVCC. We'll be at the Hilliard Library in Meeting Room 2A at 6:00 PM - 8:00 PM

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

**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 **Abstract** TBD **YouTube Link** TBA

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ We are donation based. Every week we get together and work technical skills and live pressure testing. \ Almost all of the instructors have been in everything from altercations in the real world to the ring and some still compete in the cage. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 inside the whetstone rec in the auditorium, center upstairs in classroom B or outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1pm Wednesday 5:30pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ \ You must have a free leisure card for the rec center and must be registered for our class specifically .\ Wear workout clothing \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ Hope to see you soon :-).\ We are run off of donations. \ let me know if you have any questions :)

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). Lonnie Morgan will be presenting information about the DLT Library. "The Python library `dlt` provides a powerful [REST API toolkit](https://dlthub.com/docs/dlt-ecosystem/verified-sources/rest_api/basic) to ingest data. Combined with our [LLM scaffolds](https://dlthub.com/workspace) and [MCP server](https://dlthub.com/docs/hub/features/mcp-server), you can build a custom connector for any of the 8k+ available sources in 10 minutes by following this guide. Building with LLMs is an iterative process. We will follow this general workflow and give practical tips for each step." See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com