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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

Do you want to improve your Public Speaking skills, your Impromptu Speaking skills, learn how to present Feedback with Evaluations, and build your Leadership skills? If the answer is YES to any, attend SUN LIFE SPEAKERS CORNER online for an informative and fun filled session each Tuesday at Noon EST/EDT (except following a Holiday Monday). Guests/Visitors are welcome to participate in the Table Topics (impromptu) session. Join and become a Member to have access to all roles and Pathways, the education system. Please email info.sunlifespeakerscorner@gmail.com for the Zoom link.

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.

Visit our Royal Lunch'n'Learn Toastmasters Hybrid meeting, meet people and develop your communication and leadership skills. At today's meeting we will be discussing how "The Gift of Failure" can contribute to improving your life and the lives of others. This is a HYBRID event and so you can choose to join us in person, or online. We would like to encourage you to join us at noon! Reach out to us to receive the WebEx link or to reserve your seat. **What to expect:** Find out first-hand what it means to participate in a club meeting. * Watch as one of our members delivers a Prepared Speech. * Learn and practice how to think fast on your feet with an impromptu Table Topics session. * Witness how to give and receive constructive feedback to help encourage and build confidence with our members. Practice the skills you need to communicate with confidence and excellence. Experience a club meeting with Royal Lunch'n'Learn Toastmasters. It all starts with a fun club environment where you will learn and practice together—to grow individually. Contact us to get the Webex link. Get yourself back in gear this January and we can help you get started in moving forward. We also meet in person (Hybrid meetings) so you have the option of in person or online. Normally we are at RBC Wellington Square on the 2nd and 4th Tuesday of the month (check for variations in our schedule) - this week we are meeting at RBC Centre, in the Executive Conference Centre at 155 Wellington St West (diagonally across from our normal location) on the 11th floor, in the "Australia Room". Plus, all our meetings are online which is super accessible! Guests are **free** to join us for their first three regular meetings - **contact us** to schedule your visit or ask us anything! contact-3648173@toastmastersclubs.org

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!

**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/)

平日の午後にボードゲームをしながらカジュアルに英語を練習しましょう！North York Centre のフードコートでやります。公共のスペースなので、料金はありませんが、周りに配慮をお願いします。 私がボードゲームは用意しますが、もしやりたいゲームがあれば、持ってきて貰って構いません。 会えるのを楽しみにしてます！ Let's have a casual weekday evening playing board games and practicing English. We'll play in the food court of North York Centre. This is a public space so there is no cost, but please be kind to other people in the area. I will bring my own board games, but if you have any you would like to play feel free to bring them as well. I look forward to meeting you!

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)

**Attention attendees!** **To register via Luma, use** [Link](https://luma.com/u6rbtjm4) **To register via Eventbrite, use** [Link](https://www.eventbrite.com/e/tech-business-networking-toronto-tickets-1291770483289?aff=oddtdtcreator) Warning: The meetup is not a platform for RSVP registration; for this, you need to follow[ ](https://lu.ma/z9y3bmps)[thisLink ](https://luma.com/u6rbtjm4)to purchase a registration ticket. The meetup is one of the platforms through which we offer participation in our events. **Join Us for Our Networking Event in Toronto!** We host networking events every two weeks, bringing together startups and investors from diverse industries. This is your chance to connect with leading entrepreneurs, venture capitalists, and like-minded professionals, exchange ideas, and expand your business network. Don’t miss the opportunity to pitch your startup, gain valuable insights from industry experts, and secure funding. We look forward to seeing you at our event! **What You Can Achieve at Our Events:** • **Find Investors:** Pitchers are included in our exclusive distribution to venture funds, syndicates, and angel investors. • **Expand Your Network:** Build meaningful connections with peers, mentors, and partners. • **Receive Feedback:** Gain expert advice on strategies and growth. • **Validate Ideas:** Test your concepts with professionals and industry leaders. • **Scale Your Business:** Learn strategies for growth and market expansion. • **Relaxed Atmosphere:** Network in a casual cocktail-party setting. • **Problem-Solving:** Collaborate with others to find solutions and exchange ideas. At our events, you’ll gain practical tools to tackle these challenges. **Requirements:** • Must be 21+ • Neat appearance • Positive attitude • A minimum of 1 drink purchased at the bar (alcoholic or non-alcoholic) 🤝 **Our Partner Venue:** To continue hosting events at this space, we kindly ask participants to purchase 1–2 drinks at the bar. Thank you for your support. **Who Will Be There:** • Venture capital representatives • Entrepreneurs • Startup founders • Marketers • Experienced professionals from various industries • HR specialists • Innovators • Investors • Accelerator and incubator representatives • AI experts from the USA, Europe, Asia, and the UK 📈 **Pitch Your Startup:** Send your pitch deck to **contact.us@startupvalley.club** and submit your [application!](https://docs.google.com/forms/d/e/1FAIpQLSc2-fPpcfFx0LYKmjo4Yht3c4583c3e6asxJeUEocar7yXw-A/viewform) 💼 **For Investors:** Expand your network, evaluate startups, and access our global database. Complete your application on our [website](https://startupvalley.club) to receive weekly digests and curated lists of startups. Enjoy free access to our events as part of your membership. 🎟 **Reserve Your Tickets Today!** We are also expanding our partner network to provide even more tailored solutions for your projects. Sincerely, **[The Startup Valley Team](https://startupvalley.club/)**

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!

**Attention attendees!** **To register via Luma, use** [Link](https://luma.com/u6rbtjm4) **To register via Eventbrite, use** [Link](https://www.eventbrite.com/e/tech-networking-event-by-startup-valley-in-toronto-tickets-1976580146426?aff=oddtdtcreator) Warning: The meetup is not a platform for RSVP registration; for this, you need to follow[ ](https://lu.ma/z9y3bmps)[thisLink ](https://luma.com/u6rbtjm4)to purchase a registration ticket. The meetup is one of the platforms through which we offer participation in our events. **Join Us for Our Networking Event in Toronto!** We host networking events every two weeks, bringing together startups and investors from diverse industries. This is your chance to connect with leading entrepreneurs, venture capitalists, and like-minded professionals, exchange ideas, and expand your business network. Don’t miss the opportunity to pitch your startup, gain valuable insights from industry experts, and secure funding. We look forward to seeing you at our event! **What You Can Achieve at Our Events:** • **Find Investors:** Pitchers are included in our exclusive distribution to venture funds, syndicates, and angel investors. • **Expand Your Network:** Build meaningful connections with peers, mentors, and partners. • **Receive Feedback:** Gain expert advice on strategies and growth. • **Validate Ideas:** Test your concepts with professionals and industry leaders. • **Scale Your Business:** Learn strategies for growth and market expansion. • **Relaxed Atmosphere:** Network in a casual cocktail-party setting. • **Problem-Solving:** Collaborate with others to find solutions and exchange ideas. At our events, you’ll gain practical tools to tackle these challenges. **Requirements:** • Must be 21+ • Neat appearance • Positive attitude • A minimum of 1 drink purchased at the bar (alcoholic or non-alcoholic) 🤝 **Our Partner Venue:** To continue hosting events at this space, we kindly ask participants to purchase 1–2 drinks at the bar. Thank you for your support. **Who Will Be There:** • Venture capital representatives • Entrepreneurs • Startup founders • Marketers • Experienced professionals from various industries • HR specialists • Innovators • Investors • Accelerator and incubator representatives • AI experts from the USA, Europe, Asia, and the UK 📈 **Pitch Your Startup:** Send your pitch deck to **contact.us@startupvalley.club** and submit your [application!](https://docs.google.com/forms/d/e/1FAIpQLSc2-fPpcfFx0LYKmjo4Yht3c4583c3e6asxJeUEocar7yXw-A/viewform) 💼 **For Investors:** Expand your network, evaluate startups, and access our global database. Complete your application on our [website](https://startupvalley.club) to receive weekly digests and curated lists of startups. Enjoy free access to our events as part of your membership. 🎟 **Reserve Your Tickets Today!** We are also expanding our partner network to provide even more tailored solutions for your projects. Sincerely, **[The Startup Valley Team](https://startupvalley.club/)**

**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.

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.*

**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)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

**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

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

### 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/)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm