Statistical Computing

**\*\* MOVED TO TEAISM in PENN QUARTER \*\*** **\*\* 400 8th Street NW\*\*** **\*\* Please be sure to purchase something at the cafe/restaurant \*\*** Join us at Teaism in Penn Quarter for the BitPlebs! DC BitPlebs are [Socratic Seminars](https://en.wikipedia.org/wiki/Socratic_method) that do not require advanced and technical understanding of Bitcoin. The topics we discuss include: \- Freedom tech \- Hashrate and mining economics \- Custody and self\-sovereignty \- On\-chain data \- Scaling solutions \(LN\, Ark\, Cashu\) \- Privacy ​The full agenda will be posted [here](https://bitcoindistrict.org/bitplebs). **IMPORTANT: No photos, videos, or audio recordings. The meeting will be held under the Chatham House rule, meaning it's ok to share information and stories from the session, but not to share who said what.** # **Agenda:** 6:00PM - 6:30PM - Meet & greet 6:30PM - 8:00PM - Discussion 8:00 - Walk nearby for a beer

Come in and sit down at a table to play casual MtG Commander!

This CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION is for creative people and folks who appreciate creativity. Whether you attend, produce, appreciate, or promote, you are welcome to join us on Monday, February 23, 2026 from 5pm-7pm for CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION at Silver Branch Brewing Co in Silver Spring, MD. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Come meet, network, and enjoy. Only those ages 21 and up can attend. Happy Hour specials are from 5pm-6pm: $5.95 beer and select drinks. Entrance is free. This is a casual event. Join us as Paul Marengo, the Festival Director of ReelAbilities Film Festival: Greater Washington, will lead a 30-minute educational discussion on grant writing designed for filmmakers and arts organizers. In this session he will break down key elements of successful grant proposals, offer practical advice on identifying suitable funding opportunities, and share insights into how to communicate project goals and community impact effectively to potential funders. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Check out our DC Filmmakers T-shirts on Amazon at[ https://a.co/d/gXACa1Y](https://a.co/d/gXACa1Y) to help support the group. This event is produced by[ DC Filmmakers Group](https://www.facebook.com/groups/dcfilmmakers) in partnership with[ TIVA](https://www.tivadc.org/) (Television, Internet, and Video Association of DC),[ WIFV](https://www.wifv.org/) (Women in Film & Video),[ Wheaton Film Festival](https://www.wheatonfilmfestival.com/),[ Docs in Progress](https://www.docsinprogress.org/), DC Media Makers Group, etc. Sponsored by[ Brian Frankel Law Firm PLLC](https://brianfrankel.com/),[ Creative Colony Spaces](https://www.creativecolonyspaces.com/membership/overview), [ ](https://reelabilities.org/greaterwash/)[ReelAbilities Film Festival: Greater Washington](https://reelabilities.org/greaterwash), and Adobe Software. Enjoy delicious craft beers, tasty snacks, and great company in a relaxed atmosphere. Whether you're a beer enthusiast or just looking to unwind after a long day, this event is perfect for you. Don't miss out on the opportunity to kick back and relax with us at Silver Branch Brewing Co. Use the QR codes at the table to order food and drinks, and be prepared to mingle. Check out the[ Silver Branch Brewing Company's Menu](https://www.silverbranchbrewing.com/lagerhaus-biergarten/). PARKING: Paid parking available one block away at the county's Cameron Street Garage on 8530 Cameron Street (Better pricing than street or private parking.) See you there on 2/23/26! Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com).

This CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION is for creative people and folks who appreciate creativity. Whether you attend, produce, appreciate, or promote, you are welcome to join us on Monday, February 23, 2026 from 5pm-7pm for CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION at Silver Branch Brewing Co in Silver Spring, MD. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Come meet, network, and enjoy. Only those ages 21 and up can attend. Happy Hour specials are from 5pm-6pm: $5.95 beer and select drinks. Entrance is free. This is a casual event. Join us as Paul Marengo, the Festival Director of ReelAbilities Film Festival: Greater Washington, will lead a 30-minute educational discussion on grant writing designed for filmmakers and arts organizers. In this session he will break down key elements of successful grant proposals, offer practical advice on identifying suitable funding opportunities, and share insights into how to communicate project goals and community impact effectively to potential funders. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Check out our DC Filmmakers T-shirts on Amazon at[ https://a.co/d/gXACa1Y](https://a.co/d/gXACa1Y) to help support the group. This event is produced by[ DC Filmmakers Group](https://www.facebook.com/groups/dcfilmmakers) in partnership with[ TIVA](https://www.tivadc.org/) (Television, Internet, and Video Association of DC),[ WIFV](https://www.wifv.org/) (Women in Film & Video),[ Wheaton Film Festival](https://www.wheatonfilmfestival.com/),[ Docs in Progress](https://www.docsinprogress.org/), DC Media Makers Group, etc. Sponsored by[ Brian Frankel Law Firm PLLC](https://brianfrankel.com/),[ Creative Colony Spaces](https://www.creativecolonyspaces.com/membership/overview), [ ](https://reelabilities.org/greaterwash/)[ReelAbilities Film Festival: Greater Washington](https://reelabilities.org/greaterwash), and Adobe Software. Enjoy delicious craft beers, tasty snacks, and great company in a relaxed atmosphere. Whether you're a beer enthusiast or just looking to unwind after a long day, this event is perfect for you. Don't miss out on the opportunity to kick back and relax with us at Silver Branch Brewing Co. Use the QR codes at the table to order food and drinks, and be prepared to mingle. Check out the[ Silver Branch Brewing Company's Menu](https://www.silverbranchbrewing.com/lagerhaus-biergarten/). PARKING: Paid parking available one block away at the county's Cameron Street Garage on 8530 Cameron Street (Better pricing than street or private parking.) See you there on 2/23/26! Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com).

This CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION is for creative people and folks who appreciate creativity. Whether you attend, produce, appreciate, or promote, you are welcome to join us on Monday, February 23, 2026 from 5pm-7pm for CREATIVE HAPPY HOUR -and- EDUCATIONAL DISCUSSION at Silver Branch Brewing Co in Silver Spring, MD. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Come meet, network, and enjoy. Only those ages 21 and up can attend. Happy Hour specials are from 5pm-6pm: $5.95 beer and select drinks. Entrance is free. This is a casual event. Join us as Paul Marengo, the Festival Director of ReelAbilities Film Festival: Greater Washington, will lead a 30-minute educational discussion on grant writing designed for filmmakers and arts organizers. In this session he will break down key elements of successful grant proposals, offer practical advice on identifying suitable funding opportunities, and share insights into how to communicate project goals and community impact effectively to potential funders. Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com). Check out our DC Filmmakers T-shirts on Amazon at[ https://a.co/d/gXACa1Y](https://a.co/d/gXACa1Y) to help support the group. This event is produced by[ DC Filmmakers Group](https://www.facebook.com/groups/dcfilmmakers) in partnership with[ TIVA](https://www.tivadc.org/) (Television, Internet, and Video Association of DC),[ WIFV](https://www.wifv.org/) (Women in Film & Video),[ Wheaton Film Festival](https://www.wheatonfilmfestival.com/),[ Docs in Progress](https://www.docsinprogress.org/), DC Media Makers Group, etc. Sponsored by[ Brian Frankel Law Firm PLLC](https://brianfrankel.com/),[ Creative Colony Spaces](https://www.creativecolonyspaces.com/membership/overview), [ ](https://reelabilities.org/greaterwash/)[ReelAbilities Film Festival: Greater Washington](https://reelabilities.org/greaterwash), and Adobe Software. Enjoy delicious craft beers, tasty snacks, and great company in a relaxed atmosphere. Whether you're a beer enthusiast or just looking to unwind after a long day, this event is perfect for you. Don't miss out on the opportunity to kick back and relax with us at Silver Branch Brewing Co. Use the QR codes at the table to order food and drinks, and be prepared to mingle. Check out the[ Silver Branch Brewing Company's Menu](https://www.silverbranchbrewing.com/lagerhaus-biergarten/). PARKING: Paid parking available one block away at the county's Cameron Street Garage on 8530 Cameron Street (Better pricing than street or private parking.) See you there on 2/23/26! Register on Eventbrite at [https://HappyHour2-23-26.eventbrite.com](https://HappyHour2-23-26.eventbrite.com).

The Russian Novelist's semiautobiographical novel set in a Soviet cancer ward shortly after Stalin's death One of the great allegorical masterpieces of world literature, Aleksandr Solzhenitsyn's Cancer Ward is both a deeply compassionate study of people facing terminal illness and a brilliant dissection of the cancerous Soviet police state. Cancer Ward, which has been compared to the masterpiece of another Nobel Prize winner, The Magic Mountain by Thomas Mann, examines the relationship of a group of people in the cancer ward of a provincial Soviet hospital in 1955, two years after Stalin's death. While the experiences of the central character, Oleg Kostoglotov, closely reflect the author's own―Solzhenitsyn became a patient in a cancer ward in the mid-1950s, on his release from a labor camp, and later recovered―the patients, as a group, represent a remarkable cross section of contemporary Russian characters and attitudes, both under normal circumstances and then reexamined at the eleventh hour of illness. A seminal work from one of the most powerful voices in twentieth century literature, Cancer Ward offers an extraordinary portrait of life in the Soviet Union.

**Make sure to RSVP** **[here](https://www.eventbrite.com/e/summit-na-roadshow-washington-dc-tickets-1743387451799)** **at the Eventbrite site** https://www.eventbrite.com/e/summit-na-roadshow-washington-dc-tickets-1743387451799 **The detailed agenda is located here.** https://dynamicscommunities.com/event/summit-na-roadshow-washington-d-c-2/ Exciting Announcement: Join Us for a Cutting-Edge AI Community Event in DC! Are you ready to dive into the thrilling world of Artificial Intelligence (AI) and Power Platform? Look no further! We're thrilled to invite you to a dynamic and engaging community conference focused on AI and Power Platform, set to take place right in the heart of the Washington, D.C. metropolitan area. **The conference is free, and you will need a government-issued ID to enter the building.**

**This Friday & Saturday >>>>> Must Register https://goevent.me/ki6q** I’ve already paid for a limited number of seats for members of this group. If you’ve been curious about real estate investing, this is your opportunity to attend at no cost. This 2-day online summit features active investors sharing practical strategies they’re using right now. You’ll learn: • How to eliminate debt strategically • How to legally reduce taxes • How to acquire property without using your own cash or credit • Smarter negotiation and deal structuring • How to find motivated sellers • Ways to increase cash flow and build long-term wealth This is not theory — it’s real-world application for today’s market. Your seat is covered. You just need to register to secure it. If you’re serious about learning how investors are building wealth now, claim your spot and be ready to take action.

Come kick back with the Black Code Collective! We'll be on the second floor by the main entrance in the mall!

**Event overview:** **RSVP/ REGISTER HERE: [Migrate and Modernize: A Blueprint for Virtualization Success](https://reg.experiences.redhat.com/flow/redhat/3259361/redhatfieldeventspreregnoappform/page/landingregistrationpage?sc_cid=RHCTN1260000471156)** The era of static, on-premises infrastructure is over. As organizations accelerate their digital transformation, the strategic migration and modernization of virtual environments has become a critical imperative for achieving long-term agility, security, and cost-efficiency. The **[Migrate and Modernize: A Blueprint for Virtualization Success](https://reg.experiences.redhat.com/flow/redhat/3259361/redhatfieldeventspreregnoappform/page/landingregistrationpage)** event will provide a pragmatic and forward-looking roadmap in navigating this transition. In 2026, the virtualization landscape is defined by the convergence of containers, hybrid/multi-cloud strategies, and the integration of AI-powered automation. We will move beyond the simple "lift-and-shift" to explore the modernization pathways—from replatforming databases to refactoring monolithic applications into cloud-native microservices. The event features **thought leadership talks** on the future of hybrid infrastructure and a tailored, **hands-on lab** that takes a comprehensive look at OpenShift Virtualization. Attendees will gain actionable insights on: * Strategic Planning: Defining a virtualization strategy that aligns with business outcomes and the future of hypervisor alternatives, including leveraging open-source virtualization like KubeVirt/OpenShift Virtualization to avoid vendor lock-in. * Next-Generation Infrastructure: Integrating containers (Kubernetes/OpenShift) and virtual machines (VMs) for a unified hybrid cloud platform. * Operational Excellence: Leveraging AI and automation to streamline migration, ensure day-two operational efficiency, and build real-time resilience. * Security and Compliance: Implementing advanced, built-in security features like micro-segmentation and ensuring compliance across complex, multi-cloud virtual footprints. **Choose your learning path** Participants will select between talking through guided challenges or taking a practical deep dive into OpenShift virtualization in a hands-on lab. **Hands-on lab: OpenShift Virtualization deep dive** The hands-on session will provide practical experience with the core components of OpenShift Virtualization: * Fundamentals and Deployment: Installing and configuring the OpenShift Virtualization operator. * VM Lifecycle Management: Creating, cloning, snapshotting, and managing VMs using both the web console and CLI tools. * Networking and Storage: Configuring complex VM networking (e.g., external VLANs) and provisioning storage using Kubernetes storage classes. * Migration Toolkit: Importing and migrating existing virtual machines from traditional hypervisors (like VMware or RHV) into OpenShift Virtualization. Join us to uncover the essential blueprint for a seamless, low-risk migration, and walk away with the knowledge to future-proof your virtual environment for sustained business success. *We are pleased to offer 4.6 continuing professional education (CPE) credits to those that attend the event. CPE certification at Migrate and Modernize: A Blueprint for Virtualization Success is being administered by Carahsoft Technology Corp. Carahsoft is registered with the National Association of State Boards of Accountancy (NASBA) as a sponsor of continuing professional education on the National Registry of CPE Sponsors. For more information on the CPE credit we are offering, Carahsoft’s CPE sponsor (NASBA), and the submission process, please click the link [here](https://carahevents.carahsoft.com/Event/Details/710136-CPE).*

\-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LU.MA)! ](https://luma.com/fnai8zxh)\-\-\-\-\-\- Join us for an evening of collaborative problem-solving as we work on a variety of civic tech projects together. Project needs vary but often include brainstorming, researching, writing, coding, or analyzing data. Check out [our website](https://www.civictechdc.org/projects) for a list of projects which may make an appearance! Meet other civic tech enthusiasts. Learn new skills. Contribute to a project to improve a local civic issue. **All are welcome and collaboration is encouraged.** Laptops are recommended but not required. **Where do I register?** To better serve our growing community, we’re transitioning our event registrations to Luma! **We still love Meetup** Meetup has been an incredible platform for us to build and connect with our community. We’ll continue sharing upcoming events there so that new people can find us, but Luma will be our primary registration platform moving forward. **Why we're making the switch** Meetup’s registration system has some limitations, and we need more flexibility to manage sign-ups and engagement. \-\-\-\-\-\- [REGISTER FOR THE EVENT HERE (ON LU.MA)!](https://luma.com/fnai8zxh) \-\-\-\-\-\-

Title : Design of a Quantum Photonic Full Adder Gate based on an 8-mode Integrated Optical Circuit Date: Feb 28 2026 Noon - 14:00 EST Abstract: Multiport interferometers designed using the Clements decomposition algorithm can be used to implement compact quantum-photonic full-adder (FA) gates on photonic integrated circuits (PICs). By expressing each element of the FA gate matrix in terms of the permanent of a non-unitary matrix, enabled through Boson sampling, the required number of MZIs in the gate can be further reduced. In this presentation, we will discuss the design of an FA gate modeled as a four-photon scattering process on an eight-mode integrated optical circuit, where the permanents of submatrices determine the output probabilities. Simulation results demonstrate a fidelity of 1 and a success probability of 2.22 × 10⁻⁴ for the FA gate. We will also examine the impact of phase-shifter and attenuator variations on fidelity and success probability using Ansys Q-Interconnect software. Finally, we will compare the performance of the proposed FA gate with a benchmark Toffoli gate designed using the same approach. Speaker: Shafiqul Hai received the B.Sc. degree in Electrical and Electronic Engineering from the Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh, in 2007, and the M.Eng. (Thesis) and Ph.D. degrees in Electrical Engineering from McGill University, Montreal, QC, Canada, in 2011 and 2016, respectively. He is currently an Assistant Professor in the Department of Electrical and Computer Engineering at Lakehead University. His research interests include the modeling and characterization of compact nanophotonic devices and components for next-generation optical fiber and RF communication systems, as well as quantum computing on photonic integrated circuits. He is the author or coauthor of more than 12 peer-reviewed journal papers and 15 conference publications. Moderators: Dr. Pawel Gora, CEO of Quantum AI Foundation ([https://www.qaif.org/](https://www.qaif.org/)) , Dr. Sebastian Zajac , member of QPoland ([https://qworld.net/qpoland/](https://qworld.net/qpoland/)) This is an online event. Zoom registration form will be emailed to registrant and posted on the event forum by Feb 28 2026 11:00 am EST.

[Profs and Pints DC](https://www.profsandpints.com/washingtondc) presents: **“The Science of Making Friends,”** with Marisa G. Franco, assistant clinical professor of psychology at the University of Maryland’s Honors College and author of the *New York Times* best-seller *Platonic: How the Science of Attachment Can Help You Make—and Keep—Friends.* Friends matter. They’ve been shown to improve mental and physical health, with one study of very happy people finding that their most defining characteristic was being socially connected. Yet friendship networks have been shrinking over the last few decades as people have coped with distraction, burnout, and chaos. It doesn’t help that we live in a society that often prizes romantic love at the expense of other relationships. How do we make and keep friends? What’s the secret to finding “your people” in an ever-more-fragmented world? Learn what science says about making friends in this interactive talk by Dr. Marisa Franco, a psychologist who has extensively researched human connection and systemic loneliness and whose book *Platonic* has been extensively lauded as a source of great practical advice. You’re never too old to make new friendships or deepen longstanding ones. Along with giving you an understanding of the scientific study of friendship, this talk will teach you practical steps you can take to build better connections with others to be happier and more fulfilled. (Advance tickets: $13.50 plus sales tax and processing fees. Doors: $17, or $15 with a student ID. Listed time is for doors. Talk starts 30 minutes later.) Image by Canva.

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

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!

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

**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). See the handy Parking Map - we recommend street parking. [Street 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

The Humanist Monthly Program is our longest running event and still a community favorite. In the old days it used to be called "Going to HCCO" and we still like to think of it as our flagship event. Food and drinks will be provided at the event. Feel free to show up a little bit early to hang out and talk. Our March speakers are Molly Gaines and Zack Parrish, co-organizers of the Secular Education Association: They will share their story of how a small group of Ohio parents grew into a national organization tracking released-time religious instruction and other church–state issues in public schools. The presentation will cover SEA’s early wins and hard lessons, what we’re seeing nationally right now, and how local advocates can play a meaningful role in protecting public education. Attendees will leave with a clearer understanding of the landscape — and practical ways to get involved. Going forward our meetings will be hybrid. You can meet us in-person or attend online Join Zoom Meeting [https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1](https://us02web.zoom.us/j/87836564953?pwd=4Mi57ElZkDIFlb1fnlNwOJ0NiOK4tP.1) Meeting ID: 878 3656 4953 Passcode: 760812 One tap mobile +19292056099,,87836564953#,,,,\*760812# US (New York) +13017158592,,87836564953#,,,,\*760812# US (Washington DC) The formal presentation will start at noon

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA