Database Development

LLM chat was the warm-up. Ask a question. Copy. Paste. Tweak. Useful — but capped. The real shift is agentic DevOps workflows using tools like Claude Code and the OpenAI Codex App — systems that can reason across repositories, plan multi-step changes, modify infrastructure, and operate closer to how real engineers build. This session is both 101 and 201. If you’re new to agentic tooling, you’ll understand what’s fundamentally different from chat-based usage. If you’re already experimenting, you’ll leave with practical agentic patterns for workflow design, context control, infrastructure changes, and avoiding unstructured vibe coding. Not using agentic tooling in DevOps today is starting to feel like refusing to use the internet in 2003. This isn’t about hype. It’s about leverage. It’s a great time to be a builder — if you build with agents. *Come at 5:30 pm have some pizza and chat for a bit. The presentation starts at 6:00 pm.*

Let's learn Vibe Coding! Welcome to our [KSUG.AI Americas](https://us1.ksug.ai) meetup! **Latest promotions** discovered by our community! * **40%** OFF **[Kubernetes](https://lf.ksug.ai/)** Sitewide - Code: **TECHTALENT26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **25%** OFF **[FinOps](https://ksug.ai/discount?tab=events&ref=meetup)**[ X](https://ksug.ai/discount?tab=events&ref=meetup) San Diego Code: **KSAIX26899** The real shift is happening with agentic DevOps workflows using tools like Claude Code and the OpenAI Codex App — systems that can reason across repositories, plan multi-step changes, modify infrastructure, and operate much closer to how real engineers actually build. This session is designed for both beginners and practitioners. You’ll walk away with practical patterns for: • workflow design • context management • infrastructure changes • reducing unstructured “vibe coding” • building more reliable AI-assisted engineering workflows Honestly, not using agentic tooling in DevOps today is starting to feel a bit like refusing to use the internet in 2003. This isn’t about hype. It’s about leverage. And it’s an incredible time to be a builder — especially if you build with agents. 🍕 Come by at 5:30 PM for pizza and chats. 🎤 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 200,000+ 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** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/discount/?ref=meetup)** 🔥 [https://github.com/ksug-ai](https://github.com/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.

Join the **Toronto People Analytics Group** for an evening of deep insights, practical wisdom, and networking with one of the leading voices in the field. In this session, Alexis Fink will reflect on the critical foundation required for meaningful people analytics: **strong governance, data privacy, the integrity of underlying data, thoughtful access controls,** and the expertise required to **separate meaningful signals from noise**. Together, these elements create the confidence organizations need to make smarter, data-informed workforce decisions. **Event Details** * **Date:** June 11 * **Time:** 5:00 PM – onwards (Talk begins at 5:30 PM) * **Location:** Ted Rogers School of Management at the Toronto Metropolitan University *(Specific room details to follow)* **Agenda** * **5:00 PM:** Arrivals & Networking * **5:30 PM:** Welcome, Introduction * **5:40 PM:** Keynote by Alexis Fink * **6:10 PM:** Audience Q&A * **6:30 PM – End:** Mix & Mingle **Thanks to our sponsors!** This event is made possible thanks to the generous support of our sponsors and organizers: * **One Model** * **Tskhay and Associates** *Space is limited. Secure your spot today to elevate your people analytics practice!*

Join us for an evening of French conversation at B Espresso Bar in the atrium of the Toronto Royal Conservatory of Music (near St. George station)!
We welcome all levels of French, and it's free\*.
Venez pratiquer votre français! \*While there is no fee to attend this event, guests are expected to purchase something from B Espresso Bar, in accordance with RCM's restrictions on usage of the cafe atrium space. **Building location:** The Royal Conservatory is at 273 Bloor St W, between Varsity Stadium and the Royal Ontario Museum (ROM). There are entrances off Bloor St. and Philosopher's Walk. If you enter from Bloor St through the large glass doors, follow the hallway on the left beside the staircase and turn left at the end. (Closest TTC: St. George) **Notes and restrictions:** The host may or may not attend this event. Attendees are encouraged to seat themselves at two or more adjacent tables, as needed. Please form groups of 6 people at each table; do not rearrange chairs and tables to accommodate more people, as this obstructs the narrow walking space. Guests are expected to order something from the cafe, and are asked to please refrain from bringing outside food or drink. Attendees must leave the building at 8pm when the cafe stops serving. **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

**NO PHILOSOPHY EXPERTISE REQUIRED!** **🏛️ WHAT'S PRACTICAL PHILOSOPHY ABOUT?** Practical Philosophy is a weekly meet-up that brings critical thinkers together for an opportunity to dive deep on a topic, practice communicating, and building a community. All with no ‘official’ philosophy knowledge required! 😎 Practical Philosophy is based on the idea that philosophy should be accessible to all, and not something reserved only for academics. Each week we choose a topic, and the goal is to use the conversation to develop our critical thinking and communication as we explore that topic. The goal is to help develop our Critical Thinking, Communication, and Community 🙌 **📓 HOW DOES IT WORK?** Each week, we pick one topic and discuss it. The topic for the week is shared, generally in the [Whatsapp group](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t), along with jump-off points to get the conversation going. When groups get bigger than 7-8 people, it’s important that we break into smaller groups. This way we are able to maintain a conversational flow as opposed to having our meetups feel like a discourse or lecture. **General Meeting Agenda** Each Practical Philosophy meet-up follows this general timeline: * 19:30-19:45 - People arrive and chat, get to know each other before the official start. * 19:45-19:55 - Meeting introduction, explanation of Practical Philosophy and the topic for the week, read the guidelines and the overview so attendees know what to expect in terms of timelines. * 19:55-21:15 - Break into small groups - introduce yourselves and general thoughts on the topic, open discussion afterwards. At this point the group can review the ‘jump-off’ questions as needed, but they are just there to help guide the conversation. It’s not obligatory to answer them. * 21:15-21:30 - Bring everyone back together to discuss conclusions of the topic - each group gives a short 1-minute summary. Organizer concludes the meeting and everyone takes a group photo. * 21:30 - The official meeting is over but it’s a great opportunity to get to know people in a non-structured environment, so we often stick around, chat, and get to know each other. **🧧PRICING?** Practical Philosophy is operated entirely on voluntary donations! If we are meeting in a café, buy a beverage! Donations are 100% voluntary, but they help us to bring the gift of deep conversation to people around the world. If you'd like to support, you can [donate here](https://www.zeffy.com/en-CA/donation-form/donate-to-practical-philosophy)! (Practical Philosophy is a registered Canadian charity) **💛 WHAT PEOPLE SAY ABOUT PRACTICAL PHILOSOPHY** **🗣** “I feel like Philosophy Club helps someone build their own belief system through a series of perspectives while not promoting what’s right and wrong” - Ekam 🗣 “I got hooked from day 1 and felt it was the right place for me. I feel it is a place where people can go to learn and discuss new perspectives and increase critical thinking and community by interacting with people who might challenge your point of views but at the same time encourage you to have openness and mind flexibility.” - Daniel **🤓 FAQ** * **​What will we talk about? What's the topic?** ​The topic for the week is shared every Sunday in the Whatsapp group. We try to add the topic to the comment section on this event page as well but if you don’t see it, the topic and the jump-off points will be in our [Whatsapp](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t). * **Do I need to study or read anything to attend?** No preparation is necessary. This isn’t a study of other thinkers. We want to know what you think about the topic, not what an old philosopher thought. If you have a perspective from a religion or a school of thought to share, throw it on the table and we’ll discuss it. * **Is there a specific philosophy that Practical Philosophy is focused on?** The goal of our meet-ups is to not have dogmatic discussions, and flex our critical thinking muscles. Because of this, we want to hear from every realm of thought, and don't study a particular school. * **Is it mostly men that attend?** Surprisingly, no! Although often, philosophy is seen as a Candelabra affair in a dark room with a bunch of guys, our Practical Philosophy meetups are generally 50/50 between genders, and we don’t meet in any dark rooms. * **Can I come alone?** Of course you can, we encourage it :) * **Can I be late?** Please don't be! We do have a 15 minute grace period where we allow people to funnel in while we hang out, but after that if you arrive too late, it disrupts the flow of the conversation. * **Where do you meet?** The location is posted in Meetup and our [Whatsapp](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) group for this location. It is HIGHLY RECOMMENDED that you join the Whatsapp group! If you want to know what other cities have a Practical Philosophy Club, you can see our chapters on our [website](https://www.practicalphilosophy.club/practical-philosophy-locations/). 🤝**POLICY** To respect our members privacy, we ask that no one privately message a member without first getting explicit consent. (This looks like speaking in person and being asked to message privately.) Contacting or texting other participants without prior consent is not permitted and may result in removal from the group. Practical Philosophy reserves the right to enforce this policy at its discretion to maintain a safe and respectful environment. **PRACTICAL PHILOSOPHY CLUB - Philosophy, everywhere. ✨** We started in Practical Philosophy back in 2021 and there are now 50+ chapters in over 25 countries, including Canada, Spain, Japan, Mexico and many more! 🗺️ **\*\*\*** **Join our Toronto [Whatsapp Group](https://chat.whatsapp.com/B7LyJIeBlaH5VtXkMJTTph?mode=gi_t) 👈** **Follow us on [Instagram](https://www.instagram.com/practicalphilosophyclub/) 👈** **Our [website](https://www.practicalphilosophy.club/) 👈**

Tired of spending time at home? Come hang out with some other Game Programmers, Artists, Audio Engineers, Musicians, Designers, Gamers etc... Bring your computer/devices if you want to share your projects! **Discord:** [https://discord.gg/PW9YnAx6yx](https://discord.gg/PW9YnAx6yx)

Whether you're a seasoned tech veteran or just starting out, let's create the ideal afterwork place to meet and chill with other workers in tech - find that new job, expand your network, share ideas, and stay up-to-date on the latest trends in the industry. Let's inspire, innovate, and shape the future of technology in Toronto! Tech, AI, Data, IT, and more \~ ​ \-\-\-\-\-\-\-\- ### Event Details 💰 Cost: $5 (Online only, no tickets at door) 🍺🥃 Afterwork drinks and social 📍 The Goodman Pub and Kitchen (Inside, or ask for Tech Social) - 207 Queens Quay W 🕕 6:00pm onwards every Friday ​ **Or RSVP on the website for our Discord / WhatsApp communities, and to see who else is going and what their backgrounds/seniority/interests are:** 🔗 [Link to Website](https://techsocialtoronto.com/event/meetup) ​ If you cannot find us, ask staff about Tech Social, or ask in the WhatsApp community above. ​ \-\-\-\-\-\-\-\- ### Who Should Attend? Perfect for **Toronto tech professionals** including: * **Software Developers & Engineers** (Python, JavaScript, Java, C++, React, Node.js) * **Data Scientists & Analysts** (Machine Learning, AI, Data Visualization, SQL) * **Cybersecurity Professionals** (InfoSec, Ethical Hacking, Cloud Security) * **Product Managers & Tech Entrepreneurs** * **Students & Tech Graduates** looking to break into tech * **Career Changers** entering tech industry * **Remote Workers & Digital Nomads** in Toronto * **Startup Employees & Entrepreneurs** * **Digital Marketing & Product Professionals** * **Senior Engineers** looking to mentor and network \-\-\-\-\-\-\-\- ### What You'll Experience * 🤝 **Network with Toronto tech community** * 💼 **Job opportunities** and referrals from peers * 🚀 **Career acceleration** through peer networking * 🎯 **Skill sharing** and tech discussions * 🧠 **Knowledge sharing** on latest tech trends * 🎉 **Social activities** and games * 🧠 **Learn from peers** about real-world challenges * 🚀 **Collaborate** on projects and ideas * 🎯 **Mentorship connections** (both ways!) * 🍻 **Fun, casual atmosphere** \- no matter your seniority level \-\-\-\-\-\-\-\- ### Event Guidelines * Support the venue by purchasing drinks/food (no outside items allowed) * Maintain appropriate behavior and respect for all attendees * Bring physical ID if required by venue (call ahead to confirm) \-\-\-\-\-\-\-\- ​ ​ *Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers Toronto Canada tech social mixer afterwork drinks AI connect network data IT programming cybersecurity digital nomad blockchain crypto big data science computer networking community jobs entrepreneur industry product design startup software development machine learning python javascript professional networking career development it professionals developers mentorship ai sql analytics data engineering business intelligence deep learning tensorflow pytorch data visualization data analysts ml engineers***📱 Follow us:** [Facebook](https://www.facebook.com/tech.social.event) \| [Instagram](https://www.instagram.com/tech.social.event/) \| [LinkedIn](https://www.linkedin.com/company/tech-social-event)

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

Veuillez nous joindre pour un pique-nique à High Park! Apportez quelque chose à manger ou à boire, un couverture ou une chaise de jardin, et quelque autre article que ce soit - un joli panier, par example - qui fera bon air à un pique-nique. A bientôt! **Contributions:** If you are a regular with us and would like to support the group, please send any contributions by e-transfer to [diskutomeetup@gmail.com.](http://diskutomeetup@gmail.com.) The yearly donation goal and amounts received year-to-date will be tracked anonymously on [this google sheet](https://docs.google.com/spreadsheets/d/18GfqYsis8Cf2XGg4KsKQJsY_0Fv3bsSQHwJAxvC1Km8/edit?usp=sharing). Thank you so much for your support.

**DISKUTO Mississauga – Promenade au bord de l’eau et moment détente!** **Vendredi 12 juin 2026 De 18h00 à 20h00 (et plus...)**  Retrouvons-nous pour une agréable rencontre sociale en plein air au bord de l’eau! Pour profiter des beaux jours, nous déplaçons ***exceptionnellement*** notre rencontre habituelle du café vers le magnifique **parc Lakefront Promenade** à Mississauga. Au programme : une belle **promenade de 45 minutes au bord du lac**, suivie d’un moment de détente pour discuter, relaxer et profiter de la soirée ensemble. **\*Principal lieu de rencontre:** **Parc Lakefront Promenade - 800 Lakefront Promenade, Mississauga, ON L5E 0A1** Park Information: [https://www.mississauga.ca/events-and-attractions/parks/lakefront-promenade/](https://www.mississauga.ca/events-and-attractions/parks/lakefront-promenade/) **\*Instructions importantes/localisateur de stationnement** Nous nous retrouverons au **tout dernier stationnement**, près de la rampe de mise à l’eau des bateaux, situé à : **95 A.E. Crookes Headland** Continuez simplement tout droit jusqu’au bout de la route, jusqu’à ce que vous ne puissiez plus aller plus loin. **\*Merci d’être à l’heure** Veuillez arriver pour **18h00 précises** afin que nous puissions commencer la marche tous ensemble. **\*En cas de retard :** Si le groupe est déjà parti marcher, vous pourrez vous installer près du stationnement et profiter tranquillement de la vue sur le lac. Nous reviendrons à ce point de départ après notre boucle de 45 minutes pour poursuivre la rencontre. **\*À apporter** * Des chaussures confortables et des vêtements adaptés à la météo * Des lunettes de soleil et/ou un chapeau * Un petit sac à dos avec vos boissons et collations préférées * Une chaise de camping pliante (fortement recommandée) pour s’installer au bord de l’eau après la marche **\*Note météo** En cas de pluie ou de mauvais temps, une mise à jour sera publiée sur Meetup avant **16h00** le jour même si l’événement doit être annulé ou reporté. **Au plaisir de vous y voir!** Hassane

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

Join our new group’s fourth meeting. Meet fellow tech enthusiasts west of the beltway. ​Our meetings are a great place to work on and show off what you do. We are always welcoming. ​Our format is great for people who have started on but not finished one or several side projects. ​We will start off with basic introductions and what we are working on, along with what our goals are for the session. We’ll break the rest of the meeting into two working sessions. In between, we’ll do a quick check-in to see how folks are going. We also have some polls available which we use to shape our events: ​[https://submatrix.net/article/Meetups/e9ym4fr8Ca](https://submatrix.net/article/Meetups/e9ym4fr8Ca) If the meetup is full, we encourage you to come anyway.

Important: Register on [AICamp website](https://www.aicamp.ai/event/eventdetails/W2026061814) is required for admission. **Description:** Welcome to the AI meetup in Washington DC. Join us for deep dive tech talks on AI, GenAI, LLMs and Agents, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Agenda:** \* 5:30pm\~6:00pm: Checkin, Food/drink and networking \* 6:00pm\~8:00pm: Tech talks and Q&A \* 8:00pm: Happy Hour at Courthouse Social (cross the street) **Tech Talk: Secure Developer Environments in the Age of AI Agents** **Speaker:** Patrick Brown (Coder) **Abstract:** Federal engineering teams are under pressure to ship faster while meeting some of the most demanding security and compliance requirements in the world. In this talk, Patrick Brown of Coder explores how cloud development environments (CDEs) give agencies a foundation to accelerate software delivery without sacrificing control — and why that foundation matters even more as AI-powered coding agents enter the workflow. He'll cover how CDEs keep source code off endpoints, enforce zero-trust access patterns, and provide the consistent, ephemeral infrastructure that both human developers and AI agents need to operate safely at scale. **Speakers:** 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 5,000+ AI developers in D.C and 500K+ worldwide.

🎉 Speed Dating \- Matrimonial Matchmaking Event for Indian Singles in the USA \| Online via Zoom ⚠️ **RSVP alone does NOT confirm your spot.** Please register via Eventbrite and complete payment. Limited spots available. 🎟 **Register Here:** [https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator](https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator) 👥 Age Groups 20s – [Register Here](https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator) 30s – [Register Here](https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator) 40s – [Register Here](https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator) 50s – [Register Here](https://www.eventbrite.com/e/indian-singles-speed-dating-matrimonial-matchmaking-event-tickets-1990271563824?aff=oddtdtcreator) Join our **Online Indian Speed Dating Event** designed for singles who are serious about marriage and long-term relationships. A simple, structured, and comfortable way to meet compatible Indian singles—without relying on dating apps. **🔄 How It Works** • Register and secure your spot • Join Zoom (link shared before the event) • Participate in one-on-one timed conversations • Meet multiple Indian singles • Receive mutual matches after the event **✨ What to Expect** • 15-minute one-on-one conversations • Opportunity to meet multiple matches in one event • Friendly and well-organized virtual environment • Focus on serious relationships and matrimony 💻 **Event Location:** Online via Zoom **❓ Frequently Asked Questions** **How long are the conversations?** Each one-on-one conversation lasts approximately 15 minutes. **What happens after the event?** We share mutual matches so you can connect further. **What if I am shy or new to this?** The structured format and one-on-one chats make it comfortable and easy for everyone. **Do I need anything besides Zoom?** Just a stable internet connection, Zoom access, and a webcam. **Is RSVP enough to join?** No, your registration is only confirmed after completing payment on Eventbrite. 📲 Follow us on Instagram: [@gofordesi_](https://www.instagram.com/gofordesi_) WhatsApp +1 (732) 789 4636

For decades, application security has been built around a simple assumption: humans are the primary producers of software. We train developers, review their pull requests, model threats in design meetings, and build controls around human decision-making. That assumption is rapidly breaking down. As AI coding assistants evolve into autonomous software agents, organizations will gain access to an effectively unlimited engineering workforce capable of producing software at a speed no human team can match. The pressure to adopt these systems will be driven not by curiosity, but by competition. Companies that successfully harness agentic development will ship faster, iterate faster, and potentially outpace those that do not. This shift forces a fundamental rethinking of application security. The future of AppSec is not securing developers—it is governing an agentic workforce. Threat modeling, code review, security testing, and change management will not disappear, but they will need to operate at machine speed and increasingly be performed by systems rather than people. In this talk, Ken Johnson, CTO of DryRun Security, explores what the next decade of application security may look like, the assumptions that will no longer hold, and why security professionals must understand these systems deeply if they hope to influence the future rather than react to it.

Join us for another session of our study group as we cover the book Build a Reasoning Model (from Scatch). In this session, we will try to cover Chapter 1 titled "Understanding Reasoning Models", which defines what a Reasoning Model is and Chapter 2, on "Generating Text with an LLM". This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from it's GitHub repository at https://github.com/rasbt/reasoning-from-scratch ahead of time.

NOVA Code and Coffee is an inclusive, informal, co-working session. People of all skill levels are invited. The concept is simple, bring a laptop and ideas, we'll provide the coffee and donuts! Here's how it works: 1. At 10:15 everyone introduces themselves and briefly describes what brought them to Code & Coffee today (project, homework, networking, etc) 2. For the rest of the day, folks work in the communal space on their projects providing one another help and conversation as needed. Oh and they usually drink coffee and tea too! That's it! Hope to see you there! **Location** Our hosts are the Fairfax City Economic Development Building: [10300 Eaton Pl, Fairfax, VA 22030](https://www.bing.com/ck/a?!&&p=d7298231ca2df594df822003f9a93517c788fceefe1fcbb79c8976696e341bc6JmltdHM9MTc1MzIyODgwMA&ptn=3&ver=2&hsh=4&fclid=180d0745-3b7f-69a1-23a2-11433a7868e5&u=a1L21hcHM_Jm1lcGk9MTA5fn5Ub3BPZlBhZ2V-QWRkcmVzc19MaW5rJnR5PTE4JnE9RmFpcmZheCUyMENpdHklMjBFY29ub21pYyUyMERldmVsb3BtZW50JnNzPXlwaWQuWU44NzN4ODI4MTk2Mjg0NTk5MDM4MTU0MiZwcG9pcz0zOC44NjE0NDYzODA2MTUyMzRfLTc3LjMwMjE3NzQyOTE5OTIyX0ZhaXJmYXglMjBDaXR5JTIwRWNvbm9taWMlMjBEZXZlbG9wbWVudF9ZTjg3M3g4MjgxOTYyODQ1OTkwMzgxNTQyfiZjcD0zOC44NjE0NDZ-LTc3LjMwMjE3NyZ2PTImc1Y9MSZGT1JNPU1QU1JQTA&ntb=1) Conference Room A- Large, Floor 1 This is a new venue for us, so give us some time to get more details about it. Driving is the best option. There is plenty of free on-site parking. Otherwise, we are a 22 minute bus from the Vienna Metro Station. Bicycling from Vienna is possible but difficult, though once you are here, there's a bike rack in the garage behind the building, and there's also a Capital Bikeshare dock 15 min walk away. **Sponsored by:** Thank you [Fairfax City Economic Development](https://gofairfaxcity.com/) and [Mason Enterprise Center](https://enterprise.gmu.edu/) for making this event possible! **Thank you so much to our wonderful sponsors!** Organized by [DMV Petri Dish](https://www.dmvpetridish.com/) **[Code of Conduct](https://github.com/NoVACodeCoffee/admin/blob/master/code-of-conduct.md):** We value the participation of each member of the community and want all attendees to have an enjoyable and fulfilling experience. To make clear what is expected, all delegates/attendees, organizers, and volunteers at any Nova Code & Coffee events are required to conform to our [Code of Conduct](https://github.com/NoVACodeCoffee/admin/blob/master/code-of-conduct.md).