High Scalability Computing
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We Built an AI Platform Using AI — Here's What We Learned
A small team of AWS Solutions Architects not traditional software engineers, built AIRE Traffic Control (ATC), a production agentic AI platform now serving thousands of builders. We used AI at every stage: spec-driven development, AI-generated code, automated testing, and agentic workflows. In this talk, we'll share the real story, the architecture, the failures, the breakthroughs, and what we learned about driving adoption from 32% to 92% in 10 weeks.
You'll walk away with practical patterns for building multi-agent systems, using AI-DLC methodology, and empowering non-traditional dev teams to ship production-grade applications.
The End of Human-Scale AppSec
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.
DevCommunity - DC/NY Meetup
**Agenda:**
• 5:00 PM - Doors Open (in-person attendees).
• 5:30 PM - **Deep Dive into Claude Code**
• 6:30 PM - Networking
• 7:00 PM - Doors Close
**Talk Overview:**
**Deep Dive into Claude Code**
Ever wondered what happens under the hood when Claude Code runs your next Android task? This talk dives into the internals of Anthropic's AI coding agent — its bootstrap pipeline and agent loop. You'll see how fork agents share prompt-cache prefixes to cut input token costs and how four-layer context compression keeps long conversations from exhausting the window. You'll leave with a mental model of how this production AI agent actually works. Whether you're building custom MCP integrations, orchestrating multi-agent tasks, or just trying to get more from the tool you use every day, you'll have a toolkit of patterns to apply to your own Android workflows.
**Speaker**: Mohit Sarveiya
**Speaker Bio:**
Staff Android Engineer AirBnb & Google Developer Expert
**How to find us:**
1680 Capital One Drive, McLean, VA 22102
We'll be located in C2 **100 D/E**. The area is publicly accessible. If you can't find it, you can ask the front desk for directions to the **C2 100 D/E**
**Attending Virtually?**
Zoom Link: [https://us06web.zoom.us/j/84509924569?pwd=jLXAAyOY94b9BARoiACKtKz16MoDi1.1](https://www.google.com/url?q=https://urldefense.com/v3/__https://us06web.zoom.us/j/84509924569?pwd%3DjLXAAyOY94b9BARoiACKtKz16MoDi1.1__;!!FrPt2g6CO4Wadw!LFvXbAXwA9nr_LdcnaIwoMGePe66Msg5rsnSUkUB9Z2ixCtXMfmUuOCTC5hZPsJVUdvuRVQrAUvdV-jdXQm6$&sa=D&source=calendar&usd=2&usg=AOvVaw16hb6F9SrCsaIabEet1HR7)
Meeting ID: 845 0992 4569
Passcode: 754789
**Parking**:
You can park at
1680 Capital One Drive; this garage has a sign indicating public parking.
Or at the WEGMANS parking lot.
Learn all things Data Science and Compete on Kaggle
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 :)
Hardware Hacking Night
Want to mess with some electronics? Or perhaps contribute to HacDC's main group project?
HacDC's latest event brings hardware projects to the community. We will focus primarily on the main project (Space Blimp!) but please feel free to bring some of your own projects to show off and work on!
DC Polyam's June Weekday Social
Join DC Polyam at our monthly weekday social. Come by yourself, invite your friends, your partner(s), and even your entire polycule!
Come join us from DC proper, Maryland, or Virginia; we welcome all people from all aspects of life and relationship dynamics. Metrobar has non-alcoholic options for those that don't want/don't drink alongside usual food trucks for eating options.
Follow us on Instagram and join our Discord @DCPolyam
We always enforce a set of house rules in order to maintain a safe space:
* **Respectful Behavior** towards hosts and other guests is required; anyone who violates these rules may be asked to leave the event.
* **Expectations:** Check your expectations at the door. Being at this event does not signal sexual availability or indicate any aspect of sexual orientation. Our events are about developing friendships and connections within the community. This is a no cruising event, in order to maintain a comfortable atmosphere for our guests.
* **Safe Spaces:** We strive to create a safe space for people of ALL identities, including those who do not identify as polyamorous.
* **No photography, video, or recording** of any kind is allowed **without prior verbal consent** of all parties involved.
* **Verbal Consent:** Please be sure to ask and wait for a yes before hugging or initiating any physical contact, and encourage each other to speak openly about consent and personal boundaries. This helps foster a culture where personal boundaries are supported and attendees are empowered to speak confidently of their limits. (i.e. “Can I give you a hug?” “No thank you, but I would love a handshake.”)
If you have any questions please feel free to reach out!
On https://blackecon101.podbean.com/ every Thursday at 6 pm
• What we'll do
On https://blackecon101.podbean.com/ Thursdays at 6 pm. discussing the economy....
High Scalability Computing Events This Week
Discover what is happening in the next few days
LightHouse Community Coffee & Connection
Hello everyone!
Thank you again for joining Lighthouse Community & Creative Connections. As our group continues to grow, I'd love to get together for our first informal meet-and-greet.
The goal is simple: grab a coffee, introduce ourselves, share a little about our journeys, and talk about what we'd like this community to become. No pressure, no agenda beyond getting to know one another and building genuine connections.
Whether you're looking for fellowship, friendship, encouragement, faith-centered discussion, creative collaboration, outdoor adventures, service opportunities, or simply a place to belong, I'd love to hear your thoughts and ideas.
If you're interested in attending, please RSVP or leave a comment below so we can get a rough headcount.
Looking forward to meeting everyone and seeing where God leads this community.
Blessings,
Johnny
Thought Emerges from Neural Dynamics
Join PSW Science® on THURSDAY June 11 at 8 PM as we welcome Earl Miller, Picower Professor of Neuroscience.
During the question and answer period, in-person attendees and live stream viewers may ask the speaker questions, and in-person attendees may also engage with the speaker during the post-lecture reception. Refreshments are served. For more information on this meeting, please visit: https://pswscience.org/meeting/2537
The meeting will be held in the John Wesley Powell Auditorium, adjacent to the Cosmos Club. The Powell Auditorium is located at 2170 Florida Avenue, NW Washington, DC 20008. Use of the Cosmos Club is restricted to the Powell Auditorium, the entryway to the auditorium, and the restrooms immediately outside the auditorium. Please note there is no onsite parking available.
PSW Science, founded in 1871, is one of the oldest scientific societies in Washington D.C. Now, over 150 years later, we celebrate the Society's rich history and contributions to scientific discovery and cross-disciplinary collaboration. For information on how to become a member of PSW Science and membership benefits, please visit https://pswscience.org/join/
The Mexican Table by Chef Josa Maldonado @josafatmas
From corn to tortilla: nixtamalize, grind fresh masa, make tacos, salsa, and artisanal Mexican sorbet
**The Mexican Table by Chef Josa Maldonado @josafatmas**
**From Corn to Tortilla. From Tortilla to Taco.**
Join an intimate hands-on Mexican cooking experience and learn the traditional process of nixtamalizing corn, grinding fresh masa in a molino, and making authentic tortillas from scratch. You'll also prepare a fresh salsa, build tacos using your handmade tortillas, and finish the experience with artisanal Mexican-style ice cream.
Discover the techniques, flavors, and traditions behind real Mexican cuisine while sharing great food in a small-group setting. No experience necessary—just come hungry. 🌽🌮🍨
BINGO Online (Win Prizes!)
**\*TO ATTEND GET TICKET At**
[https://www.socialevents123.com/event-details.aspx?id=13508#tix](https://www.socialevents123.com/event-details.aspx?id=13508#tix)
(Multiple Meetup groups are co-organizing so the RSVP's shown are just a very small portion attending. We'll have at least 20 registered.)
Our last online Bingo Night Party was such a BIG hit, we're doing it again! Do you like to play BINGO or want to just do something different?! Then you will LOVE this event! Here is your opportunity to have some fun playing our Live "Bingo" game. You will also get to socialize and make other friends from the comfort of your home.
Prizes included Amazon gift cards, free future events and more! This completely online event will be LIVE and you will be able to see and hear the other participants while playing. You will either need to print or draw out your bingo cards. We will email you with how to get it after registering.
You can have more than 1 person on your team as long as they're from your house and use same device. Friends/family around the country can also play. They would just need to also register for a ticket.
This event will be held on Zoom which you would access through your computer/webcam, or via your phone/tablet. On day of the event, you will get a secured Zoom link and link to print out Bingo cards.
\*RSVPS ON HERE ARE NOT REFLECTIVE OF ACTUAL ATTENDANCE as this is a multi group event.
Cost: $15-$20 depending on how early you register.
**\*TO ATTEND GET TICKET AT -**
[https://www.socialevents123.com/event-details.aspx?id=13508#tix](https://www.socialevents123.com/event-details.aspx?id=13508#tix)
Meaningful Conversation and Coffee - Northside Social Falls Church
**Join us in Falls Church for conversations that go beyond small talk.**
Higher Grounds – Falls Church is where this growing network of gatherings began: a space for thoughtful, authentic dialogue about what matters most. Whether we’re exploring the nature of happiness, the challenges and possibilities of midlife, spirituality, culture, capitalism, parenting, or the role of art and travel in a meaningful life, every conversation is shaped by the people in the room.
There’s no set leader or rigid agenda—just a shared commitment to listen as much as we speak. We start with brief introductions focused on what makes you *you* (not your LinkedIn bio), then dive straight into whatever is on people’s minds. The direction of each meetup emerges organically, making every event unique.
MANDATORY: PLEASE REVIEW OUR COMMUNITY GUIDELINES IN THE GROUP DESCRIPTION. Everyone is expected to engage in respectful conversations and listen deeply as well as share. We have a zero tolerance policy of sexual harassment and hate speech.
Come ready to share, reflect, and connect with others in Falls Church who are also seeking deeper conversations.
**Suggested Questions: Life Stages & Transitions**
1. What did you think you'd have figured out by now that you're still completely winging?
2. When did you realize your parents' advice was for a world that no longer exists?
3. What are you finally old enough to stop pretending to care about?
**Suggested Questions: Identity After the Roles**
1. Who are you when nobody needs anything from you?
2. What dream keeps resurfacing even though the "practical" time has passed?
3. How do you handle having the freedom you always said you wanted?
**Suggested Questions: AI & Being Human**
1. What human experiences will AI never truly understand?
2. If machines handled all your have-to's, what would you actually do?
3. What becomes more precious as everything becomes automated?
**Suggested Questions: Belief & Meaning**
1. What certainties have you given up, and what rushed in to fill that space?
2. How has knowing someone who died changed how you live?
3. What do you believe now that would shock your younger self?
**Suggested Questions: The Modern Psyche**
1. What anxiety do you carry that previous generations didn't have?
2. Which of your survival strategies are you ready to retire?
3. What uncomfortable truth about happiness did it take you years to accept?
**Suggested Questions: Work & Purpose**
1. When did you stop believing that your job would complete you?
2. What would you do for work if money and status weren't factors?
3. How has your definition of "making it" changed over the years?
**Suggested Questions: Relationships & Connection**
1. What relationship dynamic do you keep recreating, and why?
2. When did you realize your parents were just people trying their best?
3. What kind of loneliness doesn't go away even when you're with others?
**Suggested Questions: Time & Mortality**
1. What are you running out of time to say or do?
2. How differently do you spend your time knowing it's finite?
3. What will you regret not trying, even if you fail?
**Suggested Questions: Society & Culture**
1. What social convention do you follow even though it makes no sense?
2. Which generation do you understand least, and what might you be missing?
3. What aspect of how we live now will seem insane in 20 years?
**Suggested Questions: Personal Philosophy**
1. What rule for life did you create after learning something the hard way?
2. When did you stop believing that everyone else had it figured out
3. What paradox about life have you learned to live with?
REST, RESTORE, RECONNECT: When Slowing Down Feels Hard
This offering, *Rest. Restore. Reconnect: When Slowing Down Feels Hard*, was born from a truth I know intimately — that rest isn’t always easy. That stillness can feel unfamiliar. That slowing down can bring us face-to-face with everything we’ve been carrying.
**And yet… it’s also where the healing begins.**
**[REGISTER HERE](https://www.eventbrite.com/e/rest-restore-reconnect-3-week-yin-restorative-popup-yoga-experience-tickets-1988229785811?aff=oddtdtcreator)**
**DROP INS: $20.00 PER SESSION**
**ALL THREE SESSIONS: $60.00**
**TWO FOR ONE ALL THREE SESSIONS: $70.00 (invite a friend)**
**DATES: Saturday, June 13, Saturday, June 20, and Saturday, June 27**
**TIMES: 10 AM - 11 AM**
Over the course of three Saturdays, we’ll gather in a space at the **Black Owned Teahouse: [Adjourn Teahouse](https://adjournteahouse.com) in Lanham, MD,** intentionally curated for softness, support, and gentle return. Through yin + restorative yoga therapy, you’ll be guided to release tension, regulate your nervous system, and reconnect with your body in a way that feels safe and sustainable.
This is not about doing more.
This is about allowing yourself to *be*.
And because your experience matters beyond the mat, each session will close with a beautiful tea time — a moment to integrate, connect, and savor. There will be other thoughtful touches woven throughout… little surprises to deepen your experience and make each gathering feel like a retreat from the noise of everyday life.
If you’ve been feeling stretched, overwhelmed, or disconnected…
If your body has been asking you to slow down, but you haven’t known how…
This space was created with you in mind.
**[REGISTER HERE](https://www.eventbrite.com/e/rest-restore-reconnect-3-week-yin-restorative-popup-yoga-experience-tickets-1988229785811?aff=oddtdtcreator)**
**DROP INS: $20.00 PER SESSION**
**ALL THREE SESSIONS: $60.00**
**TWO FOR ONE ALL THREE SESSIONS: $70.00 (invite a friend)**
**DATES: Saturday, June 13, Saturday, June 20, and Saturday, June 27**
**TIMES: 10 AM - 11 AM**
ALL ARE WELCOMED Limited spots available — because intimacy, presence, and care are at the heart of this experience.
I can’t wait to hold space for you 🌿✨
An Easy Intro to Feynman's QED, Part 3: Electron-Photon Interactions
Title: An Easy Intro to Feynman's QED, Part 3: Electron-Photon Interactions
Date: June 13 2026 Noon - 14:00 EDT
Summary: In his second QED talk on May 16, Terry discussed how Nobel Laureate Richard Feynman kept Einstein’s idea of a photon as a particle, but replaced the photon’s singular path through space and time with an integral of all paths the photon could have taken. In this final talk, Terry adds Feynman’s critical concept of how photons interact with another incredibly common particle, the electron. He shows the resulting model, called QED, describes not only most everyday phenomena, but also issues such as why antimatter can be interpreted as ordinary matter traveling backward in time.
Speaker: Terry Bollinger is a computer scientist with BS, MS, and Professional Degrees from the Missouri University of Science and Technology.
High Scalability Computing Events Near You
Connect with your local High Scalability Computing community
Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
AWS Columbus: Smart Search + AI: An Outcome-Driven Journey
Title: Smart Search + AI: An Outcome-Driven Journey from IDP to a Suite of AI
Register at the Columbus AWS meetup: [https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/](https://www.meetup.com/columbus-aws-amazon-web-services-meetup/events/313426379/)
Over a billion documents processed. Millions of Veterans impacted. Hundreds of thousands of employee hours saved. Faster decisions. Greater accuracy. More benefits in the hands of our disabled Veterans.
We created Smart Search, the world’s largest consumer of Amazon Textract, right when GenAI began reshaping what’s possible. Since then, we’ve built a suite of AI‑driven solutions that transform this data into real, measurable outcomes—accelerating benefits decisions for our Nation’s Veterans.
Join us for a focused conversation on how an outcome‑driven approach to AI is helping us boost accuracy, streamline workflows, and deliver faster results for those who have served.
This is a follow up to the AWS re:Invent 2023 "Intelligent Document Processing with Gen AI for Public Sector" presentation.
About Speaker: Cameron Williams is a Senior Technical Project Manager and cross-functional technical leader at Booz Allen Hamilton with 15+ years of experience architecting and evolving scalable, cloud-native systems, from greenfield development to complex enterprise modernization. https://www.linkedin.com/in/cameronw711/
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
QA or The Highway 2026
QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry.
This is a ticketed event please register here:
https://www.qaorthehwy.com/
Featured Keynote Speakers:
**Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\.
**Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.
Azure CBUS June
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/azure-cbus-2026/
Microsoft Build - Columbus Edition!
We are bringing Microsoft Build sessions to Columbus Ohio!
The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us!
And yes, there will be free food.
Please RSVP via [Microsoft Build //localhost:columbus | Microsoft Reactor](https://developer.microsoft.com/en-us/reactor/events/27247/).
Battle of the personal agents
Join the Columbus AI community for a special event.
**Battle of the Personal Agents** is your chance to see what people are actually building with AI agents and personal automation systems. Whether you’re running OpenClaw, Hermes, or a completely custom solution, bring your agent and show the community how it works.
We’re interested in real-world implementations: the problems your agent solves, how you use it day-to-day, how it’s hosted and managed, how you built it, and why you’ve chosen to keep using it. Live demonstrations are encouraged, so be prepared to show your code, architecture, workflows, and your agent performing real tasks.
This is less about polished presentations and more about sharing practical experience, comparing approaches, and learning from one another. If you’d like to present, please contact Chris Slee (via meetup) before the event so we can allocate enough time for everyone’s demonstrations.
Come ready to show what you’ve built, discover what others are doing, and maybe find a few ideas worth taking home.
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.linkedin.com/company/transformlabs/)
Sign up also accessible via [Transform Labs Luma](https://luma.com/transformlabshq)
Customize the IDE: Building Extensions for Visual Studio Code - Alan Barber
**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**
*Customize the IDE: Building Extensions for Visual Studio Code*
Visual Studio Code is one of the most widely used development environments today, and much of its flexibility comes from its extension ecosystem. Extensions allow developers to customize the editor with new features, integrations, and workflow improvements tailored to their needs.
In this session, we’ll cover what extensions are and the different types available, including full extensions written in TypeScript or JavaScript, along with lighter-weight extensions such as color themes, language packs, language support, code snippets, and keymaps. We’ll also look at practical reasons a developer might create an extension, from automating repetitive tasks to adding custom tooling.
The session includes a hands-on walkthrough of creating a new extension, testing it locally, and understanding the basic project structure. We’ll close with a brief overview of how extensions are packaged and published to the Visual Studio Marketplace and other distribution options.
**YouTube Link**
TBD






























