High Scalability Computing
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Frequently Asked Questions
Yes! Check out high scalability computing events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the high scalability computing events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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High Scalability Computing Events Today
Join in-person High Scalability Computing events happening right now
Neighborhood Indian at Masala Art (Tenleytown)
**NEW MEMBERS or 1st TIME EVENT GO-ERS**
Before attending your first event, please take a moment to understand how our dinners work and what we ask of members.
→ **[Learn how DC Metro Dining works](https://tinyurl.com/Landing-Page-DC-Metro-Dining)**
→ **[Ensure Group Notifications are Setup (Announcements + In on Waitlist/Attending List)](https://app.tango.us/app/workflow/Enable-Meetup-Email-Notifications-3a85109614fc4907940503d096331392)**
**RSVP CUTOFF (i.e. Final Change Your Mind if Registered YES)**
→ **RSVP Cancellation Cutoff for this Event is Sunday 10a, 6/6**. (*Late Cancel applies after this, repeat occurrences can impact membership*)
Let’s head to upper Northwest DC for an Indian dinner at Masala Art in Tenleytown, a long-running neighborhood favorite known for refined North Indian cuisine and regional specialties. The restaurant was founded by chef Surinder Singh, formerly of Heritage India, and continues to maintain a strong reputation for consistent execution and depth of flavor.
**FOOD**: Masala Art focuses on North Indian cuisine with a mix of classic curries, tandoori dishes, and harder-to-find regional specialties, vegetarian & GF friendly. Recent diners frequently highlight the Railway Lamb Curry, lamb korma dishes, garlic naan, and vegetarian items such as baingan bharta and okra preparations. Tandoori items and biryanis are also consistently well reviewed, with many diners noting balanced spice levels and strong flavor without excessive heaviness.
The menu supports a wide range of preferences, including vegetarian-friendly selections and several richer meat-based dishes. Expect traditional Indian desserts and a full bar with wine, cocktails, and beer available.
Most members should expect total spend to land roughly in the 40 to 70 dollar range, depending on ordering style & beverage participation.
→ **Explore Masala Art's menu (please note the 3% service charge, their way of defraying increasing costs):**
**[https://masalaartdc.com/washington-dc-tenleytown-american-university-park-masala-art-food-menu](https://masalaartdc.com/washington-dc-tenleytown-american-university-park-masala-art-food-menu)**
**SPACE**: Comfortable and intimate dining room with warm décor and a quieter neighborhood feel compared to downtown DC dining corridors. Expect moderate noise levels and a more relaxed pace on a Saturday evening.
→ **Visit the restaurant site**: **[https://masalaartdc.com](https://masalaartdc.com)**
* Tax/Tip combo is our required 30% tax/tip policy (see the FAQs for more details).
* Limited to 8 slots.
See you there!
JoeN
**CLOSEST METRO**:
* **Tenleytown–AU station (Red)** is the closest stop. Quick walk (exit on Tenleytown EAST (same side as Whole Foods) walk south along Wisconsin Ave & cross over Albermarle St NW). The walk is a quick 3–5 minutes based on routed walking directions and traffic signals.
* For directions using the Metro, try using the Plan a Trip feature at the WMATA website ([click on your preferred Metro station](https://www.wmata.com/rider-guide/stations/index.cfm) then at the Station page level click "Plan a Trip".
**PARKING**: Street parking and several public parking garages are available throughout Tenleytown. Weekend evening parking is generally easier here than in central DC neighborhoods, though nearby retail activity can still affect availability. Members may also want to check parking apps such as SpotHero and Parking Panda for discounted garage reservations and advance booking options nearby. Plan accordingly.
***Attendance Notes:***
* **If you RSVP “YES,” please commit to showing up***. With 5,400+ members and limited seating, we can’t afford no-shows. It’s not fair to other members or to our relationship with the restaurant.*
* **New Members / 1st Timers: Trying to get a slot?** Join the Waitlist and check back frequently: spots (*often open up before Noon on the day of the event. You may also receive midweek confirmation emails to reconfirm your RSVP, so please check your Meetup DMs inbox).*\*\*
* **Billing Reminder - Add 30% for tax and tip to your food and drink total.** This is part of our group’s expectations and helps smooth out service with the restaurant.
Looking forward to dining with you!
JoeN
Scary Movie (2026)
Michael Tiddes, 2026 - horror parody, slapstick
Will it be cringe and likely offensive? Yes. See the Wayans brothers and my girls Anna Faris and Regina Hall fight baddies - in the first Scary Movie in 13 years!
Sitting in L10 at the 7:45 Dolby show at Hoffman. Will be at Atlas at least an hour before if anyone wants to hang out before, and will regroup in the lobby after!
Tickets and more info at [AMC](https://www.amctheatres.com/movies/scary-movie-79322).
Shaghf Cafe - Fairfax
We’ll sample the espresso at this Fairfax cafe next. There are some unique offerings on the menu, so let’s get together and compare notes. Enjoy your favorite drink or try something new. I love to start my weekends off this way. Come join us.
(Please keep your RSVP updated if you know you won't be able to attend, so others who can join have the opportunity to. No discussions on politics, religion or potentially controversial topics. We're here to relax and have fun. Just be respectful and we'll be alright. Pay your own way, and enjoy!)
Front Runners Pride 5K: We’re Showing Up!
Join us for a run. Sign up through Front Runners link, they do sell out. This is a fun event that is family friendly.
Not an offical Queer Alexandria Meetup, instead an event many of us are attending!
If you want to join we will be excited to see you!
Want to join a team at sign-up… you can join “The Fruit Bowl” and then we will know to look for you!
https://runsignup.com/Race/DC/Washington/DCFRPrideRun
Price goes up May 1st!
Habla español @ The Mount Pleasant Join Fair!
Want to connect with your neighbors and practice your Spanish? Come out to the Mount Pleasant Join Fair this Saturday! Visit the Spanish with Ariel table to:
* Make new friends and practice your Spanish! We will have several conversation-focused games at our table for you to play.
* Learn more about our [Spanish classes](https://www.spanishwithariel.com/spanish-classes) starting June 25!
* Join our email list for a chance to win one FREE private Spanish lesson!
Got questions? Email is the best way to contact me! Ping me here: [ariel@spanishwithariel.com](ariel@spanishwithariel.com)
A Poetry Workshop
**Hey everyone, we’ve exciting news for our next workshop, June 6th. Lesley Younge, local poet and author, will be a guest speaker. It’ll start right at noon so come early (I’ll be there so come keep me company). It’ll be at our typical spot, CapOne Café at 7th & H, from 12-1, followed by the usual poetry sharing and feedback.**
**Below is her bio, plus where you can find her online.**
**Lesley Younge is an educator and writer from Silver Spring, Maryland. Her work has appeared in Poetry, Callaloo, Bay to Shore, West Trade Review, MQR Mixtape, Full Bleed and others. She debuted as an author in 2023 with two books for young people. Nearer My Freedom (co-authored with her mentor Monica Edinger) is an award winning YA verse novel remix of British abolitionist Olaudah Equiano’s seminal autobiography. A-Train Allen, her first picture book, was an inaugural Own Voices, Own Stories Grand Prize Winner awarded by Sleeping Bear Press. Two children’s books on the nonviolent life of Reverend James M. Lawson are forthcoming.**
**Originally from Los Angeles California, she attended New York University and Bank Street College of Education, where she discovered a passion for supporting young people’s learning. She currently teaches middle school English in Washington D.C. This is her 20th year in the classroom.**
**Lesley is a fellow of Virginia Center for the Creative Arts, Hurston/Wright Foundation, and Anaphora Literary Arts. She blogs and shares resources at teacherlesley.com**
**[https://www.poetryfoundation.org/poets/lesley-younge](https://www.poetryfoundation.org/poets/lesley-younge)**
**[https://writer.org/organizer/lesley-younge/](https://writer.org/organizer/lesley-younge/)**
**We look forward to seeing you there!**
Here're the usual notes about the rest of the workshop:
Next, we **share our work and offer feedback**. Depending on attendance, everyone gets \~10 minutes to use as they like. (No need to share, though; you’re welcome to come even if you prefer just to listen.)
We maintain a **Discord server** to help share our work and communicate outside our bi-weekly meet-ups. If you haven’t used Discord before, take a moment to download it and create an account before arriving. When we meet you on Saturday, we will add you to our server, the “DC Poetry Workshop”, and can help you navigate the app if you have questions.
Finally, if you plan on sharing a poem, consider how you will do so. Some options include:
* Print 5-10 copies to distribute in person
* Take and share screenshots in the Discord chat.
* Copy the poem into a google doc, change sharing settings to “anyone with link”, and copy the google doc link into the Discord chat.
Most importantly, we’re excited to meet you!
Catch you on Saturday,
Diego / Cayden / Nate / Otasha / Lia / An
High Scalability Computing Events This Week
Discover what is happening in the next few days
Machine Learning for Reliable Quantum Computing: An Algorithm–Hardware
Date: June 7 2026 Sunday 10:00 am - Noon EDT
Full title: Machine Learning for Reliable Quantum Computing: An Algorithm–Hardware Co-Design Perspective
Summary: Reliable quantum computing requires co-design across the full stack, including algorithm structure, compilation, and execution, rather than isolated optimization of any single layer. This talk presents a unified framework in which these layers are jointly optimized under realistic hardware constraints. Structure-aware compilation exploits algorithmic interaction graphs to reduce circuit depth; joint optimization across mapping, term ordering, and algorithm parameters yields significantly improved success probability; and execution-layer analysis reveals that error mitigation effectiveness depends critically on circuit symmetry and native gate choice. While demonstrated on superconducting quantum processors, the underlying co-design principles are potentially transferable across architectures. Building on this foundation, the talk highlights machine learning as the key enabler for closing the feedback loop: data-efficient, parameterized noise models learned directly from workload execution data achieve substantially improved predictive fidelity over vendor models without the overhead of dedicated characterization. These insights situate the co-design perspective within the emerging framework of quantum deep learning. In this broader setting, the talk also presents an operational definition, a unifying taxonomy, and a benchmarking protocol grounded in explicit resource contracts.
Speaker: Dr. Yanjun Ji has an interdisciplinary research background in Physics and Computer Science. In 2020, she completed my Master's degree in Theoretical Physics at Saarland University. In 2024, she earned her Ph.D. in Computer Science at the University of Stuttgart. She is currently a postdoctoral researcher at Forschungszentrum Jülich. She is committed to interdisciplinary research at the cutting-edge convergence of quantum computing and artificial intelligence. Her research encompasses both foundational theoretical investigations and the development of practical applications, aiming to serve society and benefit humanity.
Moderators:
Dr. Pawel Gora, CEO of Quantum AI Foundation [Quantum AI Foundation](https://www.qaif.org/ "https://www.qaif.org/")
Dr. Sebastian Zajac, member of QPoland [QPoland - QWorld](https://qworld.net/qpoland/ "https://qworld.net/qpoland/")
DC Code & Coffee - Southwest Library - Free Coffee!
DC Code and Coffee is an inclusive, informal co-working session. It's community-led and community-run by devs, for devs. People of all skill levels attend. Whether you’re dev-curious, aspiring, or a professional developer, we’d love to have you! Come chat or learn to code on a Sunday afternoon with coffee and cool-inclusive people. Bring your laptop!
We typically meet every month on the weekend.
**Join our online community!**
For all things Tech in DC and to get latest updates and tech events from the DMV area, join the [DCTech Slack](https://dctech.chat/). All DC Code & Coffee announcements are in the #dccodecoffee channel
**How it works**
Near the beginning of the event, we do an introduction circle. You say your name, what you can help others with, and what you would like help with. You can also share job opportunities. After the introduction circle, everything is self-organized.
What Would Machine Consciousness Look Like? A Report from Berkeley
What would it mean to take the possibility of machine consciousness seriously? To approach it as a question that may be studied with rigor?
At this DC Digital Minds gathering, group organizer **Jessie Mannisto** will report back from the **Founding Assembly for Machine Consciousness Research** in Berkeley, CA, where researchers and thinkers are working to develop the machine consciousness hypothesis into something more scientifically useful. We’ll talk about what kinds of evidence might support hypotheses of machine conscience or sentience, what concepts researchers are using, where the major uncertainties are, and why these questions may have ethical, social, and policy implications as AI systems become more capable and socially present.
This will be a casual conversation with a little structure: Jessie will give a short report-back from the conference, followed by open discussion.
No technical background required -- just curiosity, good faith, and a willingness to think carefully about a strange and important frontier.
Optional Pre-Read: [The Machine Consciousness Hypothesis](https://cimc.ai/cimcHypothesis.pdf)
Meaningful Conversation and Coffee: Northside Social Arlington
Higher Grounds – Arlington is part of a growing network of gatherings where we create 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 Arlington who are also seeking deeper conversations.
Suggested Questions: Life Stages & Transitions
* What did you think you'd have figured out by now that you're still completely winging?
* When did you realize your parents' advice was for a world that no longer exists?
* What are you finally old enough to stop pretending to care about?
Suggested Questions: Identity After the Roles
* Who are you when nobody needs anything from you?
* What dream keeps resurfacing even though the "practical" time has passed?
* How do you handle having the freedom you always said you wanted?
Suggested Questions: AI & Being Human
* What human experiences will AI never truly understand?
* If machines handled all your have-to's, what would you actually do?
* What becomes more precious as everything becomes automated?
Suggested Questions: Belief & Meaning
* What certainties have you given up, and what rushed in to fill that space?
* How has knowing someone who died changed how you live?
* What do you believe now that would shock your younger self?
Suggested Questions: The Modern Psyche
* What anxiety do you carry that previous generations didn't have?
* Which of your survival strategies are you ready to retire?
* What uncomfortable truth about happiness did it take you years to accept?
Suggested Questions: Work & Purpose
* When did you stop believing that your job would complete you?
* What would you do for work if money and status weren't factors?
* How has your definition of "making it" changed over the years?
Suggested Questions: Relationships & Connection
* What relationship dynamic do you keep recreating, and why?
* When did you realize your parents were just people trying their best?
* What kind of loneliness doesn't go away even when you're with others?
Suggested Questions: Time & Mortality
* What are you running out of time to say or do?
* How differently do you spend your time knowing it's finite?
* What will you regret not trying, even if you fail?
Suggested Questions: Society & Culture
* What social convention do you follow even though it makes no sense?
* Which generation do you understand least, and what might you be missing?
* What aspect of how we live now will seem insane in 20 years?
Suggested Questions: Personal Philosophy
* What rule for life did you create after learning something the hard way?
* When did you stop believing that everyone else had it figured out?
* What paradox about life have you learned to live with?
Constellations Spring Rooftop Meetup
***For this event, we are opening a limited number of spots (about 15) to non-members who may be interested in getting to know our community while enjoying a relaxed social gathering.***
***Must purchase your ticket on [Eventbrite](https://www.eventbrite.com/e/neurodivergent-friendly-spring-rooftop-meetup-tickets-1989847052098) to be added to guest list.***
***This event is free for Constellations members.***
Join our[ free singles database](https://internal-icicle-6c4.notion.site/337184d944c780458ef2c61404a85be0).
Join us for stunning city views, comfortable indoor space, board games, light refreshments, and an opportunity for new connections.
This is our annual Spring Rooftop Meetup hosted by Constellations in downtown Washington, D.C.
\*\*\*[Constellations ](https://www.harringtonmatchmaking.com/constellations-membership)\*\*\**is a neurodivergent-affirming membership that supports adults in building friendships and romantic relationships. It is designed for those who want thoughtful pacing and guidance — without the timeline or cost of a full-service matchmaking package. Members receive access to a private member portal with coaching support, social events, and community spaces.*
Most attendees will be neurodivergent adults with low support needs in their 20s, 30s, 40s, early 50s. Some people attend to make friends and expand their social circle, while many others are single and open to dating and meaningful connection.
You can expect:
• A welcoming, low-pressure atmosphere
• Snacks, appetizers, and light refreshments
• Beer and wine available for those who choose to drink
• Board games and activity stations to help make conversation easier
• Comfortable spaces to sit, talk, and connect
Space is limited and advance registration is required.
To learn more about[ ](https://www.harringtonmatchmaking.com/constellations-membership)**[Constellations](https://www.harringtonmatchmaking.com/constellations-membership)**, visit our **[website](https://www.harringtonmatchmaking.com/constellations-membership)**.
[Contact us ](https://www.harringtonmatchmaking.com/contact) at [Harrington Matchmaking](https://www.harringtonmatchmaking.com) with any questions.
Profs & Pints Northern Virginia: Psychedelic-Assisted Therapy
[Profs and Pints Northern Virginia](https://www.profsandpints.com/washingtondc) presents: **“Psychedelic-Assisted Therapy,”** on findings, debates and trends in the use of psychedelic substances to treat trauma and other conditions, with Whitney Marris, instructor at the University of Buffalo’s School of Social Work, certified psychedelic-assisted therapy facilitator, and consultant to clinical trials.
[Advance tickets: $13.50 plus sales tax and processing fees. Available at [https://events.ticketleap.com/tickets/profsandpints/nv-psychedelic-assisted-therapy](https://events.ticketleap.com/tickets/profsandpints/nv-psychedelic-assisted-therapy) .]
Psychedelics are rapidly moving from the margins into the mainstream, and questions abound as the sociocultural and legal landscapes surrounding them shift. President Trump’s recent executive order expanding access to psychedelic drugs for certain conditions and accelerating research on them has both heightened interest and added to confusion.
Learn more about the so-called “Psychedelic Renaissance,” and get help separating the hope from the hype surrounding it, with Whitney Marris, a leading trainer and facilitator of psychedelic therapy who has used it to treat trauma survivors, military veterans, and people with cancer.
She’ll present foundational information on what we know about how psychedelics work. You’ll learn how psychedelic-assisted therapy differs from “trip sitting” and about what we know about the effects of “microdosing” versus “macrodosing.” We’ll examine what has been demonstrated to be helpful versus harmful before, during, and after a dosing session intended to support significant, sustainable change.
Marris also will discuss the historical and cultural context of the use of psychedelic medicines for healing, and she’ll describe the ethical challenges that arise as such practices move from counterculture to clinic. We’ll look at emerging and evolving findings in the field, as well as at the roles being played by various financial interests and ideologies in determining the direction of psychedelic-assisted therapy and research on its outcomes.
Attendees will gain an awareness of the need for new professional standards and regulatory guardrails related to such work, and they’ll leave knowing key questions to ask potential providers of psychedelic-assisted therapy. (Doors: $17, or $15 with a student ID. Listed time is for doors. The talk starts 30 minutes later.)
Image by Canva.
Meaningful Conversation and Coffee. At Caffe Amouri in Vienna
Join us for conversations that go beyond small talk, diving into topics like the shifting nature of spirituality, the challenges and joys of midlife transitions, the impact of culture and capitalism, and the search for meaning in art, travel, and daily life. Our gatherings are about genuine, thought-provoking dialogue, with no set leader or strict agenda—just an open space to share ideas, perspectives, and experiences that matter to us. The direction of the discussion is shaped by everyone who shows up, making each event unique and enriching.
Come ready to share, reflect, and connect with others who are also seeking deeper conversations. Let the conversation flow from topic to topic. Optional questions are listed below.
Optional 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?
Optional Questions: Identity After the Roles
4. Who are you when nobody needs anything from you?
5. What dream keeps resurfacing even though the "practical" time has passed?
6. How do you handle having the freedom you always said you wanted?
Optional Questions: AI & Being Human
7. What human experiences will AI never truly understand?
8. If machines handled all your have-to's, what would you actually do?
9. What becomes more precious as everything becomes automated?
Optional Questions: Belief & Meaning
10. What certainties have you given up, and what rushed in to fill that space?
11. How has knowing someone who died changed how you live?
12. What do you believe now that would shock your younger self?
Optional Questions: The Modern Psyche
13. What anxiety do you carry that previous generations didn't have?
14. Which of your survival strategies are you ready to retire?
15. What uncomfortable truth about happiness did it take you years to accept?
Optional Questions: Work & Purpose
16. When did you stop believing that your job would complete you?
17. What would you do for work if money and status weren't factors?
18. How has your definition of "making it" changed over the years?
Optional Questions: Relationships & Connection
19. What relationship dynamic do you keep recreating, and why?
20. When did you realize your parents were just people trying their best?
21. What kind of loneliness doesn't go away even when you're with others?
Optional Questions: Time & Mortality
22. What are you running out of time to say or do?
23. How differently do you spend your time knowing it's finite?
24. What will you regret not trying, even if you fail?
Optional Questions: Society & Culture
25. What social convention do you follow even though it makes no sense?
26. Which generation do you understand least, and what might you be missing?
27. What aspect of how we live now will seem insane in 20 years?
Optional Questions: Personal Philosophy
28. What rule for life did you create after learning something the hard way?
29. When did you stop believing that everyone else had it figured out
30. What paradox about life have you learned to live with?
High Scalability Computing Events Near You
Connect with your local High Scalability Computing community
June 2026 AWS Columbus - Topic to be announced
Topic to be announced.
**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\.
Data & Analytics Wednesday - Finding Product Insights
**The Behavior Gap: Where Products Win or Lose**
Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap.
Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn:
* Why understanding customer behavior is a quant and qual challenge
* How to spot the signals that actually predict behavior change
* Where AI accelerates insight, and where it creates distraction
* How to get meaningfully closer to customers, without adding more tools
This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work.
**About Our Speaker**
[Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
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. So please RSVP for a head count!
ServiceNow Knowledge 26 Recap + Topgolf Happy Hour
Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9





























