Amazon Relational Database Service (Amazon RDS)

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.

**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.

**Join us for our very first MTG League Play!** Are you ready to elevate your Magic the Gathering experience to new heights? Look no further! 🚀✨ We're thrilled to invite you to join our Magic the Gathering League Play – where the realms of strategy, skill, and camaraderie converge. Whether you're a seasoned veteran or a novice spellcaster, there's a place for you in our League Play. \* **Date**: Thursdays starting January 4th \* **Time**: 6pm - 9pm \* **Cost**: This event will be $15 and $7.50 for pass holders/ gold patrons. Each participant will receive a booster pack with purchase and a 2nd pack after playing a round. **(Pay at the shop the day of the event)** \***Place**: 3 Gear Games 25 C Street, Laurel MD 20707 --**Game Room Code Of Conduct**--[https://www.3gearstudios.com/service/code-of-conduct/](https://www.3gearstudios.com/service/code-of-conduct/?fbclid=IwAR054LDLzN5OeBImBfQpND1a_83AGAxPeFHwMO303UD3Z7rggbPn-TRYH64) Email questions to 3geargames@gmail.com

Starting Thursday, May 21, I'm running a weekly Proxy Cube draft in DC. **Cubes:** * [100 Ornithopters](https://cubecobra.com/cube/about/100-ornithopters?view=primer) : a normal-feeling cube with one twist: the only creatures are 100 copies of Ornithopter. No tokens, no creature lands, and no way to deal damage to your opponent that doesn't somehow involve Ornithopter. * **Modern Cube:** a straightforward Modern-format cube. **Details:** * **What:** Proxy Cube draft (2 cubes to begin with) * **Where:** As You Are, 500 8th St SE, Washington DC * **When:** Thursdays, 6:30 PM, starting May 21 * **Format:** Multiple pods, scales with attendance * **Entry:** $5–$10 suggested donation, with proceeds going to a local community fridge project More info at [capitalcube.club](http://capitalcube.club/) (reserve a spot) All skill levels welcome.

**West Coast Swing with Lara Deni** **Where:** Deni Danzco Studio - 3408 Annandale Rd, Falls Church, VA ​ \*Max 10 people per cllass **Thursday** **7:00pm - Level 1 (no experience/beginner)** **Cost: *$74/month*** \- Three classes per month in any one level **Explanation of Levels** * Level 1 (No Experience/Beginner) - 6 count Rhythm, Left and Right Side passes ), Starter Step, Connection, and a few other basics ###### Q&A * Classes are 45min * Exchange of another series or transfer to another person offered, but Only 72 hours before the first class of the series starts and No refunds offered

**Middle Rock Creek, a 6.0 or 8.5 Mile Moderate Hike** SEE IMPORTANT INFORMATION ON REGISTRATION UNDER "NOTES." In the heart of Washington, DC, Rock Creek Park stands as an oasis amidst the bustle of city life. Stretching over 1,700 acres, this park offers a sanctuary for nature lovers, hikers, cyclists, birdwatchers, and anyone seeking respite and renewal. This hike travels through the heart of the Park, and features some of the more under-hiked trails. It starts from the Rock Creek Park Nature Center and heads north for one loop, then south to a second for a total of 6 miles, ending at the trailhead. We will stop there for a quick lunch or snack. For those who want a little more, we head back north for a different loop of 2.5 miles. We will complete the 6 mile hike around 12:30. The 8.5 mile hike will end around 2:00 PM. **Time to Meet**: Please meet at 9:15 for introductions and sign in. We will start hiking promptly at 9:30 **Directions to Trailhead:** We meet at the Rock Creek Nature Center and Planetarium, 5200 Glover Rd NW, Washington, DC 20015. The GPS coordinates are 38.96062, -77.05157 **Contact Information:** Please use the comments feature for routine comments and questions. The hike Leader is Tim; 202-744-0289. Call or text as needed. **Details:** Rating: Moderate Distance: 6.0 or 8.5 miles (your choice) Elevation Gain: Approximately 845 ft (6 miles), or 1,125 ft (8.2 miles) Pace: 2.0 to 2.5 miles per hour Facilities: Toilets can be found near the trailhead Fees: No entrance fees **Cancellation:** In the unlikely event that the hike needs to be cancelled, it may be cancelled up to the evening before the hike. Hikers will be notified through comments on this posting. **Weather:** The weather for this location can be found [here](https://weather.com/weather/today/l/c4025fdf0177c872b7fc2e0d09e7c523995ef49e21145e2d2438fe08649ca9e8). **Notes:** -PLEASE RSVP IF YOU PLAN TO ATTEND THIS HIKE. SHOULD YOUR PLANS CHANGE, KINDLY UPDATE YOUR RSVP BY NOON THE DAY PRIOR TO ALLOW SUFFICIENT TIME TO FILL YOUR SPOT. IF YOU ARE ON THE WAITLIST, IT IS IMPORTANT TO SIGN OUT AS SOON AS YOU KNOW YOU WILL NOT ATTEND BECAUSE MEETUP MOVES PEOPLE AUTOMATICALLY TO THE GOING LIST ONCE A SPOT OPENS. SIGNING OUT AFTER 6:00 PM WILL BE CONSIDERED A "NO SHOW," AND REPEATED INSTANCES MAY RESULT IN BEING BARRED FROM PARTICIPATING IN FUTURE HIKES LED BY THIS ORGANIZER. -Please do not show up unregistered. -Please keep this a fragrance free event. -To find out more about PATC, [click here](https://www.patc.net/). -Consider becoming a member of PATC. To join, [click here](https://www.patc.net/membership).

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. 🌽🌮🍨

Saturday, June 13 8PM – Close 21+ We’ve moved the party to STFU Navy Yard. While we were excited about our original location, major road closures and access restrictions near the White House would have made getting to and from the event difficult for many of our attendees. We listened to our community and decided to move the celebration to a venue we already know and love. If you’ve been to STFU before, you already know the vibe: velvet couches, an upscale speakeasy atmosphere, great sound, easy access, Metro nearby, and parking directly across the street. Same party. Better experience. 🔥 WHAT TO EXPECT 🔥 🎶 ALL LATIN MUSIC 🥁 Live Performance by LG Bands La Banda Enjoy a special three-hour live set featuring the songs you asked for most. We’ve listened to our community and are bringing back the classics you love: 💃 90s & 2000s Latin Hits and more 🎶 Salsa 🎶 Bachata 🎶 Merengue 🎶 Cumbia 🎶 Reggaetón Classics 🎶 Crowd Favorites You Can Actually Sing Along To y más! LG Bands La Banda is known for creating an incredible mix of Latin music that keeps everyone dancing, singing, and enjoying the night together. After the live band, our DJ takes over to keep the party going until close! 🌈 DMV Pride Energy ✨ Dress Nice, Latina Style Encouraged 🍹 Full Bar 🪩 Beautiful Speakeasy Atmosphere 🎉 Great Music, Great People, Great Energy 🎟 GENERAL ADMISSION $30 Entry Tax deductible through TASTE Takeover, a 501(c)(3) nonprofit organization. 🍾 VIP TABLES AVAILABLE Only 6 VIP Tables Available Each VIP Table Includes: ✨ Reserved VIP Seating ✨ Entry for up to 6 guests ✨ VIP Admission is only $15 per person (Regular Admission $30) ✨ Premium table experience A minimum purchase of one bottle is required per VIP table. Maximum 6 guests per table. 📲 VIP Reservations & Bottle Service Text: 202-713-0896 RSVP Required for VIP Tables Everyone is welcome. Come celebrate Pride, Latin culture, community, and one unforgettable night of dancing with queer Latinas, LGBTQ+ community members, allies, friends, and family from across the DMV. ♿ ADA Accessible 📅 Saturday, June 13th ⏰ 8PM – Close 🎟️ $30 Entry 🔞 21+ 🍾 **VIP TABLES** Only 12 VIP tables available. Each VIP table includes: ✨ Reserved VIP seating ✨ Discounted entry for up to 6 guests ✨ VIP guest entry is only $15 per person (regular admission is $30) A minimum of 1 bottle purchase is required per VIP table reservation. Max 6 people per table. If fewer than 6 guests attend, entry remains $15 per person for those included under the table reservation. 📲 RSVP required for all VIP tables. Text 202-713-0896 for VIP reservations & bottle service. Everyone is welcome. Come celebrate Pride, culture, music, and community with us 🏳️‍🌈❤️ **STAY CONNECTED 📲** Website: [tastetakeover.com](http://tastetakeover.com/) Newsletter:[Join Our Newsletter](https://mailchi.mp/b7e08f90b031/4iecf38wer-5831732?utm_source=chatgpt.com) Meetup:[TASTE Takeover Meetup](https://www.meetup.com/TASTETakeover?utm_source=chatgpt.com) WhatsApp Group:[Join the WhatsApp Community](https://chat.whatsapp.com/KWFhOTm1yAI4kc7zpp2FXn?utm_source=chatgpt.com) Follow us: Instagram:[@tastetakeover](https://www.instagram.com/tastetakeover?utm_source=chatgpt.com)\|[@mamacitafestival](https://www.instagram.com/mamacitafestival?utm_source=chatgpt.com) TikTok: [@tastetakeover.dmv](https://www.tiktok.com/@tastetakeover.dmv?utm_source=chatgpt.com)

Hello Everyone, Thank you so much for joining us for our **Valentine’s Mystery Social**! It was truly a pleasure to host such an intentional space for all of you to connect as "souls" rather than just titles and paychecks. We heard your feedback loud and clear: you all wanted more time to connect after the opening icebreakers! We have noted this and look forward to hosting several more of these sessions for our private clients throughout the year with even more space for deep discussion. ### **🔥 TODAY ONLY: Elite Match Alert** We have just added two profiles, a powerhouse Jack and Jill **brother and sister duo**—both exceptional catches: * **The Sports Agent (Male):** A high-achieving, family-oriented professional who embodies the values of our community and the legacy of his upbringing. * **The Powerhouse Attorney (Female):** A stunning attorney and active actress who is a true "Jack and Jill" legacy. She balances a high-stakes legal career with a passion for the arts. **Follow us on IG:** For our most up-to-date match alerts and event BTS, make sure you are following us on Instagram @helpmeetclub **Saturday Appointment Available:** We have **ONE** consultation opening available for this Saturday. This is first-come, first-served for anyone ready! **Consultation:** To celebrate these new additions, use code FRIENDS20 at checkout for an **[additional $55.55 off](https://thehelpmeetclub.com/join-our-database-of-singles-form/)**[ ](https://thehelpmeetclub.com/join-our-database-of-singles-form/)our current consult special. **This code is valid TODAY ONLY.** ### **Action Required: Selection Form** Please submit your final selections by the **end of today**. As a reminder, we only facilitate a "Double-Yes" match (where both parties select each other) or reach out if you have specifically marked that you are open to hearing from others. ### **Membership Updates** We are committed to the quality of our community. To that end, we have decided to make some adjustments to our membership structure: * **Database Services:** We will no longer allow women to join our database as a standalone service. * **The Reason:** It is undeniable that the women who complete our **Readiness Process** stand out and make exceptional partners. It is only fair that they are rewarded with exclusive access to our socials and curated community. On that note, if your database membership is currently expiring, please let us know and we will re-enroll you at 50% off your annual database membership fee.

This meeting will be dedicated to discussion of the poetry of Sappho (ca. 630-570 BC). We’ll be working from [If Not, Winter](https://www.barnesandnoble.com/w/if-not-winter-sappho/1100619802?ean=9780375724510), a compilation/translation by Anne Carson. We’ll plan to focus on a handful of core poems (listed below), but you are encouraged to read the entire collection. Please come ready to discuss any favorites not listed here. Below are the selected poems we’ll focus on, but we’ll generally be discussing the entire collection as a whole: 1 2 16 31 44 58 94 105 130 **Encouraged Additional Reading** [The Gender of Sound](https://drive.google.com/file/d/1blRXdR3BJ9oxd_FK32vULO9XhWytBI_o/view?usp=drivesdk) - Anne Carson

😀♠️❤️ A Spades Special - Cards in Downtown Silver Spring 😀♠️❤️ We are hosting another event in Downtown Silver Spring - at Comma's Food Hall inside City Place Mall. 😀 Enjoy a friendly night of Spades play, lots of laughs, and Friday fun. ♠️ Spades games will be the main event, from 6pm to 10pm! 🌯 Play cards, eat, drink, & socialize! Enjoy drink specials and variety of reasonably-priced restaurant options. 🌟 Get matched with a partner onsite. All skill levels are welcome. The fun starts at 6pm! 🍷 Happy Hour Specials all night! 🎶 A Live DJ will be playing music all evening 🚗 Parking available in Ellsworth Garage (connected to the venue through the Skywalk) 📷 See the photo section for details 🌜Join us for a night of card play and fun times! 🌛 🙏🏿 We will also be honoring our friend, Tony, we recently lost in the Spades community. 🙏🏿 <><><><><><><><><><><><><><><

**\*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)

*Root* is a game of woodland might and right. Stalk the woods as one of the Vagabonds, seize the initiative with the Eyrie birds of prey, rule over your subjects as the Marquise de Cat, or command the Woodland Alliance to create a new order. With creatures and cunning, you'll rule a fantastic forest kingdom in the ultimate asymmetric board game of adventure and war.

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

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

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

Start your week the right way with Manic Mondays. Giving you an enjoyable Bachata lesson with a push of cool moves. The second hour has Beginner/Intermediate Salsa on 1. You must understand basic Salsa skills to participate. 730pm-830pm Bachata Cool Moves 830pm-930pm Salsa On 1 (Beginner/Intermediate) 15 for One Class 20 for Both Free Parking & Plenty of Dance Space. Viva Dance Columbus 2809 Festival Lane Dublin OH 43017

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/).

Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-5/.

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\.