Software QA and Testing

**Hey everybody!** Do you want to code together, share your projects, or just hang out in a creative atmosphere? Then join us at the **Coding Club @ Jo&Joe Hostel**! We usually start with a short introduction round so everyone can get to know each other. After that, you can: * share your achievements or pet projects (informal, just at the table) * get feedback or inspiration from others * or simply work on your own project alongside the group Bring your laptop (or any device you like to code on) if you want to actively work. Or just come by to connect and get inspired. Please try to be on time so we can kick things off together. Looking forward to seeing you there! 🚀

So hast du andere Leute in Wien wahrscheinlich noch nie kennengelernt! Bis zu 10 Singles, die sich zuvor nicht kennen, treffen sich in einer Bar und lernen sich bei einem eigens für diese Veranstaltungsreihe entwickelten Spiel näher kennen. Das Spiel kombiniert eine gelungene Mischung aus Fragen, Aktionsaufgaben und lustiger Unterhaltung, die alleine oder als Team gemeistert werden. Durch verschiedene Aufgaben und Fragen kommen die Spieler in direkte Interaktion miteinander und lernen sich im Spielverlauf näher kennen. Im Vergleich zur klassischen Single Party lernst du bei Socialmatch wirklich nur Singles in deiner Altersgruppe kennen und kommst von ganz alleine ins Gespräch mit den anderen Teilnehmern. Ein Spielmoderator vor Ort informiert über den Ablauf und leitet durch den Abend. Sicher dir jetzt deinen Platz beim nächsten Event unter [[www.socialmatch.de](http://www.socialmatch.de/)] und lerne neue Leute in deiner Stadt kennen. Dieses Event ist für die Altersgruppe 30 - 45 Jahre. P.S. Socialmatch erhielt 2015 bereits einen Award für das Konzept, teste es selbst ;-) **Achtung: Nur mit Buchung über die Website ist eine Teilnahme möglich!**

⚡ **AI & Coffee — Vienna's In-Person AI Community** AI is moving faster than any of us can keep up with alone. The best way to make sense of it — and stay ahead of it — is by getting in the same room as people who are just as in as you are. That is exactly what AI & Coffee is about. We are bringing together Vienna's most curious, creative and driven minds for an afternoon of open, honest and energising conversations about artificial intelligence — not in theory, but in practice. No slides. No pitches. No pressure. Just real people, real ideas and real connections over great coffee. ☕🤖 The first part of the meetup is where everyone will introduce themselves for 1-3 minutes so that you can get to know who everyone in the room is and also share who you are and what you are looking for. This is the most effective networking concept to make the best out of the time. The other half of the event is just free networking. You will be surprised by how many people will be interested in meeting you after the introduction round, and how many raised your curiosity! See you! *** ☕ **What we will talk about** AI & Coffee is an open conversation — guided by curiosity and driven by the people in the room. Expect discussions around: * What is actually happening in AI right now — the real breakthroughs, the real hype * Tools, projects and experiments people are building and testing * Practical AI use cases across industries — finance, marketing, tech, healthcare and more * Ideas, feedback and fresh perspectives from people at different stages of their AI journey Feel free to bring your laptop if you want to show something you are working on. Some of the best conversations at our last event started with someone sharing their screen. 💡 *** 👥 **Who is this for?** Developers and engineers building with AI Founders and entrepreneurs exploring AI for their business Investors and mentors looking to understand what is coming Researchers and students at the forefront of AI Creatives experimenting with AI tools Corporate professionals curious about AI's impact on their industry And anyone who simply cannot stop thinking about where AI is heading If AI excites, challenges or intrigues you — you belong here. *** ✨ **What to expect** A warm, welcoming and relaxed atmosphere where everyone has a seat at the table. Our host will kick things off with a few conversation sparks and the latest AI highlights — then the rest is yours. Meet, talk, connect and exchange freely. No commitment. No agenda. No pressure. Just the kind of afternoon that leaves you energised, inspired and already looking forward to the next one. *** 🎉 **The only cost is your own coffee or drink.** Bring your curiosity, your ideas and an open mind — and let's keep building one of the most exciting AI communities in Vienna. 🇦🇹 👉 Register now — spots are limited and they go fast!

## AI & Dinner - In-person gathering in Vienna Hey there! Join us for another **in-person evening** in Vienna where AI enthusiasts come together to chat, share ideas, and enjoy great food. Whether you're a pro or just curious about artificial intelligence, this is the perfect chance to connect and exchange with like-minded people. Our next dinner will take place soon *(Private Big Tables reserved)* See you there! **AI & Dinner** is the seated, more intimate format of the AI & Coffee community — designed for deeper conversations and real connection around the table. This will be a dinner where we all sit together and **switch places at during the middle of the event**, so everyone gets the chance to meet the full table, connect, and discover new stories. To preserve a great group dynamic, this gathering is **limited to 20 people**. You’re welcome to bring friends if you’d like. The goal is simple: enjoy dinner together, exchange ideas, value, updates about AI, and meet the people behind this growing community. After our AI & Coffee meetups and previous dinners, many meaningful connections have already formed — and this format is where they really deepen. 🍽️ **We’ll gather for conversations about:** • AI news, trends, tools, and real use cases • Personal projects, ideas, and feedback • Supporting each other’s personal or entrepreneurial journeys • Strengthening Vienna’s AI community 👥 **Who’s welcome?** Developers, entrepreneurs, investors, students, researchers, creatives — and anyone curious about AI who enjoys thoughtful conversation and meeting new people. 💡 **What to expect** • A friendly, open dinner atmosphere • Circulating seats throughout the courses • Great conversations, new perspectives, and genuine connections • No pressure, no presentations — just good people and meaningful exchange **🎉 The only cost is your dinner.** Bring your curiosity, your appetite, and your good energy — and join us for an evening of conversation and connection.

**Funday – The ultimate English-speaking Open Mic at The Comedy Pub. New jokes, new faces, and big laughs every Sunday! Free entry!** **[🎫 Grab your tickets now and let's turn this Sunday into a day of laughter and unforgettable memories. See you there!](https://www.universe.com/events/funday-english-stand-up-comedy-open-mic-the-comedy-pub-tickets-5JTXWR?ref=MeetUp)** Kick off your week with a laugh at **Funday**, the ultimate English-speaking Open Mic at **The Comedy Pub**! Here, seasoned comedians and brave newcomers take the stage to try out their best jokes, wildest stories, and most daring punchlines. From sharp one-liners to hilarious life stories, you never know what you’re going to get—but it’s always entertaining! ### 🤔 **What is an Open Mic?** An **Open Mic** is the testing ground for comedians. It’s where pros fine-tune their new material, and fresh faces take their first step into the spotlight. It can be amazing…or a total mess—but that’s the beauty of it! The audience gets to witness comedy in its rawest form: unfiltered, unpredictable, and absolutely unique. ### 🍻 **The Comedy Pub – Vienna's Only Dedicated Stand-Up Comedy Club!** Located in the heart of Vienna at **Kettenbrückengasse 7**, **The Comedy Pub** is the city’s premier destination for live English-speaking stand-up. With its cozy Irish pub atmosphere, a fantastic selection of drinks, and an intimate stage, it’s the perfect spot to enjoy a night of comedy. Our club is dedicated to bringing you the best laughs, week after week. ### 💡 **Why is it Free? (Donation-Based Event!)** Comedy needs an audience—your laughter, your reactions, even your groans help comedians sharpen their jokes. That’s why entry is free, and donations are welcome. If you had a great time, show some love. If you didn’t…well, there’s always next week! ### 🎟️ **Audience Guidelines:** To make sure everyone has a great time, here are a few things we ask: * **Be on time:** We start right on schedule. * **Follow the rules:** It’s really not that hard. * **Laugh when it’s funny:** Your reactions shape the show. * **Donate if you enjoyed it:** Show your appreciation for the laughs. * **No heckling:** You will lose. Every time. * **No talking during the show:** Respect the performers and your fellow audience members. This isn’t your living room—it’s a privilege to be here. If you disrupt the show, the audience, or the comedians, you’re out. No refunds, no second chances. We’re here for good vibes and great comedy—don’t mess that up. ### 🎉 **Funday – The Best Way to End Your Weekend with Laughter!** #Funday #OpenMicVienna #TheComedyPub #ViennaComedy #EnglishComedy #StandUpOpenMic #ComedyNightVienna #LiveComedy #ViennaEvents #LaughterIsTheBestMedicine #SundayLaughs #FreeComedyShow #DonationBasedEvent #RawComedy #NewJokes #LiveStandUp #ViennaNightlife #ComedyInVienna #LocalComedians #BestOfVienna #EnglishSpeakingComedy #StandUpShowcase #GoodVibesOnly #SundayFunday #OpenMicNight #ViennaLaughs #StandUpAndLaugh #TheComedyPubVienna #ComedyCommunity #LaughYourHeartOut #ViennaComedyScene

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 35+ cities 📅 Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) You can drop your layers, bags & whatever else at Café Brenner before the run. 📍 Meeting point: 09:55 at Café Brenner (https://share.google/YQ03QVDuYaga5AFRm) – drop your stuff, say hi. 👟 10:00 warm-up starts outside of the building (Superbude) ➡️ Then we head off on the \~5K Prater loop. ☕ Post-run: coffee back at Café Brenner. ❗️🔒 The storage room at Café Brenner will be locked during the run – but please note: Neither Founders Running Club nor Café Brenner does assume any liability. **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

**Begegnungen jenseits von Small Talk** Es gibt Momente im Leben, in denen sich Fragen nicht mehr übergehen lassen. Zu Sinn. Zu Beziehungen. Zu Innerer Ruhe, Weisheit, Spiritueller Ganzheit. Zu dem, was wirklich zählt. Dieses Treffen bietet einen Raum, um diesen Fragen bewusst zu begegnen — in Verbindung mit dir selbst und im Austausch mit anderen. Mit echten Gesprächen, klarer Reflexion und einfachen, umsetzbaren Impulsen für den Alltag. Ein zentraler Bestandteil ist das, was ich **Soul Polishing** nenne: eine regelmäßige Praxis, mit sich selbst in Kontakt zu bleiben — und innere Balance, Ruhe und Stärke zu entwickeln. Nicht einmal. Sondern immer wieder — wie Zähneputzen. Ein erfülltes Leben entsteht nicht zufällig. Es entsteht durch Aufmerksamkeit, durch ehrliches Hinschauen und durch kleine, bewusste Schritte im Alltag. Du kannst selbstverständlich auch alleine kommen. Die Atmosphäre macht es leicht, in Kontakt zu kommen. Du entscheidest selbst, wie viel du teilen möchtest — Zuhören ist genauso willkommen. Der Abend verbindet Momente der Stille und innerer Relexion mit Austausch und Raum für Begegnung. Open end — für ein entspanntes Miteinander. Du gehst mit mehr Klarheit. Mehr Ruhe. Und einem stärkeren Gefühl, wieder näher bei dir selbst zu sein. Lass dich inspirieren, begegne Gleichgesinnten und genieße eine ruhige, herzliche Atmosphäre. Für Kaffee, Tee, kleine Snacks und Getränke ist gesorgt. Beitrag: € 15 pro Person (zur Deckung der Kosten für Raum und Verpflegung) Ich freue mich auf dich. Dieter Langenecker [www.langenecker.com](http://www.langenecker.com/) Schau' dir dazu dieses kurze **[Video](https://youtu.be/In8dqdxpCF4)** an.

Donauinsel Improv Training mit Picknick Lerne spielerisch Improtheater-Techniken und unterschiedliche Formate kennen! Dabei trainierst du deine Kreativität und Spontaneität und arbeitest an deinem Selbstbewusstsein. You will need B1-level German skills to participate. English translation below. Man benötigt Deutschkenntnisse auf B1-Niveau, um teilzunehmen. Hier findest du uns: https://www.google.com/maps?q=48.2233687,16.4163003 Koordinaten vom Treffpunkt --> Ihr könnt gerne Essen und Snacks für das Picknick mitbringen. Am besten etwas was man gut mit der Gruppe teilen kann. **Was dich erwartet** • Lustige Gruppenspiele • Kreative Theater-Übungen • Kurze Improv Szenen, nur 5 bis 8 Minuten • Gemeinsam Geschichten erfinden • Viel Lachen, Sonne und Spaß **Impro: Was bringt’s dir persönlich?** • Spontanität • Selbstvertrauen • Kreativität • Fehler annehmen lernen • Schauspiel trainieren • Teamwork **Safe Space** Ein sicherer Raum ohne Leistungsdruck, in dem gegenseitige Wertschätzung an erster Stelle steht. Ihr seid zu keiner Zeit verpflichtet mitzumachen und könnt jederzeit aus Szenen aussteigen oder auch für einzelne Übungen aussetzen. **Leitung** Ich leite seit drei Jahren Impro-Trainings, organisiere Wettbewerbe und Shows und gehe auch selbst regelmäßig zu Fortbildungen. Ich habe über 80 Trainings geleitet. **Beitrag** Es gibt zur Zeit keinen fixen Trainingsbeitrag, aber wir freuen uns immer über freiwillige Spenden für die Leitung und die Organisation. **Achtung:** Das Event ist nur für Teilnehmer\*innen ab 16 Jahre, da wir nicht immer für absolut jugendfreie Geschichten oder Szenen garantieren können. **WA-Gruppe:** https://chat.whatsapp.com/KjK8PzmA8ZGF2gujtOH9D2 Wir empfehlen den Beitritt zur WA-Gruppe da wir nicht immer auf der selben Wiese sind. Hier wird der genaue Live-Standort geteilt. Bitte beachtet aus Datenschutzgründen, dass beim Beitritt der WA-Gruppe alle Mitglieder eure Telefonnummer sehen können. \-\-\-\-\-\-\-\-\-\-\-\- **Donau Insel Improv Training & Picnic** Learn improv theater techniques and different formats in a playful way! You will train your creativity and spontaneity while working on your self-confidence. **Find us here:** [https://www.google.com/maps?q=48.2233687,16.4163003](https://www.google.com/maps?q=48.2233687,16.4163003) (Meeting point coordinates) **--> Please bring your own food and snacks for the picnic! We can then share and eat together.** **What to expect:** * Funny group games * Creative theater exercises * Short improv scenes (only 5 to 8 minutes) * Creating stories together * Lots of laughter, sun, and fun **Improv: What’s in it for you?** * Spontaneity * Self-confidence * Creativity * Learning to embrace mistakes * Acting practice * Teamwork * **Safe Space** A secure environment without pressure to perform, where mutual appreciation is the top priority. You are never under any obligation to participate and can step out of scenes or skip individual exercises at any time. **Instructor** I have been leading improv training for three years, organizing competitions and shows, and regularly attend further training workshops myself. I have led over 80 training sessions. **Contribution** There is currently no fixed fee for the training, but we always appreciate voluntary donations for the instruction and organization. **Please note:** This event is for participants aged 16 and over, as we cannot always guarantee that stories or scenes will be entirely "family-friendly." **WhatsApp Group:** [https://chat.whatsapp.com/KjK8PzmA8ZGF2gujtOH9D2](https://chat.whatsapp.com/KjK8PzmA8ZGF2gujtOH9D2) We recommend joining the WhatsApp group since we are not always on the same meadow. The exact live location will be shared there. *Please note for privacy reasons that by joining the WhatsApp group, all members will be able to see your phone number.*

Como viene siendo habitual, nos reuniremos nuevamente en Freiraum. Hay una reserva para 20 personas, y muy previsiblemente nos sentaremos en las mesas altas en las que nos sentamos habitualmente. Como suele venir mucha gente, siempre es recomendable llegar puntual. Regresamos al horario de verano y **empezaremos a las 7 de la tarde**. Freiraum está en plena Mariahilferstraße (más concretamente en Mariahilferstraße 117, 1060 Wien), entre las estaciones de metro U3 Zieglergasse y U3/U6 Westbahnhof. El evento tiene la función de que nos juntemos para pasar un rato divertido. No olvides compartir el evento con otras personas interesadas. También tenemos un grupo de Facebook: [https://www.facebook.com/groups/426629184137458/](https://www.facebook.com/groups/426629184137458/) No olvides seguirnos en Instagram: [https://www.instagram.com/cafedelalengua/](https://www.instagram.com/cafedelalengua/)

## To secure your spot RSVP is not enough. To properly sign up and secure your spot, please fill out the Google Form: https://docs.google.com/forms/d/e/1FAIpQLSeN8avKVUfU2QIiOYVSXahwQWk-2_vgJQweiyyLDwkAquXPCA/viewform?usp=publish-editor Spots are limited. If you sign up and later can’t attend, please inform us early so someone else can take your place. Improv depends on group energy — commitment matters. \*\*\* Improv theatre is one of the best ways to step out of your comfort zone — while actually having fun. In this workshop we’ll focus on: * Storytelling techniques * Scene work * Playfulness and connection * Understanding how comedy works No experience needed. Just curiosity and willingness to try. \*\*\* ## Workshop Structure **First half:** Warm-up games and storytelling exercises to build energy, trust and spontaneity. **Second half:** Scene work. We’ll apply what we explored and create improvised moments together. It’s interactive. You’ll be on your feet. You’ll participate. \*\*\* ## Break & Sharing You’re welcome to bring food and drinks to share during the break. Let’s keep it relaxed and social. Improv works best when we connect not just on stage, but off stage. \*\*\* About talkin’ talkin' is an event series focusing on personal development and social adventures, hosted by amateurs and non-professionals. Every participant has the chance to lead their own talkin' event! We believe that the best way to grow as a person is to go out of your comfort zone, and have fun along the way. You don't think that's possible? Come and join us and see for yourself! The English speaking group invites internationals in Vienna, but also Austrians who enjoy speaking English. We are a group of people who organize monthly Social Adventures, everyone is free to join. This event will be held in English, please respect each other and speak English only. German events will be organized in the future as well. \*\*\* To stay updated about all our events join our Telegram :). [https://t.me/czc_vienna](https://t.me/czc_vienna "https://t.me/czc_vienna")

⚠️ **IMPORTANT: You must sign up and buy a ticket here to attend:** [https://groupvibe.com/](https://groupvibe.com/) **Join the Vienna Brunch Club and make new friends!** Each meetup brings together 4–6 people for casual conversations over brunch. We use the Groupvibe platform to facilitate the meetup and ensure everyone’s a good fit. **To attend, you’ll need to complete registration via this link:** [https://groupvibe.com/](https://groupvibe.com/) We’ll share the exact location of the upcoming meetup the night before only if you have bought a ticket or membership plan. **Why this works:** \* Smaller groups make real conversations easier. \* Discover new resturant in your city, together. \* Curated resturant with good food and vibe. \* If you hit it off with your group, there’s plenty of time to hang out afterwards. **Note:** RSVPs on Meetup don’t reflect total attendance. Many attendees register directly via our website. The event on [Meetup.com](http://meetup.com/) is only a placeholder. This meetup is organized by Groupvibe, a small team passionate about helping people form meaningful friendships offline.n

⭐️Would you like to meet new friends?✨Welcome to Speed Friending in Vienna! Age 20-29/30-39. Please read the description attentively: Our next event is coming soon! Price for boys is 10€ and order a drink It is for free for girls ✨if you’re not comfortable with the price, you are welcome to skip this event. Please register if you go and unregister if you don’t go How it works: • You’ll have a short conversations with different people. • After each round, you’ll switch to meet someone new. • You’ll note who you liked, and if there’s a match, we’ll connect you after the event. ‍‍ Age groups: The main groups are for ages 20-29 and 30-39 You are welcome)! Register today)✨ Join us on Instagram and don’t miss new events https://www.instagram.com/makegoodfriends?igsh=YjA2czVxNjF0cGJi&utm_source=qr

Come write with us at Cafe Pierre every Sunday at 18:00-20:00! A message from Shut Up & Write: "Shut Up & Write hosts free, in-person and online writing events for writers all over the world. Our goal is to ensure that every writer—regardless of genre or skill level—has access to the resources, community, and accountability that they need to be successful in their personal writing goals." And what this looks like at our event: We chat and give short introductions to what we are working on at 18:00, then start writing at 18:15. Though we try to start on dot, being late isn't a problem—just find a spot and get to work! We write until 20:00 and then discuss how our writing went. From fiction to non-fiction, academic papers to poetry, applications to work-related writing—anything goes! Nothing is needed except for you to bring whatever is need to get stuff done, i.e. laptop, headphones, pen and paper, and so on. Optional socialising may happen before 18:00 and after 20:00, or you may choose to use this time to get some more done! Please do order something from the café (drink, meal, dessert, etc.) so as to keep us in their good graces!

(Deutsch unten.) Sunday's portrait sessions start at 3 PM. Everyone is welcome to join our Open Sessions, just bring pencil, paper and any other utensils you may need. (Easels & Boards are available in the atelier). One pose will be maintained for the whole session, so that it is also possible to paint in watercolor, oil, etc. For the breaks we will offer some drinks and snacks. Free snacks and non-alcoholic drinks are available. Registration through this Meetup is suggested but not required. You can pay the 12 Euros fees in cash upon arrival. For more information, feel free to send email at info@viennaatelier.com Looking forward to see you soon! ============================= Die Porträtsitzungen am Sonntag beginnen um 15 Uhr. Bringe Bleistift, Papier und andere Materialen selbst mit, Staffeleien & Bretter gibt es im Atelier. Die gleiche Pose wird, unterbrochen von kleinen Pausen, über den gesamten Zeitraum beibehalten, daher ist es auch gut möglich mit Aquarell, Öl, usw. zu malen. Kostenlose Snacks und alkoholfreie Getränke stehen zur Verfügung. Eine Anmeldung über dieses Meetup wird empfohlen, ist aber nicht erforderlich. Sie können die 12 Euro Gebühr beim Ankommen in bar bezahlen. Für weitere Informationen senden Sie bitte eine E-Mail an info@viennaatelier.com

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\.

**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\*** Talk by Todd Nussbaum LGTM is not a Strategy Pull requests are where quality is won or lost, and too many teams still treat reviews with a rushed "LGTM". In this talk, you'll learn a practical, repeatable approach to high-quality PR reviews that balances speed with risk management - covering how to triage changes quickly, review in layers, and write comments that lead to better outcomes without friction. We'll also show how QA and developers bring complementary lenses to the same review, turning acceptance criteria, scenarios, and observability into shared responsibility instead of production surprises. You'll leave with a lightweight framework and concrete habits for authors and reviewers that make reviews faster, kinder, and more effective. **AGENDA:** * See updates to parking below * Doors open at 5:30, feel free to come and hang out before! * Official start of the meeting is at 6:30pm * After the meeting is done, we will go hang out at a nearby space in Bridge Park! If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up! Thank you to Bold Penguin for providing the food and location! **Parking & Arrival:** **Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage. **Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right. \*\*\* We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists. * We give lectures on programming topics * We freely provide decades worth of experience * For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)

**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** TBD **YouTube Link** TBD

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

The emotional pain from past bad experiences easily lingers in the present, making it hard to enjoy life and create your future. Even when you think you've moved on, the negative emotions can be triggered, sending you back into the pain of that experience. And we are talking about pain; emotions such as grief, depression, anxiety, fear (or terror), boiling anger, simmering resentment, feelings of shame, blaming and regret can leave you incapacitated to a greater or lesser degree. In this local event we will be discussing the reasons why these past bad experiences have the power to affect you long after they occurred. We'll go over why the emotional pain can be so strong. We'll also discuss some simple solutions to overcome your emotional pain and be free to fully enjoy your life again. Examples of painful experiences include: * A broken relationship or divorce. * Death or loss of a loved one. * Death of a pet. * A sudden shock or bad news. * A betrayal. * Being part of an abusive relationship. * A bad injustice. * Loss of a job, position or business. * A grave illness or injury. The negative emotions from these experiences don't just go away on their own. But the good news is there is a way to clear them out of your way. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is sponsored the Dianetics & Scientology Self-Improvement Center.