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Join SnapSoft and the AWS Serverless community for a night of scaling and security. We’re diving into **multi-agent GenAI** workflows for massive **document generation** on **Bedrock**, paired with a high-stakes look at **enterprise PKI** and the hard lessons learned from intermediate **PCA expiration**. Pizza and beer included! 🍕🍺 **Agenda** 18:00 - Arrival 18:15 - Large-Scale GenAI Document Creation on AWS 18:50 - Tick-Tock: Lessons from a Near-Miss PCA Expiration 19:25 - Networking, **Pizza, Drinks** **Large-Scale GenAI Document Creation on AWS** This session showcases a real-world GenAI solution built on AWS, where Amazon Bedrock and other AWS managed services power a multi-agent workflow for document ingestion, retrieval, and large-scale automated document generation. One of the key outcomes was the ability to generate multiple hundreds of pages in one go, while maintaining structure, context, and quality across complex documents. We will explore the architectural decisions made, how we would improve it today. Along the way, we highlight key trade-offs, common anti-patterns, and emerging best practices for building scalable, future-proof GenAI solutions. **Tick-Tock: Lessons from a Near-Miss PCA Expiration** PKI is the silent engine of enterprise trust, but its complexity often stays hidden until something goes wrong. This session provides a practical overview of enterprise-scale PKI architecture before deconstructing a real-world crisis: an almost expired intermediate signing PCA. We’ll explore the cascading technical fallout across the infrastructure and share battle-tested strategies for maintaining crypto-agility. Join us to learn how to manage these critical lifecycles before the "silent" failures start. **SPEAKERS** **Patrick Nanys** Patrick is an ML Engineer focused on taking AI systems from idea to production. His background spans large-scale NLP infrastructure, LLM applications, agentic workflows, and custom ML systems, both in high-throughput enterprise environments and in client-facing AI projects. **Márton Varga** Márton is a Cloud Engineer at specializing in AWS architectures for large-scale enterprise clients. He has a track record of building complex hybrid networking solutions and robust landing zones using **Terraform and Terragrunt**. With a focus on infrastructure efficiency and security, Márton enjoys deconstructing the "silent" critical systems—like PKI—that keep the enterprise running.

💜 Csak nőknek szóló PyLadies esemény! 💜 Sziasztok PyLadiek! Ez alkalommal bepillantunk a legintenzívebben fejlődő AI-technológiák világába. Elsőként pár fogalmat és alkalmazási területet nézünk meg, majd pedig csinálunk Pythonban egy saját LLM-et. Felépítjük komponenseinket, és ki is próbáljuk, mire képes egy alaprendszer. A szünet utáni második részben az igényeinket kibővítjük, a rendszerkomponenseket nagyobb tudású elemekkel helyettesítjük, és így építünk fel egy, a gyakorlatban is használható megoldást, egy lokális RAG-rendszert. 👨‍💻 Előadó: Sepp Norbert 🗓️ Programterv Múltkori alkalmakból tanulva, most hosszabb szünetet hagyunk a ket előadás között, hogy legyen időnk beszélgetni és megismerni egymást :) • 17:30 – 18:00 Megérkezés, setup • 18:00 – 19:00 Előadás I. • 19:00 – 19:40 Szünet, Networking • 19:40 – 20:35 Előadás II. • 20:35 – 21:00 Záró gondolatok, elköszönés (A programterv változásának jogát fenntartjuk.) 💻 Mivel készülj? Workshop jellegű alkalom lesz, így ajánlott, hogy legyen nálad egy programozásra alkalmas számítógép. A gepeden, jo, ha le vannak töltve az alábbi programok: \- Python \(https://www\.python\.org/downloads/\) \- PyTorch \(https://pytorch\.org/get\-started/locally/\) \- graphviz \(https://graphviz\.org/download/\) Ha régebbi vagy kisebb teljesítményű géped van, akkor sincs gond – az első részhez nem lesz szükség komolyabb erőforrásokra. A Második részben is, nem baj, ha nem tudod élőben követni, a kódot megosztjuk az előadás elején. 💜 Kit várunk? Olyan lányokat/nőket, akik érdeklődnek az AI és a Python iránt, és szeretnék megérteni, hogyan működnek a modern nyelvi modellek, illetve kipróbálnák magukat egy saját rendszer építésében. 📍 Helyszín Balance Irodaház – 7. emelet Dél (Lifttől balra) Cím: 1139 Budapest, Váci út 99 🌍 Nyelv Az esemény nyelve: magyar (és Python) 🤝 Szponzor HCL Technologies Starschema Kft. Az esemény regisztrációhoz kotott! Csatlakozz a PyLadies slack csatornára! https://slackin.pyladies.com .. Ha megkaptad a meghívót, jelentkezz be, és a csatornák (channel)-ek között keresd ki a #budapest-pyladies-t. Célunk, hogy legyen egy olyan közösség, csatorna, ahová bármikor be lehessen dobni egy érdekes cikket amit olvastál, random gondolatokat vagy problémát amin elakadtál - de igazából bármit ami kapcsolódik a pythonhoz - beszélgessünk és segítsük egymást! :) Írj, akár slacken, akár itt, ha bármi kérdésed van, csatlakoznál szervezői csapatunkhoz, vagy akár te is szívesen előadnál valamilyen témában! Nagyon várjuk, hogy újra találkozhassunk! Üdvözlettel, a PyLadies Budapest szervezői 👩‍💻

Hello Fellow Testers! We are excited to invite you to our next Test & Tea meetup. This session will be held in English, and we are thrilled to be hosted by Arm Hungary Kft. **IMPORTANT DETAILS:** Because we are guests at the Arm office, we have a few specific requirements to ensure everyone gets in smoothly. **Please read the following carefully:** * **Registration:** Please confirm your attendance via the Meetup app by May 6th, EOB * **Capacity:** Space is limited to 100 attendees. * **Security:** You **must use your full name** during registration. The team at Arm requires this list to grant building access. Failure to provide your full name may prevent entry * **Legal & Privacy:** By registering and participating you acknowledge that photos and videos may be taken during the event in which you may appear. You consent to the host [Arm Hungary Kft] using images and recordings of you for communication and marketing purposes (e.g. internal platforms, website, social media). Personal data will be processed in accordance with the GDPR. For more information you can contact: Lilla Berenyi, Lilla.Berenyi@arm.com **The lineup for this evening is going to be the following:** **Speaker 1: Ákos Csilling**, Principal SW engineer, Arm Arm has recently announced the Arm AGI CPU, its first production silicon. This transition from IP provider to chip manufacturer has raised some questions in the SW test teams as well. *How do I test the HW that doesn’t exist yet?* *How to test before we get to the Linux prompt?* *Are 14 test cases enough for my system?* *Can a project be confidential and open source at the same time?* *Do we need to retest all components?* *How to stabilize CI when we need the latest from everything?* In this talk, we explore these challenges through a real-world case study and use them to uncover practical, transferable testing principles for complex systems built under uncertainty. **Speaker 2: Márton Siska**, Cooperative Member, Hungarian Testing Board In the world of industrial automation, minor software or firmware glitches can halt entire production lines. Ensuring hardware, firmware, and software work in harmony is a high-stakes challenge. In this talk, we’ll dive into: * The Strategy: Building comprehensive test environments that integrate hardware, firmware and software * The Workflow: From the automatic creation of test environments to sustainable test procedures * The Results: Executing tests and generating automated reports for rapid decision-making If you deal with large dependencies, tight deadlines, or the risk of small mistakes causing huge delays, this session will provide insights to keep your projects on track. We look forward to seeing you there for an evening of technical deep dives and great company!

Az AI jövőjét egyre több meghatározó női szakember formálja. A Shiwaforce-nál különösen büszkék vagyunk arra, hogy kollégáink és partnereink közül többen is elnyerték a Hírközlési Tudományos Egyesület "Top 50 Nők a Mesterséges Intelligencia területén" elismerését. Ennek apropóján egy inspiráló „homecoming” meetupra hívunk, ahol a szakma kiemelkedő női szereplői találkoznak, gondolkodnak és beszélgetnek együtt. **Miért érdemes eljönnöd?** * **Lendületes beszélgetések** „szívügyekről”, ami igazán mozgatja az előadóinkat az AI jelenéről és jövőjéről női szemmel * **Valódi, személyes történetek** az AI világából, nem csak sikerekről, hanem dilemmákról és tanulságokról is * **Közvetlen kapcsolatépítés** a hazai AI-közösség meghatározó szereplőivel * Inspiráció, ami túlmutat a technológián: **karrier, láthatóság, hatás** **Mire számíthatsz?** Panelbeszélgetésre és kötetlen networkingre, egy olyan közegben, ahol nemcsak a technológiáról, hanem egymásról is szó lesz. *Biztosítsd helyed egy gyors előzetes részvétellel, ehhez töltsd ki a lenti formot!* **AGENDA** **17:15 \- 17:30 \|** Kapunyitás, érkezés (Shiwaforce HQ) **17:30 - Panelbeszélgetés** **19:00 - 20:00** **\|** Pizza és networking **Vendégeink listája folyamatosan frissül:** * Dr. [Simon Eszter](https://www.linkedin.com/in/eszter-simon-95884417b/) \- K&H Bank\, Natural Language Understanding \(NLU\) team lead\, K&H Bank **\|** Top 5 Women in AI (HTE 2025) * [Dalos-Kovacs Gabriella](https://www.linkedin.com/in/daloskovacsgabriella/) **-** 4iG csoport, Group AI Officer & Strategist **\|** Top 15 Women in AI (HTE 2025) * [Szaloczy Nora](https://www.linkedin.com/in/szaloczy-nora/) **-** SE EKK - EMK, Egészségügyi adattudós és mesterséges intelligencia szakértő **\|** Top 15 Women in AI (HTE 2025) * [Dr. Mokos Judit](https://www.linkedin.com/in/j-mokos444/) \- Datapao\, Technical Instructor **\|** Top 50 Women in AI (HTE 2025) * [Varga Pál ](https://www.linkedin.com/in/pal-varga-948635b/) \- BME \- Head of AI **\|** HTE Top 50 Women in AI - Díjbizottság Elnöke * [Moldir Pocstar, Ph. D.](https://www.linkedin.com/in/moldirpocstar/) \- Shiwaforce\, Research and Product Development Lead **\|** Top 50 Women in AI (HTE 2025) * [Kiss-Vetráb Mercédesz](https://www.linkedin.com/in/mercedesvetrab/) \- Shiwaforce\, AI Researcher and Educator **\|** Top 50 Women in AI (HTE 2025) Host: [Mátyás-Kollár Gabriella](https://www.linkedin.com/in/gabriellamatyaskollar/) \- Shiwaforce\, Head of AI **\|** Top 50 Women in AI (HTE 2025) **Csatlakozz, ha szeretnél kapcsolódni egy erős, inspiráló szakmai közösséghez!** // Fontos, hogy az esemény magyar nyelven kerül megtartásra! // It is important that the event is held in Hungarian!

*“We should use evidence and reason to do the most good.*” **William MacAskill - EA.** What if doing good wasn’t about intention… but about *optimization*? **(Event in english!)** In this session, we explore the philosophy of Effective Altruism (EA), a modern movement led by thinkers like William MacAskill, which argues that we should use reason, data, and careful prioritization to do the maximum amount of good possible. This raises some uncomfortable questions: Can morality be reduced to numbers and outcomes?Have we been donating to under-effective causes? Are we obliged to make more money so that we can donate more? We’ll examine key ideas behind EA: • Maximizing impact over good intentions • Choosing causes based on effectiveness • The ethics of “earning to give” • The growing focus on long-term future risks And we’ll challenge them through discussion. **Introduction of guests (15 minutes)** We start with a short introduction of the guests with the question: * Which do think is an effective charity to donate? **Questions (1 hour and 45 minutes)** 1. Utilitarianism. What it is, and why is it having a strong comeback. 2. Non-consequentialism vs consequentialism – which serves humanity better? 3. Is this EA a more rational moral system… or an inhuman one? 4. Would you rather save your friend, or 5 strangers far away? 5. Does it ignore emotions, relationships, and personal meaning? 6. Does the life of 3 different given people have the same worth? 7. Is saving more human lives the best measure of doing good? Even if the future would be more livable with less people (due to resource scarcity or other reasons)? 8. Who gets to decide what “doing the most good” or “more effective” really means? 9. Should plutocrats have all the authority about shaping the future? Or would there be better alternatives? 10. Longtermism: should positively influencing the long-term future be a key moral priority at all times? 11. EA and longtermism: are they securing a better and more fair future, or creating a way to a new dystopia? 12. How important is the association of a movement with a scandal? *** ### **RSVP:** Please confirm your attendance here on Meetup to save your space and if you cannot assist, yield your space to another person in the waiting list. We welcome donations from 1.000 HUF (min 400 HUF) to keep the costs of the meetup. **If you are looking to order food, or drink alcohol-free wine, you dont need to donate for the group.** Thank you!

AT 13:30!!! (a bug in meetup does not let me change the time from the default 7:00 pm...) We're a couple (lower-intermedite + beginner+), playing casually mostly for fun, looking for people to join us to be able to play pair games. We divide the costs (5700/hour) in between the participants.

English below \-\-\-\-\-\-\-\-\-\-\-\-\- 📚 Tarts egy kis szünetet a hétköznapi rohanásban és **gyere el** csendes könyvklubunkba a Fővárosi Szabó Ervin Könyvtárba. Hozd magaddal az aktuális könyvedet, merülj el benne egy órácskát, majd oszd meg velünk, amit olvastál. 🗺 **Hogyan találsz meg minket:** Visszatérünk a Központi Könyvtár fő épületébe, méghozzá a felújított, átalakított és átkeresztelt régi tanulótérbe. Keresd a **Metszéspont** termét: a könyvtárba belépve haladj tovább a liftekig, de mielőtt elérnéd őket, fordulj balra a mosdók irányába. Az ott található lépcsőkön gyere fel fél emeletet. 💡 Az eseményen való részvételhez nem szükséges könyvtári regisztráció vagy beiratkozás, csak jelezd, hogy a Csendes Könyvklubra jössz. 🥤 **Étel-ital:** Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet, de az épület átriumában üzemel kávézó. 🕑 **A menetrend:** 17:00–17:30 – Érkezés és bemutakozókör: mit fogsz olvasni? 17:30–18:30 – Csendes olvasás 18:30–19:30 – Kiscsoportos beszélgetés a könyvekről (opcionális) 🍹 Az esemény után igény szerinti **afterezés** a [Prága Kávéház és Sörözőben](https://pragakavezo.hu/) (Baross u 8.), hogy ne csak könyvekről beszélgessünk! Ha csak erre jönnél, írj üzenetet, hogy ne kerüljük el egymást. 🇭🇺 Fontos: Ez egy teljesen **magyar nyelvű esemény**. A bemutatkozó kör az elején és a kötetlen beszélgetés a végén is magyarul zajlik. Az olvasás csendje persze mindenkié, így nyugodtan hozhatsz bármilyen nyelvű könyvet. **✨** **Önkéntes hozzájárulás** A Meetup-felület fenntartására elfogadunk adományokat, hogy eseményeket az eddig megszokott színvonalon és nyitott emberek között tarthassuk. Kérjük, amennyiben lehetőséged van rá, támogasd a könyvklubot! Az eseményen lesz adománygyűjtő doboz és Revolut QR kód. Köszönjük mindenkinek, aki eddig támogatott minket! Várunk szeretettel! \-\-\-\- Please note: This is a Hungarian-language event. The introductions at the beginning and the optional discussion at the end are held in Hungarian.

**〜 unplugged easy sunday hike in Budaörs 🌿✨** a morning in nature, not too far from the city 〜 we’ll head into the hills of Budaörs for fresh air and good company ☻ 🕘 **when** Sunday, May 10 9:10 → 13:00 **📍 meeting point** Széll Kálmán tér fountain ([https://maps.app.goo.gl/sEkyBE9jueH7c7n86](https://maps.app.goo.gl/sEkyBE9jueH7c7n86)) We’ll catch the 221 bus from **Várfok utca at** **9:20** toward Csillebérc KFKI ([https://maps.app.goo.gl/fjPcWnRk4WZDan9A7](https://maps.app.goo.gl/fjPcWnRk4WZDan9A7)) **Don't be late, or you'll miss the bus.** **🥾 the hike** ~8.5 km loop ~250 m elevation Easy level, moderate pace (around 2.5–3 hours) We’ll return by bus and aim to be back around 13:00 at Széll Kálmán tér. Route map: [https://turistautak.openstreetmap.hu/mentettutv-1776943035rd1k](https://turistautak.openstreetmap.hu/mentettutv-1776943035rd1k) **🎒 bring** – At least 1L water, snacks if you'd like – Comfortable clothes & walking shoes for nature – Sun protection (hat, sunscreen) **👥 group size** Max. 20 people

***🎟️ [Sign up here to grab your ticket ️](https://luma.com/ftst2budapest) 🎟️*** ㅤ **RSVP ≠** **ticket**. A paid ticket is required to attend. On your phone and **can’t click**? Click the link in the comments! F\*ck the Small Talk has traveled the world from Berlin, London, Lisbon, to Buenos Aires, and is now in **Budapest!** ✨ **WHAT'S THIS ABOUT?** FTST is an out-of-the-box **social experience** where strangers come together for an afternoon of meaningful, fun, and deep conversation. It’s also a different & cool way of meeting new people by getting a bit out of your comfort zone and skipping the small talk! Join us for **games**, **talks**, and **connections** with **friends you haven’t met yet**. Join if you get annoyed after being asked what you do, where you are from, and how long you've been in Budapest every single time you meet someone. If you feel that there are better questions in life, this is the place for you. ✨ **HOW DOES IT WORK?** We start with a short & sweet intro talk followed by a few light-hearted group games to warm up. After that, we split you up into small groups and start with the conversation rounds (with 3-4 people). We'll have awesome question cards that will guide the flow of the conversation. You'll be guided by an experienced host (Keely, you'll love her!) who'll make sure everything goes smoothly. **✨ HOW TO JOIN?** **[Take 1 minute to sign up](https://luma.com/ftstbudapest1)** On your phone and can’t click? Click the link in the comments :) Our events are **limited to 30 handpicked guests** to ensure a cozy atmosphere. **Confirm your spot on the link above** to make it happen! We prioritize a balance of gender and age. If you're invited you'll receive a confirmation within 48 hours via Luma (our ticketing platform) NOTE: We won't validate your payment unless you've been accepted! (which you most likely will ❤️) **✨ HOW MUCH IS IT?** The cost to attend is HUF 5,900 (early bird) HUF 6,900 (general), and includes the following: 🗣️3 hours of facilitated and curated activities 👋 Access to the **Llamas** **in** **Budapest** WhatsApp group 🍏 Light snacks to keep the energy going 🎈A space to meet **new** **people** in the least boring way possible 🚀 Supporting our **mission** of fueling human connection *( also includes those pesky **ticket fees**!)* **✨ WHERE IS IT?** We host our events in awesome venues and parks across the city. We only **reveal the exact location** upon confirmation. Since this event will be **outdoors in a park**\*, please bring a blanket or something you feel comfortable sitting on in the grass. We’ll gather in small groups of 3–4 people so that blankets will be shared. 🌳 In case of bad weather, the location will be changed to an indoor venue in District VIII, Budapest. **✨ WHAT THEY SAY** “This is the kind of activity **humanity needs every weekend**. Thank you for all.” *\- Sonya* “F\*ck the Small Talk changes the narrative from *"Where are you from?"* to *"When was the last time you laughed uncontrollably?"* and I think **that's beautiful.**” \- Monika "It’s a **wonderful** **experience**, it’s like being a kid again, when you were at the park, playing with other kids, and just decided you were going to be best friends for the next hours. Maybe you’ll never see those kids again. But that hour was amazing because you both opened up and trusted each other." \- Sara **[Read our 220+ Google reviews here](https://goo.gl/maps/TpZy77bfPFkGoikn7)** *(we ain't your typical meetup)* **✨ FAQ** **• Can I come alone?** Of course, everyone does! **• Can I be late?** Please don't! Late arrivals will disrupt the floooooooow. **• I signed up but never got an invite. Why?** We usually get a high volume of sign-ups, yet we like keeping it cozy & only invite around 30 people. Please try again next time if you do not receive an invite - no hard feelings **• Is this a networking or dating event?** Nope! Think of us as the *anti-networking* and *anti-speed dating* event. There’s no pressure, no pitches, and no cringy icebreakers. Instead, we create spaces where strangers can connect through fun & meaningful conversations. It’s all about authentic connection, no business cards or romantic expectations required. (doesn’t mean it *can’t* happen, it’s just not the intention!) \-\-\- \* Location is only revealed to ticket holders! \* Age guide, 22-39 years old (only a reference of what you expect, not a limit ) ***📵 This event is a no-phone experience 📵*** We started in Berlin back in 2019 out of the frustration of being asked 'where are you from?' a million times at every single meetup! Now there are chapters in nearly 20 cities, including London, Lisbon, Buenos Aires, Zurich, and Vancouver! ️ 🦙 We're part of the Epic Llama Universe. We design out-of-the-box experiences that spark curiosity, creativity, and human connection. We're on a mission to make boring brilliant! \*\*\* Follow us on[ Instagram ](https://www.instagram.com/epic.llama/) Our [website](https://epicllama.com/fuckthesmalltalk)[ ](https://epicllama.com/)

Pick up a pencil, pour a cup, breathe. No phones, no notifications — just you, the paper, and a carefully prepared tea. Each guest colors at their own pace while the ritual of tea gently brings them back to the present moment. Included: -An amazing space and community \- Color pencil -Color books -Premium teas following chinese tea ceremony tradition -Peace Ticked event, please book here: [https://okuma.space/event/pencils-pour-coloring-tea-unplugged-morning/](https://okuma.space/event/pencils-pour-coloring-tea-unplugged-morning/)

Every Saturday at 8:00 PM, we gather in the city to share languages, cultures, and conversations. [[Click this whatsapp groupchat link to join](https://chat.whatsapp.com/CrJ7hXrYgckCM0f1D4kRUZ)] Our group is made up of friendly 20s–30s people — locals, expats, and travelers alike — who come together to meet new people and explore different ways of thinking. Whether you’re new to Budapest or call it home, this meetup is your chance to connect in a relaxed, open-minded space. Join us to swap stories, practice new languages, and build genuine friendships across cultures.

Ciao a tutti. Sono Alberto il proprietario della gelateria Dolceintervallo e Pastaincasa. Volevo comunicarvi che siete invitati al primo meetup di quest anno 2026 nel giorno di 1 maggio dove potrete gustare un buonissimo gelato italiano accompagnato da un ottimo caffe o cappuccino o da un dessert e sedervi di sopra in galleria dove potrete comunicare con altri amici o guardare un film di sopra in lingua italiana con sottotitoli se vi e piu facile . Whos interested let me know 😜 Buona giornata e tutti e a presto Alberto

Get to know others and discover, reinforce & improve yourself through this psychological community game! **"Identity**" is a psychological self-improvement game that lets participants have a glimpse into themselves and each other from different aspects of life and providing opportunity to share relevant experiences and thoughts. You'll get a random simple task with every card you draw such as: **"Most folks are as happy as they make up their minds to be.**" -> How could you use this insight? What does it say to you? How does it bring you forward? "**When did you last have me-time?** What did you do? What things do you usually do for your own joy?" "**Every ending opens up a new gate.**" -> Recall at least 2 painful stations in your life when something important for you ended! What good things could begin thanks to these endings? Substantial short talks in a friendly, respectful, non-judgemental (really: judgements, *even advices* are forbidden by the rules!) environment, while comfortably having a drink. Let others surprise you positively, learn about them, reflect on yourself internally and improve your personal life thanks to select short tasks that aim to bring you forward! **The game will be held in english!** The game only exists in hungarian version, so for instant translation of the cards, **Google Lens is recommended on your phone**! The event will be held in the "Másik Szoba" Café and Bar (part of the Élesztőház): [https://elesztohaz.hu/reszeink/masikszoba/](https://elesztohaz.hu/reszeink/masikszoba/)

Join us for a cozy textured art workshop where you’ll make dopamine painting of 3D lemons brunch you can take home! Grab your besties and come make something fun, bold, and totally mood-boosting. No experience needed — we’ll guide you step by step. Just bring your good vibes and get ready to sip, snack, laugh, and create! You’ll head home with your ready-to-hang lemon masterpiece and that warm, happy buzz from a day well spent with fun, like-minded people 💛 📍 Azerbaijani House, Bástya utca 25, 1056 Budapest 🗣 English 💰 Per person 7,000 huf. Grab a friend and get discount to pair to be 12.000 / pair👥 All materials, snacks & homemade lemonade included + plus a cozy, feel-good atmosphere you’ll want to stay in forever 🥰☺️ See you soon!

Hello podcasters! We are rebooting the Columbus Podcasters User Group this May 11th! Come join us at the Roosevelt Coffee house in Lewis Center from 6-8pm. Help us organize future meetups! Thank you **Roosevelt Coffeehouse** and the **Olentangy Brewery** for hosting our meetup!

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

**How to Get Off-Market Deals With Direct-to-Seller Marketing** Want to learn how to get off-market deals through direct-to-seller marketing without relying on agents, wholesalers, or the MLS for consistent deal flow? That is exactly what we are covering at this next Columbus Investors Club Meetup. Get Your Free Ticket **[HERE](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)**[ ](https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp)🎟️ Most investors who try to do off-market deals make the same mistake: they throw money into a marketing channel, pray that it works, and hope a deal comes out the other side. There is no real strategy, no clear math, no tracking, and no process to know what is actually working. At this meetup, we are going to break down how to reverse engineer direct-to-seller marketing using our SCALE framework so you can approach your marketing with more clarity, confidence, and consistency. We will cover how to think through inbound, outbound, and free marketing channels, how to choose the right channel for your goals, how to run the numbers before you spend, how to allocate the right budget, how to launch the campaign correctly, and how to evaluate and track performance so you can make better decisions moving forward. **SCALE Framework:** **S –** Select the right channel **C –** Calculate the numbers **A –** Allocate the budget **L –** Launch the campaign **E –** Evaluate and track it **What We’ll Cover** * How to get off-market deals through direct-to-seller marketing * How to stop guessing and start reverse engineering your marketing * The difference between inbound, outbound, and free marketing channels * How to choose the right channel for your business and market * How to calculate the numbers before launching * How to allocate a budget based on goals, not emotion * How to launch and track a campaign the right way * How to create more consistent and predictable deal flow **Date:** May 28, 2026 (Thursday) **Time:** 6 - 8pm EST **Location:** Ohio Brewing Company, 421 E 2nd Ave, Columbus, OH 43201 **Save Your Seat** → https://www.eventbrite.com/e/how-to-get-off-market-deals-with-direct-to-seller-marketing-tickets-1987845260686?aff=cicmeetupapp **FREE DRINKS & FOOD PROVIDED!** **About Columbus Investors Club** The Columbus Investors Club is a local meetup for real estate investors, aspiring investors, contractors, vendors, lenders, realtors, and other professionals who want to grow in the Columbus market. The goal is to create real connection, real opportunity, and real growth by getting the right people in the room. Whether you are brand new or already doing deals, this is a place to build relationships, learn from others in the business, find opportunities, and grow your presence in the local real estate community.

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

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!

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.