Lean Product Management

Search is one of those things that *feels* simple — until you're the one building it. Why does `$regex` fall apart at scale? How do you handle typos, relevance, and performance all at once? And what happens when users search by *meaning*, not just keywords? Join the **Dublin MongoDB User Group** for an evening dedicated entirely to **Search** — from the foundations of Apache Lucene, to building production-grade search experiences with MongoDB Atlas Search, to the frontier of Semantic Search with vector embeddings. We'll also have a real-world use case walkthrough from someone who's been in the trenches solving search problems for customers. And yes, you can walk away with an 🎖️ **Search Fundamentals Skill Badge** 🎖️ which you can share on your LinkedIn profile. No laptop needed, just your phone! *** **🛠️ What we're covering:** **The "Why" — Search is Hard** A practical look at why developers struggle with search: fuzzy matching, relevance scoring, tokenisation, and why regex just doesn't cut it. **The "Story" — A Real Use Case** Hear from a practitioner who's helped customers go from "this search is broken" to "this actually works." Less Lucene textbook, more honest problem-solving. **The "How" — Atlas Search Deep Dive** We'll go under the hood on how Atlas Search (built on Apache Lucene) works, and show you how to wire it up in your own applications. **The "Future" — Semantic Search** Beyond keywords — how vector embeddings and semantic search let your application understand what users *mean*, not just what they *type*. *** **📅 Agenda (6:00 PM – 09:00 PM)** * **6:00 – 7:00 PM \| Networking & Pizza 🍕** * **7:00 – 7:30 PM \| Search 101: How Search Actually Works** From text indexing to Lucene — the fundamentals every developer should know. * **7:30 – 8:00 PM \| Real\-World Search Use Cases** What does bad search look like? What does great search look like? Stories from the field. * **8:00 – 8:30 PM \| From Generic Search to Atlas Search & Semantic Search** How MongoDB Atlas Search brings it all together — and where vector embeddings take you next. * **8:30 – 09:00 PM \| Search Fundamentals Skill Badge 🎖️ \| Open Discussion & Networking** *** See you there! 🎯

We're pleased to announce our next event for 2026! We'll be hearing from innovators and digital health strategists about how to bring digital health solutions to life: \- How do design solutions that meet user needs \- How to work with all the stakeholders in the healthcare ecosystem to work towards a common objective \- How to manage data\, cybersecurity and other common challenges and pitfalls Speakers: \- Johann Issartel \- CEO\, Move Ahead \- Eamonn Costello \- CEO\, PatientMpower

Hi 🙋‍♂️ we will meet at 7pm at ‘the Sails’ sculpture. We will walk along the seafront prom to the wooden bridge and back & stop for a drink & chat in the Yacht pub. To get to the walk start from town:- Clontarf dart station is just a short walk away. Or there are lots of bus stops close by too. Look forward to seeing you on the walk!! 😃 ***Note: if you are delayed or need to cancel, can you please leave a message below so that we can wait for you (or cancel your booking) thanks 🙏

\*\*\*WhatsApp Catherine on 087 9320165 to book, ask a question and get the exact class location\*\*\* Take a peaceful pause in the middle of your week with Lunchtime Relaxation in the beautiful surroundings of Fernhill Park & Gardens. This gentle outdoor session combines calming breathwork, mindfulness, and an immersive sound bath experience to help you reset both mentally and physically. Surrounded by nature, birdsong, trees and fresh air, you’ll be guided through simple grounding practices before settling into deep relaxation with soothing therapeutic sounds from crystal singing bowls, chimes, drum and other sound healing instruments. This class is designed to help reduce stress, calm the nervous system, and create space to slow down and reconnect with yourself during a busy week. No experience is needed — just come as you are. \- Gentle Breathwork \- Mindfulness \- Outdoor Sound Bath \- Nervous System Relaxation Time to Rest, Restore & Reconnect Fernhill Park & Gardens Every Thursday \| 1:00–2:00pm €10 per session Please bring a yoga mat, blanket, cushion, eye covering, optional hot water bottle, and anything else you need to stay warm and comfortable outdoors. To ask a question or book your spot and get the exact class location, contact Catherine on 087 932 0165. Payment through Revolut is preferred where possible.

Capoeira Água de Beber, would like to invite you to our Family Natal Capoeirando with present professora Belinhá from portugal capoeira maculelé for the First time in Ireland. Workshops of Capoeira, Maculelé, Samba de roda, and Cocó de roda and Frevo. Come and enjoy with us 2 days of Brazilian culture dances and martial arts. Dates: 8/12/23. 9/12/23 Location: St Gabriels Playgroup Clontarf, Dublin 3. For more information: cecab.ireland@gmail.com mobile 0874053996 mamaozinhocapoeira@hotmail.com [https://www.facebook.com/Dublinschoolofcapoeira](https://www.facebook.com/Dublinschoolofcapoeira?__cft__[0]=AZX_Vg06wRLTSb9AMM8FZE1gSF-bg4cQ_qsIKvJ5YtEwLfuGFGh99kaNAnvExpu3JPzl8LNYKWcgYe3A_Lk73wksdVhQI1AtpAsePOBjUOsCEPM-33Xi3DCfhRKscSgJRPA&__tn__=q) [https://dublinschoolcapoeira.wordpress.com/contact/](https://dublinschoolcapoeira.wordpress.com/contact/?fbclid=IwAR3qvy0eEScBC9AFUvUkwJf2kxQDbNadFHKsNTHzLObADGa-YPnWZv3ObLM) The Organize of the Event; Francisco and Matilda Co-ordenator Master: Robeiro Queiroz. All the activities realized through CECAB are designated to execution of social responsibility projects, further on the sportive, cultural and artistic activities through the realization of the shows, presentations and events related to Capoeira and Brazilian culture.

Welcome to a vibrant community created for men and women who are ready to connect, explore, and thrive together as friends! This group is all about bringing solo people together in a fun, and welcoming space where new friendships are formed and fresh experiences await. Whether it’s trying out exciting activities or restaurants. Discovering hidden gems in the city, or simply enjoying meaningful conversations. This is a place to step outside your comfort zone and share life’s adventures with like-minded people. Come as you are, leave with new friends, and discover just how fun life can be when we experience it side by side! **About this event:** This is a relaxed midweek social. A great opportunity to meet different people. The area reserved is downstairs in the private bar. Your host will be there to welcome you. **Important information:** RSVPs are not a true representation of the number of people attending. Continuous no shows, will be removed from guest lists. Please bring ID in case the doorman ask you for proof of age. Minimum age to attend is 23. You must purchase a drink - alcoholic or non alcoholic from the bar upstairs before engaging with the group downstairs. By joining this event, you accept our T&Cs, check them out here: Yinyangevents.ie Follow us on Insta: https://www.instagram.com/yinyangevents.ie/

These group harmony singing and vocal exploration sessions are for anyone who is longing to connect to themselves and others through the voice in service to a more loving world. These 5 weekly Thursday night sessions which run from 30 Apr to 28 May, are all about freeing your voice, singing in harmony and feeling part of a community of warm, friendly people. We will continue till 2 July, so you can also enrol on another 5 week set after this one if you feel inspired to keep going! Over the course of these sessions we will explore together what it is like to cultivate a sense of **being enough (with less effort)**. This is a radical rejection of the ideology of self-improvement, productivity, speed, talent, growth and individualism which we are surrounded by. When we sing, we work intimately with worries around what we sound like, whether the sounds we are making are acceptable, whether we are ‘doing it right’ and ultimately whether we are enough. As we notice these thoughts and feelings, we can invite the ease with which we were born to return. We also work intimately with liberation of our breath and body. > In these sessions you will be invited to become more aware of opportunities to try less, let go more and you will learn about how to support your voice through diaphragmatic breathing and somatic connection. Humans have gathered to use their voices as tools for healing, prayer, divination, plant communication, echoes of topography, expressions of identity, creators of harmony and much more but music and singing have been reduced largely to entertainment and big business in modern capitalist culture. In these sessions we **reclaim our voices as technologies of connection and enchantment**. Singing is not for the few, it is our birthright and a means to better health and wellbeing. We will experience beauty not only in the aesthetics of our voices but in their authenticity and capacity to connect us. We do not have to sound or look beautiful to *be* beautiful as we are all miraculous beings simply by existing. Singing is one of the most powerful tools to connect and bond human beings so as we sing together, you will experience a sense of being held in a container of human sound, a balm for the soul. You may even experience a sense of ‘interbeing’, a deep sense of interconnectedness and non-duality. Contrary to what we are told, us humans are not on this Earth to compete with and dominate each other. > We are all leaves of the same tree, cells of the same organism, stewards of the same Earth. This course will also be rooted in what we can **learn from Indigenous and traditional cultures and from living systems (nature)**. We will sing songs which connect us to our ancestral lineages and to the Earth. We will musically explore and celebrate concepts from the Global South such as Ubuntu (a set of related African value systems emphasising interconnectedness) and Buen Vivir (a Latin American concept describing living well as sustainably living in harmony within a community including humans and nature) as well as those from closer to home such as ‘*Dinnseanchas’, meaning* lore and knowledge of place and ‘d*úchas’* (heritage and wildness, a sense of where you come from, to whom and to where you belong). This course is open to all, regardless of how you sound and previous experience. The Facilitator: Rachel is a song leader with a background in ethnomusicology and has spent time with many communities around the world facilitating and researching music making, Rachel is also an educator and uses music and singing as a tool for for learning and changemaking in the areas of wellbeing, diversity, sustainability, social justice and community building community. ##### **Booking & Pricing:** 5 week course €140 - €90 sliding scale Info and sign ups: https://fullcirclechange.ie/event/rooted-together-in-harmony/

This event is beginner Friendly. More experienced players are still free to come along. I will explain the rules before the first game at 7:15 so please arrive on time if you're new. The rules may be different than other versions of mafia that you played. There is limited capacity so we can't accept every RSVP request. If we aren't able to accept your RSVP event please come to a future.

This group is for people who don't feel their German is strong enough for the Deutsch Sprechen Stammtisch. Anyone from complete beginner to native German speaker is welcome. All you need is a willingness to learn and speak German (or as much German as you can) and a willingness to help and be patient with other people who have less German than you have. The aim of this group is to build the confidence as well as ability to speak German in real life situations with others. I need to confirm the exact number with the restaurant management, so please keep your RSVP up to date :)

SATURDAY MEET UP Let's mingle with anybody and everybody who's simply interested in Korean or Irish culture. This is a group for anyone looking to get out and about, meet new people, socialise and enjoy a night out. It will be for all to have loads of craic. Looking forward to seeing old and new faces. **For this week** **we have booked a table for us upstairs in the name of Dublin Korean Culture Meet Up. When entering the restaurant please ask for our group.** Our aim is to create a friendly, sociable and safe way for people to meet and discuss Korean and Irish culture. If you been made to feel uncomfortable or have seen inappropriate behaviour at a meet up then please contact one of our organisers in confidence. \*\*\* PLEASE RSVP \*\*\* Photo Credit: Artem Krapivin via Pexels It is not necessary to buy food, but if you don't please buy at least one drink as restaurants have had a hard time during the pandemic. \*\*\* This meetup is for adults only (18+) except where accompanied by a parent or legal guardian (proof of status e.g. court documents may be requested) \*\*\* How to get to the meet up: *LUAS* \- the Drunken Fish is right next to the Mayor Square \- NCI Luas stop on the red line *DART/Irish Rail* \- Dublin Connolly is probably the easiest station for most people\, but the Docklands station is also close *PARKING* \- the carpark for the National College of Ireland \(NCI\) is probably the most convenient and only charges 5 euro for the whole evening after 5\.30pm Meetup details below: New faces welcome!! Bring your 친구 too. [Place] Drunken Fish Restaurant/Bar, The Excise Building, Mayor Street Lower, IFSC, Dublin 1 [Hosts] Caoimhe, Jay, Eileen, Saksham and Stephen Please contact us using the below details if you have any questions or trouble finding us. [Organiser contact] Bobbie: Instagram: GoodMoodFoodInsta Tim: (WhatsApp: 085 718 5658) \*RSVP ESSENTIAL!!!! PLEASE DO RSVP!!!! \*Bring your ID if you're lucky enough to look under 25! ;) \*There's no admission fee for our meetup however, you'll be kindly asked to purchase at least 1 drink after your arrival. As you could probably imagine, it's not so easy to book such a big place on a Friday evening in Dublin city centre and your cooperation in this will greatly help us to secure the place for our future gatherings. \*Take good care of your own belongings and do not consume more alcohol than you can handle, Meetup organisers nor venue management do not hold any responsibilities on lost items before/during or after the meetup. Hope to see you all there! :)

OpenClaw is having a moment. A personal AI agent that runs on your own machine, talks to you and actually gets things done. **NOTE: Registration needs to be completed here: [giveago.co/register/openclaw-1](https://giveago.co/register/openclaw-1)** It runs on your own machine - a Mac Mini, a Raspberry Pi, a VPS - and actually does things: runs commands, browses the web, manages files, talks to your apps. You reach it through WhatsApp, Telegram, or whatever chat app you already use. It works in the background, remembers context between sessions, and connects to whatever AI model you prefer. No engineering background required. If you can install an app and follow a guide, you can do this. We're running this as part of a three-event OpenClaw series this June, with this being the first. The following events build on the setup and focus on getting productive with the agent and applying it to real work use cases. **NOTE: Registration needs to be completed here: [giveago.co/register/openclaw-1](https://giveago.co/register/openclaw-1)** We'll be working through it together at Baseline, tables of people at different stages, helping each other along. Fresh install or halfway there, there's a spot for you. The goal is simple: leave with OpenClaw alive. Connected to WhatsApp or Telegram. With a personality you've written. Doing at least one real thing. What we'll work through together: * Getting OpenClaw set up (locally or hosted) * Connect to a messaging app: WhatsApp or Telegram * Picking the best model for the job * Writing a SOUL.md: giving your agent a personality that's actually yours * Setting up a MEMORY.md layer * Connecting one real skill before the day is out **NOTE: Registration needs to be completed here: [giveago.co/register/openclaw-1](https://giveago.co/register/openclaw-1)** Prep materials will be sent in advance. Come ready, or come from zero. Both are fine. Bring a laptop. That's it. Run of show: 11:00 Doors open, coffee 11:30 Intro and setup overview 12:00 Build time 13:00 Lunch 13:45 Back to building 15:30 Share what you've got running 16:00 Close **NOTE: Registration needs to be completed here: [giveago.co/register/openclaw-1](https://giveago.co/register/openclaw-1)** \-\-\- ​**Community** [Give(a)Go](https://giveago.co/?utm_source=luma) is a Dublin-based builder community running hands-on events for ambitious people who make things. 30+ events. 1,000+ attendees. Partners include PostHog, LangChain, ElevenLabs, HubSpot and Windsurf. One rule: learning by building.

Please PREPAY for this game either by Revolut https://revolut.me/davidandl or Paypal ([kenna.david@gmail.com](http://kenna.david@gmail.com/)) √ We have just 60 minutes to play so please come along a few minutes early to ensure we can start on time. √ The maximum number of players is 18. Please be sure you show up. Places are in high demand so unfortunately, failure to show will result in you being automatically removed from the group. √ As always, you participate in these games at your own risk and an agreement to indemnify the organisers from any injury, loss, claim, or infection.

Let the gong wash away the stress of the working week. Join us for this Sunday afternoon session of breath work, mantra, sound bath and meditation. Everyone welcome!

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

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\.

You're invited to Indiana D365 User Group Meeting Wed Jun 10, 2026 2-4 PM Agenda (sessions may change time slots before the meeting.) 2 Welcome 2:10 Stratgies for successful testing - Carla Teasdale from Wilmuth Solutions 2:50 Building Power Apps in an AI world using Claude Code demo - Natalie Roberts from Leaf Software Solutions 3:30 Everything you need to know about Quality in BC - Derek Bohman, BC Consultant 4:00 Closing Notes 4:10-5 Networking Social at Upland Brewing at Clay Terrace (walk over) Link Information to join remotely below [https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7](https://teams.microsoft.com/l/meetup-join/19%3ameeting_YWRkNmQ1NWMtN2E0Mi00ZDU4LThmNzMtMDdlODMwMDNkMGMz%40thread.v2/0?context=%7b%22Tid%22%3a%22b4c9f32e-da17-4ded-9c95-ce9da38f25d9%22%2c%22Oid%22%3a%2267db4a27-1865-4ea7-bb20-a28137a8aa56%22%7d) Tap on the link or paste it in a browser to join

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com