Stream Processing

Two complementary takes on what actually decides whether AI delivers value in an organization. One on why role-based structures are the real enabler, the other on what happens to teams when AI starts resolving the tickets. Here's what's planned for the evening: 17:30 - 18:00 - Arrival and first drinks 18:00 - 18:45 - AI Value Creation Starts Beyond Technology by Ralf Günthner 18:45 - 19:30 - When the Bot Takes the Ticket: Keeping Teams Effective as AI Rewrites the Rules by Dagmar Muth 19:30 - 20:30 - Networking, Open Space & More drinks\* **AI Value Creation Starts Beyond Technology** Many companies are currently investing heavily in AI agents, copilots, and automation, yet the expected gains in productivity and innovation often fail to materialize. The reason is rarely technological, but structural: classic hierarchical organizational models are not designed to collaborate effectively with learning, adaptive systems. This keynote explains why role-based work is the decisive enabler for successful AI adoption. In role-based organizations, responsibilities are clearly defined, decision rights are decentralized, and collaboration is dynamically organized, exactly the conditions under which AI agents can deliver maximum value. Drawing on current research (including McKinsey, MIT CISR, and Harvard Business School) and practical examples from industry, mechanical engineering, and chemicals, the keynote shows how companies can combine AI agents with role-based structures to: * drastically shorten implementation timelines * increase acceptance and trust in AI * enable continuous optimization instead of one-off pilot projects * significantly improve the ROI of AI investments The core message: AI does not transform organizations, organizations determine whether AI creates impact. Those who invest today in role-based ways of working, shared leadership, and decentralized decision logic build the operational foundation to not only introduce AI, but scale it strategically. **Ralf Günthner** Ralf Günthner is a transformation expert, entrepreneur, and lecturer with over 25 years of experience in digital transformation, AI, IoT, and organizational development. In his keynotes, he shows why AI value creation does not emerge from algorithms, platforms, or tools, but from leadership, culture, decision-making logic, and effective collaboration. He combines deep technology expertise with systems thinking, neuroscience, and hands-on transformation work. As Co-CEO of Team-Factory GmbH, he supports companies in anchoring AI strategically, creating orientation, and delivering sustainable impact, beyond hype and technology fixation. **When the Bot Takes the Ticket: Keeping Teams Effective as AI Rewrites the Rules** AI agents are starting to resolve incidents, write code, and close tickets. That's great for throughput, but what happens to the humans in the team? Motivation, ownership, skill development, and psychological safety don't disappear as team development topics just because productivity metrics go up. In this talk, Dagmar Muth draws on her work with engineering and product teams navigating AI-driven transformation. She shares what it takes to make AI integration work for the whole team: how to preserve ownership and purpose, keep accountability clear, and build the patterns that distinguish teams that thrive from those that merely adapt. You'll leave with a clear mental model for thinking about team health in AI-augmented setups and concrete questions to bring back to your own team or organization. **Dagmar Muth** Dagmar Muth is a systemic organizational developer and agile coach with 20 years of experience guiding teams and companies through transformation. As a co-worker of pragmatic solutions ag in Zürich, she supports organizations in finding the right setup, processes, and culture to sustain performance from vision to go-live, increasingly in contexts shaped by AI. She works with cross-functional tech and product teams, coaches leaders, and lectures on agile project management at SIB. Her particular focus right now: how organizations integrate AI without losing what makes their teams actually work. Many thanks to our **sponsors**: * Catering Sponsor: **DevOpsDays Zürich** https://www.devopsdays.ch/ * Location Sponsor: **Digicomp** https://www.digicomp.ch/ \* contact us min. 3 days prior to the event if you prefer a vegan option.

Do you want to run regularly? Together in a group? Then run with us! #### **Every Thursday, 7pm at Lochergut, Zurich** We run about 7km and adjust the speed depending on the runners who join us. For us, running isn’t just about fitness and competition, it’s about community and connection. We believe that nobody should have to run alone, and that by running together, we can push each other to be stronger and more resilient. We look forward to welcoming you to the next run 🙌

Coders Monthly is a regular gathering of programmers in Zurich interested in honing their craft. It takes place in Zuerich at Cafe Bar Pluesch (https://cafe-pluesch.ch) on the first Thursday of every month. For the members list, some pics and more, see the Coders Only (https://codersonly.org/events/coders-monthly) site. Hope to see you there! PS: Please join our Discord https://discord.gg/jWUZsKQvrz for any last minute announcements.

Dear ladies, I have a spontaneous invitation for those of you in and around Zurich for this Thursday evening. Evening of connection through the feminine, in the Belvoir park where we will connect, share, breathe and flow. Despite the heat. We will do some cooling breaths too! Weather should be nice and stable. I will go there a bit earlier and will find the best spot ahead of the time and will than share it with those of you registered. It’s free of charge, for the community. Bring along towel to lay on, or yoga mat, enough water and something to share as a picnic thereafter :). Time to be, time to flow, time to breathe. Come breathe with me - I will share too my journey with the breath with you, and how breathing and breathwork did save me back in 2018. Looking forward to sharing the beauty and power of not only the breath, but women unity. We are not a competition to each other, we are a tribe 💞. With love, Petra You can WhatsApp me at 0793074476

Hello Capitalists! This event is the meetup's regular gathering. Normally the event will be at the Insider Bar on Löwenstrasse, very near to the train station. https://www.insiderbar.ch/ We will start at 19:00. Please be constructive in your discussions, do not criticise other people's strategies and be open minded to new ideas. We're looking forward to seeing new people as well as the regulars. Thanks a lot! Andy

In this Punch Needle workshop, you'll transform simple threads into a unique work of art. Punch Needle is a modern yet relaxing embroidery technique where loops are created in the fabric using a special needle. This results in textured, soft surfaces and expressive patterns. The workshop is ideal for getting to know Punch Needle, unwinding creatively, or creating something beautiful with your own hands in a short amount of time – no prior experience necessary. At the beginning of the workshop, you'll receive a brief introduction to the basics of the Punch Needle technique. I'll show you step by step how to use the needle correctly, how to guide the thread, and how to create even loops. You'll learn what to pay attention to so that your design is neat and stable. The calm, even movement makes Punch Needle particularly relaxing and perfect for a creative break from everyday life. In the workshop, you can choose between two creative options: Option 1 – Embroider a Design You choose an existing (or your own) design and embroider it without a background. This option is ideal for beginners or anyone who wants to try Punch Needle in a straightforward way. The focus is entirely on the technique and the design itself. Here you can transform your work into a saucer. Option 2 – Design with Background Here you embroider your design including a background. This gives your work more depth and a particularly beautiful, flat texture. This option is suitable for anyone who wants to make their artwork a bit more elaborate. Here you can also transform your work into a saucer or hang it up as decoration. The maximum workshop duration is up to 1 hour. Depending on your pace and design, you can complete your work or a large part of it within this time. I will personally guide you throughout the entire workshop, give you tips, and support you with any questions or uncertainties. Everything is optional – the important thing is that you enjoy the process. All materials are included. You will work with high-quality yarns in various colors, fabric, a hoop, and a punch needle. You don't need to bring anything – except a desire for creativity. You can take your embroidered work home with you at the end, whether as a decoration, a gift, or a personal keepsake. If you're looking to discover something new, relax creatively, and create your own work of art in a short amount of time, this punch needle workshop is perfect for you. 🧶✨

### ROLL THE DICE 🎲 Some nights are carefully planned. Others ask you to surrender to chance: A random encounter becomes a lifelong friendship. A missed train rewrites your future. One tiny decision sends your story spinning in a direction you never saw coming. On July 2, we celebrate coincidence, chaos, lucky accidents, bold risks, and the beautiful unpredictability of being human. Because sometimes, the best stories begin when you **[ROLL THE DICE.](https://zurichstorytellers.ch/events/roll-the-dice)** ### AN EVENING OF STORIES For our summer season finale, we’re inviting a handful of storytellers to take the stage with true stories inspired by twists of fate, unexpected turns, lucky accidents, and beautiful randomness. No competition. No open mic. Just an evening of curated stories to carry us into the summer break. ### EXPECT A LITTLE SUMMER MAGIC Think warm summer evening, folded-open windows, stories drifting into the park, and a few surprises along the way. We’ve prepared a couple of playful moments to bring strangers together, spark unexpected conversations, and add a little extra chance to the night. Come for the stories. Stay for the atmosphere. Leave with something you didn’t expect. **THE GAME PLAN** **19:00 –** Doors open (Grab your drink—it’s on us!) **19:30 –** Welcome + Crowd-Sourced Story Building Game **20:00 –** Curated Storyteller Spotlight (4 featured tellers!) **21:00 –** Announcements & Secret Experiments **21:15 –** ZST Anniversary Games with Laura **22:15 –** Celebrate together: music, drinks, connections, laughter and more human stories by the outdoor fires. **DETAILS:** **📍 Where:** jenseits IM VIADUKT, 8005 Zurich **📅 When:** Thursday, 02 July 2026 **🕖 Doors open: 19:00 ┃ Showtime: 19:30** **🎟️ Tickets:** CHF 25 (includes a free drink) via [EventFrog](https://eventfrog.ch/en/p/theatre-stage/stage-event/roll-the-dice-zst-season-finale-7470556111122234526.html?utm_medium=email&_hsenc=p2ANqtz-8IcXkWSVxhNGQYTGZo-tpSg78Un9JMAYl0dShK0EM4V-_-itql0Hyfkr2BIDA74eBHxhl_484-HiVmEho2A-U6Qj0CJQ&_hsmi=138365452&utm_content=138365452&utm_source=hs_email)[ ](https://eventfrog.ch/en/p/theatre-stage/stage-event/storyslam-a-change-of-heart-7457430914768864060.html)or at the door **SAVE THE DATE:** **🗓️ Jul 2:** Summer Celebration; theme **Roll The Dice** **🗓️ Jul-Aug** Summer Pause **🗓️ Sept 24** StorySLAM Show - theme TBD by ZST Assoc. members

Unwind after work, clear your mind, and immerse yourself in a world of color – that's what this 1.5-hour acrylic painting workshop is all about. "After Work Flow" is a creative space where you can find peace, leave everyday life behind, and fully embrace the moment. No prior experience is necessary – just the desire to try something new and engage with color and movement. On a 30 x 30 cm canvas, you'll discover the freedom of abstract painting. There's no right or wrong, no perfect or imperfect – only your personal expression. You'll learn how colors interact, how they mix, overlap, and create new moods. It's not just about the result, but above all about the process: feeling, observing, and letting go. A special focus is placed on getting to know colors intuitively. You'll be surprised how individual hues change when combined and how much emotion can be contained in a single area of ​​color. Step by step, you'll develop your own abstract painting and learn to let go of preconceived notions. Brushstrokes also play a crucial role. You'll discover different ways to apply paint – calmly, boldly, softly, or with texture. Each brushstroke becomes a movement that lends depth and character to your painting. You're encouraged to experiment, try things out, and find new forms of expression without pressure or expectations. The workshop invites you to enter a state of flow – a place where time ceases to matter and you become completely immersed in the creative process. This is precisely where relaxation arises: when you detach yourself from your thoughts and simply allow yourself to drift. All materials are provided, including a 30 x 30 cm canvas, high-quality acrylic paints, and all necessary tools. At the end, you'll take your own abstract artwork home – a memento of a short creative break just for you. "After Work Flow" is more than just a painting course. It's a break from everyday life, a moment for yourself, and an invitation to experience color anew.

Dear All, This session is mainly for the people who want to learn kundalini yoga/meditation in a traditional way. Traditionally the master will transfer his/her kundalini energy to the student to activate his important chakras (energy centre) including Third Eye and Crown Chakra. The student can start to feel his/her Kundalini Energy is rising from their base of the spine and feeling the energy vibration(Consciousness) in the third eye (the space between the eyebrows) from the Kundalini Activation. This session is helpful for the beginners who want to learn simple yoga-meditation exercises also. This is a general session to experience your inner kundalini energy. But if you need proper kundalini activation(Shaktipat), then pre-registration is mandatory. **What is included in this session?** Simple stretching practices for Hip and Spine (not complicated, even beginners can do) Kundalini Breathing Techniques Sound Energy (Mantra) Meditation Energy Healing Techniques Formal Kundalini Activation (optional and only for pre-registered people) Chakra Meditation Yoga Nidra (Relaxation) **Some of the benefits of Kundalini Energy Activation are:** Keeps the body healthy Mind attains its natural peaceful state, so the meditation becomes easy. Breathing pattern will be harmonized Stress release and peace Clear & sharp intellect More intuition Inner happiness Clairvoyance and Clairvision and to the ultimate SELF realization (which will lead to the blissful state - our true state) with enough years of practise **DONATION BASIS** **About the Teacher who conducts this session:** The kundalini wisdom teacher Jayaprakash is practising kundalini yoga since 2005 under the guidance of Self Realized Indian Master "GuruMahan". He is teaching kundalini yoga since 2008 as part of a non-profit organization "Maha Shakthi Yogam Switzerland". He teaches Yoga/Meditation/Pranic Healing/Stress Relief courses in various places of Germany and Switzerland. He is the authorized kundalini yoga wisdom teacher from UPF(India) to give kundalini initiations (Shaktipat) with the Grace and Protection of his Master. All these events are conducted for non-profit purpose. Donations are collected on behalf of Swiss non-profit organization (Verein) "Maha Shakthi Yogam - Switzerland" **Eligibility:** Anyone can attend the session even if they don't have previous yoga/Meditation experiences. **Dress:** Wear a comfortable dress if possible yoga dress. We provide the yoga mat. **Please RSVP only you are really interested and coming ! Limited Seats !** **About Kundalini Shaktipat:** In every human being there is a source of natural energy that the yogis call the kundalini. In order to evolve in the yogic path, no matter what our path, the kundalini must be active. For most of us, the kundalini lies dormant at the bottom of the spine in the base chakra known as the Muladhar. When it awakens, it ascends through the chakras until it reaches the highest chakra, the Sahasrar. When that occurs, we merge with our True Self and attain SELF realization (our true nature). Shaktipat is the transfer of spiritual energy from the teacher to the student in order to awaken the kundalini. This process is compared to lighting one candle with another that is already lit and glowing. When the teacher is connected with the fully realized master and the energy is completely within his or her control, shaktipat initiation ensures that the student’s energy will remain active and stable. "Electricity is present everywhere, but there can be light only when the switch is turned on. Similarly the true master manifests the consciousness in the disciple through shaktipat.” **HAPPINESS is our TRUE Nature, which comes from within not from outside !**

Welcome to the Competitive Play Session. This session takes place every Saturday from 10:45 to 12:15 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Players are accepted into the session based on skill suitability. This session is for experienced players looking for quality games. Play is focused on doubles with a competitive mindset and consistent rallies. You should be comfortable smashing, return smashes and keeping up a moderate tempo throughout the session. New players and those who are new to badminton are welcome to join the PM Session (Open Level Play). Payment can be made via TWINT after the session.

Come enjoy the magic of improvisation theatre! Give us inputs, and watch us act out your inputs this Friday 3rd July! Students of four different Storylabor improv theatre courses are on stage, and the teachers are doing a jam for desert. Anything can happen, but there's a strong chance for fun & games, stories & socialising in a community of the friendliest people from all around the world! **One drink included in the ticket price!** 🥂🍷🍸🍹🧉🍺🍻🥃🤗 Theater Ida, Aargauerstrasse 80, Zürich, (at the rear left corner of the Basislager areal) Doors & Bar open at 7 pm. Show starts at 7.30 pm **Tickets** 15 CHF including Drink [www.storylabor.ch/shows](https://www.storylabor.ch/shows)

Join us in celebrating ’Murica in Switzerland the way the Founding Fathers almost certainly would have wanted: sweating, floating, drinking, and grilling meat. We’ll start with a short run through Zürich — because freedom isn’t free, and neither is cardio — before trading pavement for patriotism and floating down the Limmat on inflatable vessels of liberty, fueled by decidedly non-American beer. After the float, we’ll gather for circle, questionable songs, and a BBQ dedicated to the timeless American art of turning perfectly good meat into charcoal. Because if there’s one thing more American than celebrating independence, it’s exporting the celebration to a neutral country and making it everyone else’s problem. ⚠️ MANDATORY EQUIPMENT ⚠️ 🩱 A BATHING SUIT — We ARE floating down the Limmat after the run, but we're skipping the nude section of Werdinsel, so come dressed to get wet. 🛟 A FLOTATION DEVICE — Inflatable flamingo, rubber ring, pool noodle, inflatable Uncle Sam, a repurposed keg, your own sense of self-worth — whatever keeps you vaguely above water. You don't have to bring one. You can just sink. That's also an option. We'll pour one out for you at the On-On. But if you DO bring one, make it enormous and humiliating — the bigger the inflatable the more beer you receive at the circle, and that's basically the entire point of being alive. Bonus down-down to whoever brings something bald eagle themed in honor of 250 glorious years of America doing America things, even in Switzerland. Down-downs will be awarded for: arriving without a flotation device, arriving with a flotation device that is *too tasteful*, anyone who says "but the Swiss don't celebrate the 4th of July" (YOU DON'T SAY), and anyone whose inflatable sinks before the On-On. **Where**: See location. Typically within Zurich Zone 10. Look for English speakers wearing running gear. **When:** We'll meet at 1:50 pm to start at 2:00 pm. There's a charge of CHF 5 for participating, which covers all you can drink beer/cider (and non-alcoholic alternatives) plus snacks afterwards. **All Welcome:** If you are new, curious, and want to get out of the house, stretch your legs, talk shit, enjoy a drink, and hopefully a laugh, then here's what you need to know: • We are a social running/walking group, physical fitness is not required, but a sense of humour is useful. • The aim is to find the '*Beer Stop*' at the end of the '*trail*' and have fun. • 'True Trail' is typically 4-7 km. Some will go less (especially those walking or walk/running), and some over-achieving fast runners will go further. • The '*Hare*', which changes each event (along with location), cleverly lays the trail (typically with flour marks) so that everyone reaches the end at the same time. • There is always a place to deposit your bag and sometimes a place to change. • **After Trail**, we group for \~20-40 minutes for drinks, snacks, and some fun. This '*Circle*' is typically outside, so leave something warm in your bag in winter (and bring a flashlight when it's dark). If you don't want to stand around drinking afterwards, you can head home. We occasionally all go to a restaurant afterwards. **Why bother leaving your warm & dry sofa?** If you enjoy getting outside, being around people, and doing something a bit different, you will probably enjoy hashing. Exercise is important, and this is probably the least boring way to get it. 'Hashing' and the idea of some physical activity to work up a thirst, have been around for almost 90 years and there are groups (*Hashes*) in most major cities. Its humor and 'traditions' can be explored on the internet - **or you can just come along and find out.** *See you there.* We are of many nationalities, all ages, full of misfits and idiots (at least there is no one taking themselves seriously!) and always welcome newbies 'Virgin Hashers' and visitors from other groups. For more about Zürich Hash House Harriers, check out [www.zh3.ch](http://www.zh3.ch/) ( [http://www.zh3.ch/](http://www.zh3.ch/) )

Welcome to the Open Level Play Session. This session takes place every Saturday from 10:45 to 12:15 at the Yonex Badminton Hall Hardbrücke. The number of players on the waitlist one week in advance determines the number of courts booked. If you are on the waitlist but can no longer attend, please remove yourself as early as possible. Open to players of all skill levels. This session is for doubles with a relaxed and social focus. Ideal for casual play, improvement and meeting new players. Payment can be made via TWINT after the session.

Whether you've never done improv before, or you've done it for so long you were quoted in *Truth in Comedy*, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup**! The idea behind improvised comedy is to create entire scenes from scratch. A suggestion is taken from the audience and laughter is built on the spot. This can be done in game form, like *Whose Line Is It Anyway, Make Some Noise,* or *Wild 'n Out*; it can also be done in a longer way, to tell a complicated story, like *TJ & Dave*. Our meetup, which is central Ohio's longest running (and FREE!) weekly comedy event, brings the games for you to play in a safe, supportive, and compassionate environment. Afterward, many members will hang out in *Gresso's* itself and get to know each other. Not only is this a lot of fun, but you get to work on thinking faster on your feet, your public speaking, plus it's an excellent way to meet new people and build relationships that will last a lifetime, and you do that while laughing your butt off! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "*Yes, And*" that you'll have a blast!

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

Topic to be announced. **CALL FOR SPEAKERS** Learn more: 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/ **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

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. 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 created by the Dianetics & Scientology life improvement center.

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

We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!