Collaboration

**Hi Ceph Berlin Meetup Cephalopods !** Let's get in touch and meet again in Berlin ! As always, it's about exchanging ideas about Ceph, what Ceph is, the latest developments in the community, and what you do or plan to do with Ceph. Please, check the themes list below for what you want to add - let me know or let's discuss it in the \`discussions\` or via \`chat\`. However, don't be shy - we all learn although some of us may be more experienced and those will be the source of your learning and experience. **We have for the actual themes this round (for now):** **Ceph intro for newbies ( 17:50 - 18:40 ): This is \*before\* the main meetup.** * What is Ceph - Ceph intro for newbies - watch out for additional invite, published separately **Main meetup ( 18:50-20:50 or longer ):** * perhaps, Ceph Days London results * no specific themes yet - please suggest or volunteer !!! * anything that's on your mind about Ceph **A little bit of housekeeping upfront:** * there will be no recording * presentations will be shared - if there are some and if it's possible * drinks and food is up to the participant :-) - so feel free to take your favorite drink and snack - we can arrange some beverage * if you have something to bring to the venue and share - food is always welcome ⇒ but check for the number of people planning to attend in person * **as we did at some time in the past too, perhaps plan for a beer/somethingElse (or two) as the "after-show" in the area around the location** **Any changes required ? Anything we should do differently ? Do you want to suggest a better time ? Any thoughts and suggestions are welcome.** Somebody has room for us and wants to offer a location to meet - let us know, the \`discussions\` is the place to do this. Since the location for in-person might be not shown, here it is: **Red Hat, ℅ Design Offices,** **Leipziger Pl. 16, 10117 Berlin** **We'll meet on June 29th 2026 in front of the main entry facing the Leipziger Platz, between 18:40-18:50, so please be on time or give me a call on +49-160-92654111 in case you're late.** **Important: Give me a call if you are late ! You cannot enter the building or come to the office on your own.** Watch out for somebody with a red hat. **Please, RSVP before Sunday 28th 2026, so that we can learn how many people will join.** See you soon ! Matthias.

Laboratori di improvvisazione teatrale in italiano — ogni lunedì sera. nessuna esperienza necessaria, nessun testo da imparare — si improvvisa insieme Aperto a tutti, indipendentemente dall'esperienza: che tu sia alle prime armi o abbia già calcato un palco, troverai un gruppo caldo, energico e sempre pronto a giocare. Sempre ridendo si lavora sulla presenza, sull'ascolto, sull'istinto. Ci si diverte davvero. Drop-in 20 euro: possibile iscrizione, a cicli oppure vieni quando puoi. Ogni lunedì, 19:30–22:00 · Art Space in Exile, Hotel Continental (Elsenstraße 87) Per info: [berlinoitaliaimprov@gmail.com](mailto:berlinoitaliaimprov@gmail.com)

**Join us for a CX Roundtable event at Soho House Berlin!** 📩 **Please note**: Attendance for attendees from app publishers only (your company must have an app) and if you have registered and received a **confirmation email** from our partners at Airship. **[Register now to reserve your spot](https://www.airship.com/events/cx-leaders-roundtable-berlin-2026/?utm_medium=partner&utm_source=customlytics&utm_campaign=260629_event_cx-roundtable-berlin_emea)**: Customlytics, Airship and Zeotap are teaming up for an exclusive Roundtable event designed for marketing decision-makers at mobile-first and app-driven companies. 🚀 Join us for an invite-only roundtable and networking session with companies such as GetYourGuide, ZEIT ONLINE, REWE Group, Onefootball, congstar & Co. dedicated to one thing: **the real, tangible and practical impact of AI on customer engagement.** ☀️ Kick off your Monday with good conversations at Soho House Berlin. We can’t wait to welcome you!

**Touch and Move: Improvising Contact, creating Community** with ***Jochen Kleres and/or Zahiro Ji*** for **GBTQ men\*** **[BOOK A TICKET!](https://wearevillage.org/en/shop/touch-and-move/w27-2026)** **Member: 10 €** **Non Member: 15 €** This is a class for GBTQ men\* with all levels of experience, from total newbies to advanced. We meet and begin by checking in with each other, followed by a guided exploration moving from somatic practice to contact dance improvisation. This all culminates in opening the space for the free flow of dancing and explorations in duos, trios and as a group. Bodywork will help us to warm down at the end and integrate what we experienced. Dance is our way to create a space for exploration: what happens when queer men’s bodies meet and get in touch without any expectations and intentions? In Contact Improvisation, touch is the source of finding dance movements. It helps you to be open to the here and now, to surprises, to letting go of performing roles, meeting expectations, and following scripts. Any movement can be part of this dance, no matter how simple – we literally move any way we feel. This creates a conversation without words, simply through our moving bodies. Feeling ourselves by sensing others can create nourishing bonds of community as much as it liberates us. We emphasise consensus, respect, diversity of people and energies, listening, and a non-judgmental space. **General Information** • Wear comfortable clothes. • We’ll speak English and/or German, depending on the needs of the group. • This event is one of two free events included each month in the membership programme. 🔵 Dies ist ein Kurs für GBTQ Männer\* mit allen Erfahrungsstufen, von absoluten Neulingen bis zu Fortgeschrittenen. Wir treffen uns und beginnen mit einem gegenseitigen Kennenlernen, gefolgt von einer angeleiteten Erkundung, die von somatischer Praxis zu Kontakttanzimprovisationen führt. Von hier aus öffnen wir den Raum für den freien Fluss des Tanzes und der Erkundungen in Duos, Trios und als Gruppe. Mit Hilfe von Bodywork wärmen wir uns zum Schluss auf und integrieren das Erlebte. Tanz ist unsere Art, einen Raum für Erkundungen zu schaffen: Was passiert, wenn sich die Körper queerer Männer treffen und ohne Erwartungen und Absichten in Berührung kommen? In der Contact Improvisation ist die Berührung der Ursprung, um Tanzbewegungen zu entdecken. Sie hilft dir, offen zu sein für das Hier und Jetzt, für Überraschungen, für das Loslassen von Rollen, Erwartungen und Vorschriften. Jede Bewegung kann Teil dieses Tanzes sein, egal wie einfach – wir bewegen uns so, wie wir uns tatsächlich fühlen. So entsteht eine Konversation ohne Worte, einfach durch unsere bewegten Körper. Uns selbst zu spüren, indem wir andere spüren, kann ein ebenso wertvolles Gemeinschaftsgefühl, wie ein Gefühl von Befreiung schaffen. Wir legen Wert auf Konsens, Respekt, die Vielfalt der Menschen und Energien, das Zuhören und einen urteilsfreien Raum. **Hinweise** • Trage bequeme Kleidungen • Je nach Bedürfnissen der Gruppe werden wir Deutsch und/oder Englisch sprechen. • Diese Veranstaltung zählt zu den zwei kostenfreien Veranstaltungen pro Monat für Mitglieder.

**Hi Ceph Berlin Meetup Cephalopods - and especially newbies to Ceph!** **Before we start** our main meeting on **Monday June 29th 2026**, I could offer a **short introduction for people new to Ceph**. **If you are interested in a 50 min overview before the main meetup starts, please, reserve time from 17:50 to 18:40 and RSVP for attending in person. This will not be an online meeting.** **Red Hat, ℅ Design Offices,** **Leipziger Pl. 16, 10117 Berlin** **We'll meet on June 29th 2026 in front of the main entry facing the Leipziger Platz, between 17:30-17:40, so please be on time or give me a call on +49-160-92654111 in case you're late.** Watch out for somebody with a red hat. **Important: Give me a call if you are late ! You cannot enter the building or come to the office on your own.** Remember: RSVP is required so that I have an understanding whether there will be people interested in this pre-meetup meetup :-).

**Confessionals: Writing Through Shame and Fear of Being Seen** with ***Djibril Sall*** for **LGBTQIA+ Queer Migrants** **[Free event with registration](https://wearevillage.org/en/shop/queer-bridges-monday/w27-2026)** 🔵 This writing workshop is an invitation to work with confession as a practice of release—something that you do for yourself and not under an authority. Together, we’ll use writing to move through shame and the fear of being seen, transforming what has been held tightly or silently into something you can shape, hold, and let go of. This is a space for experimentation, care, and risk, where confession becomes a tool for self-recognition rather than self-erasure. **Queer Bridges: Forging connections and providing resources for LGBTQIA+ people with experiences of migration and/or displacement.** Queer people with experiences of migration and/or displacement in Berlin often face unique challenges in their daily lives that can limit their access to supportive communities and inclusive environments. With the support of the **Deutsche Fernsehlotterie Stiftung**, we have developed the Queer Bridges program to overcome these barriers. We provide resources, networking and support in a welcoming environment for queer immigrants and refugees through our special program. Our goal is to foster a sense of belonging to the local LGBTQIA+ community, enabling smooth integration and an improved quality of life for queer folks with experiences of migration and/or displacement. ✅ Our **Queer Bridges** program will continue to evolve and we are always happy to hear about your needs. If you are interested, you can send us an e-mail to stay informed about further updates. **General Information** **Participants**: This workshop is for all who identify as LGBTQ+ and have experienced migration and/or displacement. If you don’t share these experiences but are interested in joining please reach out to us first to see if space is available. We ask that all participants respect the program’s core focus and contribute to fostering an open respectful space. **Registration**: This event has limited spots available. Registration through our website is therefore required. **Language**: English every language is welcome. **Cost:** The event is free of charge. 🔵 **Confessionals: Schreiben durch Scham und die Angst, gesehen zu werden** mit ***Djibril Sall*** fur **LGBTQIA+ Queere Migranten** ##### [Kostenlos mit Anmeldung](https://wearevillage.org/shop/queer-bridges-monday/w27-2026/) Dieser Schreibworkshop lädt dazu ein, Geständnis als eine Praxis der Befreiung und Selbstwahrnehmung statt des Urteils zu erforschen. Durch das Schreiben bewegen wir uns durch Scham, Verletzlichkeit und die Angst, gesehen zu werden, und schaffen Raum für Experimentieren, Fürsorge und Transformation. **Queer Bridges: Verbindungen schaffen und Ressourcen für LGBTQIA+ Menschen mit Migrationserfahrung bereitstellen.** Queere Menschen mit Migrationserfahrung in Berlin sehen sich in ihrem täglichen Leben oft mit besonderen Herausforderungen konfrontiert, die ihren Zugang zu unterstützenden Gemeinschaften und integrativen Umgebungen einschränken können. Mit Unterstützung der **Deutschen Fernsehlotterie Stiftung**, haben wir das Programm Queer Bridges entwickelt, um diese Hürden zu überwinden. Wir bieten Ressourcen, Vernetzung und Unterstützung in einem einladenden Umfeld für queere Migrant\*innen und Geflüchtete durch unser spezielles Programm. Unser Ziel ist es, ein Gefühl der Zugehörigkeit zur lokalen LGBTQIA+ Community zu fördern und damit eine reibungslose Integration sowie eine verbesserte Lebensqualität für queere Menschen mit Migrations- und/oder Fluchterfahrung zu ermöglichen. ✅ Unser **Queer Bridges** Programm wird sich stetig weiter entwickeln und wir freuen uns auch jederzeit von Euren Bedarfen zu hören. Bei Interesse könnt ihr uns eine E-Mail schicken, um über weitere Aktualisierungen informiert zu bleiben. **Hinweise** **Teilnehmende**: Dieser Workshop richtet sich an alle, die sich als LGBTQIA+ identifizieren und Migrations- und/oder Fluchterfahrung erlebt haben. Wenn ihr diese Erfahrungen nicht teilt, aber dennoch an einer Teilnahme interessiert seid, meldet euch bitte zuerst bei uns, um zu klären, ob ein Platz frei ist. Wir bitten alle Teilnehmenden, den Schwerpunkt des Programms zu respektieren und dazu beizutragen, einen offenen, respektvollen Raum zu schaffen. **Anmeldung**: Für dieses Event stehen begrenzte Plätze zur Verfügung. Eine Registrierung über unsere Website ist daher erforderlich. **Sprache**: Englisch **Kosten**: Die Teilnahme ist kostenlos.

**Open Platform for Writers to connect, share & grow. Together.** ‍ We create a safe space to be creative, connect through writing and give and receive feedback from each other. Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.

Communicative, collaborative and creative drawing sessions. Participants draw a central still-life that the group can create themselves until the music track finishes and then pass it to the person on their left. The drawings change hands 3 to 5 times and the end results are always inspiring. After the collaborative warm-up participants can work individually on printing techniques, Mono -printing, tetra-pack or gelli. -printing. Feel free to try out a process that you are unfamiliar with. There will always be somebody to offer advice if necessary Bring A4 paper, and favourite materials, pencils & brushes. You can also use some studio materials in exchange for a small contribution. A fun but informative approach with consistently creative results!

Welcome to Sunday Tech Coffee. This is a **networking** event for those in the tech industry in Berlin. We are usually inside and to the right. Ask the barista/bartender if you can't find us.

**The AWS Women’s User Group Berlin** is thrilled to invite you to our upcoming meetup sponsored by Storm Reply focused on **Building production-ready AI agents for real-world impact.** Join us for a deep dive into how to build, observe, and evaluate AI agents at scale. You’ll also see how these ideas come to life in a real-world climate-smart agriculture solution that turns weather forecasts into actionable field guidance. Whether you’re building agentic systems today or planning what comes next, this meetup will give you practical insights into making AI agents work in production. **Speaker Info** **Keynote Talk** **Speaker:** Tetiana Senna **Position:** Team Lead / Senior Project Manager, Storm Reply **Talk Title:** Trust, but Verify: Observability and Evaluations for AWS Agents **Abstract:** Getting an AI agent to work in a demo is easy. Knowing whether it still works in production - after the next prompt change, the next model upgrade, the next edge case - is the hard part. Unit tests don't cover non-deterministic behavior, and manually reviewing a handful of runs doesn't scale. This talk walks through the two practices that close that gap: observability (understanding what actually happened inside your agent) and evaluation (deciding whether the outcome was any good). We'll dig into Amazon Bedrock AgentCore's Observability and Evaluations capabilities, compare the proven evaluation approaches - built-in LLM-as-a-Judge evaluators for automatic quality monitoring, and custom evaluators for business-specific correctness checks - with a candid look at what each one is good for, where it falls short, and what it costs to run at scale. We'll also take a close look at AgentCore Optimization, AWS's newly previewed feature in this space. **Applied Agentic AI Talk** **Speakers:** **Vidhu Mitra Malladi:** Senior Software Engineer, Yara Digital Farming **Chamika Hasanthi:** Senior Software Engineer, Yara Digital Farming **Talk Title:** Weather Risk Intelligence Agent for farmers & Agronomist Abstract: Unpredictable weather events — heavy rainfall, drought, frost, and heatwaves pose significant risk to crop yield and fertilizer efficiency. While forecast data is widely available, it is rarely translated into timely; field-level guidance farmers can act upon. Using AWS AgentCore framework and AI capabilities, we can turn weather predictions into clear agronomic actions, supporting climate-smart agriculture at scale. **You'l learn:** * Implementation of the solution using AWS Agent Core framework * Architecture of the project. 🗓️ **Event Details:** \- Date: Tuesday\, June 30th \- Venue: Storm Reply GmbH\, [address](https://www.google.com/maps/place/Storm+Reply+GmbH/@52.5012692,13.368852,17z/data=!3m1!4b1!4m6!3m5!1s0x47a851119af460c5:0x35e34ba578e8b1ec!8m2!3d52.5012692!4d13.368852!16s%2Fg%2F11gg9298pv?entry=ttu&g_ep=EgoyMDI2MDUxNy4wIKXMDSoASAFQAw%3D%3D) \- Time: 06:00 PM \- 9:00 PM Doors open at 6:00 PM Food & drinks will be provided. 📋 **Program Schedule:** **18:00** \- Registration and Welcome Networking **18:20** \- AWS Women's User Group Welcome **18:30** \- "Trust\, but Verify: Observability and Evaluations for AWS Agents" **Speaker:** Tetiana Senna, Team Lead / Senior Project Manager, Storm Reply A practical session for anyone working with AI agents on AWS who wants the confidence to put them in front of real users. You'll leave with a clear framework for monitoring agents in production and a concrete approach to evaluating their behavior over time. **19:15 - 19:30** Break **19:30** \- "Weather Risk Intelligence Agent for farmers & Agronomist" **Speakers:** Vidhu Mitra Malladi, Senior Software Engineer, Yara Digital Farming & Chamika Hasanthi, Senior Software Engineer, Yara Digital Farming Discover how AI agents can transform weather forecasts into actionable, field-level farming guidance. **20:10** \- Q&A and closing remarks **20:15 - 21:00** Networking, food & drinks 🎟️ **RSVP** Don't miss this excellent opportunity to connect with Tetiana, Vidhu, the AWS WUG Team and a thriving community of cloud enthusiasts and professionals. Secure your spot by RSVPing now! Seats are limited! Please note that this user group is specifically for WOMEN and FLINTA\* (female, lesbian, inter, trans\*, non-binary, and agender) only. Please also check out the AWS User Group Berlin. \*\*\*\*\*\* 🚨Attention🚨 This meetup is hosted at Storm Reply GmbH and attendees must be registered to go through building security. Make sure you bring an ID card with you, and you register the event with a valid name that matches to your ID. Media and Consent: We inform all attendees that photographs and videos will be taken during the meetup and will only be used by the event organizers for documentation and promotional purposes. By RSVPing to this event you are consenting to our media policy. Please let the organizers know if you do not want to be in the pictures/videos. Thank you very much for your cooperation! \*\* The AWS Women’s User Group is the very first official women-centric AWS User Group in DACH and EMEA. This group serves as a secure and supportive platform for women who want to share their AWS knowledge, passion for cloud computing and advance their career through targeted learning opportunities. We extend a warm invitation to FLINTA individuals who are interested in being part of our User Group. Code of Conduct: At the AWS Women's User Group in Berlin, we have a strong and unequivocal code of conduct in place to create a safe and empowering environment for all.

Hello! I’m organising a coworking + socialising session for all of us who are working on projects (e.g. our own creations, freelance or remote work) but don't feel like sitting alone at home. 🙂 To ensure that we have time for both socialising AND working, we will be using the so-called “Pomodoro” technique: **50 mins deep work** (silent), followed by **10 mins break** to socialise. And then repeat! You are welcome to join whatever your personal background is, and whatever project you are working on. I (the host) speak English and German, so either language is fine. ——————————————————- AGENDA: * **Short Intro** Tell us who you are and share something about what you will be working on today * **Pomodoro Session** \- 3x \(3h\) Each Pomodoro session consists of 50 mins focused “deep work” (no talking, no interruptions, **phones on silent mode**) -> then 10 mins break: a chance to share your progress with others -> Repeat * **15 mins Wrap Up** Celebrate what you achieved and get to know others 😊 ———— Wifi + power plugs are available - but best to bring a fully charged laptop, just in case 🙃 You **do not** have to pay anything. But since we are using the café space, it is common courtesy to buy at least one drink (coffee costs roughly **4 Euros**).

Join us for chill outdoor beach volley! 🏐 ☀️ 🏖️ 🍻 This event is for everyone who enjoys chill games and is not a *complete* beginner (A1.5+). We play 3v3 (or 4v4) with beach rules. There are no trainers at this event. Register via [the simultaneous event](https://www.meetup.com/berlin-volley/events/) for higher-level 2v2 matches (F1+). After playing, you can join us for socials with drinks and snacks at the bar area. We often play a social deduction game, which you're also welcome to join. It's recommended that you come 10 minutes early so you have time to change and find the fields. If it is your first time, 15 minutes might be even better. You can join whatever court you like and move between courts during the event. We self-organize, so once you finish a game, you can start a rematch, mix with another court, or take a break as you see fit. Upon arrival, join the warmup happening on one of the courts. Join our WhatsApp community via [https://volley.berlin/61](https://volley.berlin/61) Follow us on Insta at [https://www.instagram.com/berlinvolleyball](https://www.instagram.com/berlinvolleyball) **Rules**: Do not join if you have an infectious disease. **Venue**: We play at [Beach 61](https://beach61.de/). There are toilets and showers, but no lockers. There is a bar that sells drinks and snacks. **Payment**: You pay in advance via Meetup. Payment via PayPal or Urban Sports Club is not possible. **Refunds**: The venue does not provide refunds. Thus, we cannot refund you either, even in cases where the event is canceled due to bad weather. If you know you can't make it in advance, you can try selling your spot to someone else via WhatsApp or the comment section. You get a full refund if the event gets canceled due to poor attendance. Pictures might be taken and shared publicly, such as on Meetup or Instagram. You can opt out by letting the organizer know you do not wish to be photographed. By RSVP'ing to this event, you acknowledge and agree to the following: Participation in this volleyball event is at your own risk. The organizer is not responsible for any injury, loss, or damage sustained during the event, whether caused by negligence or otherwise. You are aware of the inherent risks involved in park volleyball and voluntarily assume these risks. You agree to hold the organizer harmless from any claims, liabilities, or expenses arising from your participation, including any medical costs. Share anonymous feedback with the organizer via [https://www.admonymous.co/entropy](https://www.admonymous.co/entropy)

We're helping spread the word about the upcoming Berlin FinOps Foundation Meetup and would love to see more of our Meetup community there. Please note: **registration is handled by the FinOps Foundation**, not through Meetup. Secure your spot here: [https://community.finops.org/event/berlin-finops-foundation-meetup-july](https://community.finops.org/event/berlin-finops-foundation-meetup-july) The event brings together FinOps practitioners, cloud cost leaders, and community members for networking and knowledge sharing. If you're interested in FinOps, cloud financial management, or connecting with peers in the Berlin area, this is a great opportunity to join the conversation. We're also excited that Henrique Amorim, who recently started as the FinOps Foundation's EMEA Community Lead, will be joining this event. Henrique is eager to connect with the community, share ideas, and discuss the future of the FinOps community across Europe. Bring your questions, feedback, and thoughts on where the community should go next. Register via the FinOps Foundation event page above and we'll see you there.

Hi everyone! We're Jared and Petria Walker, local real estate investors based in Columbus, Ohio, with a passion for short-term rentals and hospitality. We're looking to start a casual monthly Columbus-area meetup for entrepreneurs, investors, real estate professionals, and anyone interested in short-term rentals to share ideas, discuss market trends, learn from one another, and build meaningful relationships. Whether you're just getting started or have years of experience, we'd love to connect, collaborate, and grow together. We believe some of the best opportunities begin with great conversations. See you soon!

Our next much-awaited **COLUMBUS** meetup is **Tuesday June 30th from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Bring your Raspberry Pi, Arduino, microcontroller, or any other electronic project and join fellow electronics makers for a night of creativity and collaboration! This session is open forum to share your current projects—whether complete or in progress, it’s all interesting! Whether you’re deep into embedded systems, exploring new ideas, or just getting started, you’ll find a welcoming space to collaborate, share, and get inspired. **New to electronics or curious about tinkering?** You’re absolutely welcome. If you’re a beginner and want to experiment, I’ll have a couple of starter kits available so you can try things out—whether that’s blinking your first LED, putting something on a display, or experimenting with simple sensors. No pressure and no experience required—just an interest in learning and building. While we continue to pursue a more permanent venue for this Meetup, we’ll be using public library facilities based on availability.

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

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.

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.