Computer Vision

**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.

Welcome to Wet Chickens Comedy - The CREATIVE Open Mic that isn't like any other Open Mic! Comedians aren't allowed to use any old material - NEW JOKES ONLY! And in case they do old jokes. they will get wet, because the host will spray them with a toy water pistole!* *or with something else, but we will! When? Every Monday from 8PM Where? Agata Bar, Weichselstr. 55 in Berlin, Neukölln How much? Its FREE, just get you a reservation, because they might be SOLD OUT soon Doors: 19:30 Show: 20:00 *Reservations are only kept until 19:50, so please arrive before that for assured seating.

**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 :-).

**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.

Dear VRBLN Members, Our next event is coming up. This time in collaboration with [XRCC](https://www.xrcc.events/) the biggest [XR hackathon](https://www.xrcc.events/xrcc-2026) in Europe. All the international folks that join the hackathon and conference are invited. Enjoy listening to interesting speakers, trying out the latest XR hardware and demos, meeting global & local XR folks. **Speakers:** 1. [XR4EUROPE](https://xr4europe.eu/), Shaping a United European XR Ecosystem, [Michael Barngrover](https://www.linkedin.com/in/michaelbarngrover/), Managing Director 2. 3D Gaussian Splatting & Demo on Quest3, [Jonas Bernien](https://www.linkedin.com/in/jonas-ber-956607885/), Developer **Call for Demos:** Reach out to [demo@vrbln.de](mailto:demo@vrbln.de) if you want to showcase your demo. **Affiliate Links:** bHaptics offers a discount for VRBLN Members. Contact [affiliate@vrbln.de](mailto:affiliate@vrbln.de) for details. **Free Drinks & Networking:** Location Sponsor: [mdh Mediadesign Hochschule](https://www.mediadesign.de/de) Drinks & Insurance Sponsor: [EDFVR e.V.](https://edfvr.org/) Cheers, VRBLN When you attend the event, you agree to this code of conduct: [http://berlincodeofconduct.org/](http://berlincodeofconduct.org/) LinkedIn: [https://www.linkedin.com/groups/8152606/](https://www.linkedin.com/groups/8152606/) Meetup: [https://www.vrbln.de](https://www.vrbln.de/)

**📢 WICHTIG 📢** **Diesmal treffen wir uns in einem neuen Ort: KALLE HALLE Markthalle in Neukölln. Wir werden an den langen Tischen in der Mitte des Saales s**itzen. Wir bitten euch um eure Mithilfe, indem **ihr** **ein Ge**tränk oder ein Gericht bei den Restaurants bestellt. Vielen Dank.

## Wo & Wann? **JEDEN MONTAG** findet die offene Lesebühne des Autorenforums Berlin statt (außer an Feiertagen) **BEGINN**: 20:00 Uhr **ANMELDUNG zum Lesen: ab 19:30 Uhr** beim Moderator des Abends – siehe [Termine](http://autorenforum-berlin.de/wordpress/termine/); Die Teilnahme an der Veranstaltung ist kostenlos. **SCHWARTZSCHE VILLA** **Großer Salon** Direkt am S/U Rathaus Steglitz Grunewaldstr. 55 Der offene Leseabend stellt das Herzstück des Autorenforums e.V. dar. Er steht nicht nur Mitgliedern, sondern grundsätzlich jedem Autor und jeder Autorin offen, der gerne einen unveröffentlichten Text vor Publikum präsentieren möchte. Auch Kritik kann jedermann üben. Wer lieber zuhören möchte, kann einfach am Montagabend um 20.00 in der Schwartzschen Villa erscheinen. Für Lesewillige gilt die unten stehende ausführliche Information (mündliche Anmeldung ab 19:30 Uhr). *Unfortunately at the moment, it's only possible to present German texts. Unpublished texts that are already translated into German are highly welcome!* ## Was erwartet Sie? Im Großen Salon der Schwartzsche Villa treffen Sie auf einen Kreis von Literaturbegeisterten, die Ihrem Text eine ernsthafte und fundierte Kritik spenden. Das Publikum wechselt. Es ist gemischt, geeint durch das Interesse an Texten. Die Autorinnen und Autoren des Abends lesen aus ihren bislang unveröffentlichten Kurzgeschichten, lyrischen Texten, Erzählungen, Romanen, manchmal auch aus Theaterstücken. Die Autoren stellen nicht sich selbst, sondern ihre Texte der Kritik. Wir verstehen uns als Arbeitsbühne. Deshalb wird bei uns nach den Lesungen nicht geklatscht. Die Texte werden nach der Lesung des Autors auf handwerkliche Stärken und Schwächen „abgeklopft“. Es geht im Forum daher nicht um weltanschauliche Debatten. Im Idealfall hat der Autor/die Autorin nach einer Lesung und der Kritik verstanden, wo die Stärken und Schwächen seines Textes liegen, woran es seinem Text noch fehlt, was er ändern sollte und wo er bei seiner Überarbeitung ansetzen kann. Der Abend endet gegen 22.00. Im Anschluss können Sie mit den Autoren im Café der Schwartzschen Villa noch ins Gespräch kommen und manches aus dem Literaturbetrieb erfahren. Wir sind im Kontakt auch mit namhaften Vertretern desselben. Also – nicht gleich verschwinden! Dranbleiben. Reden Sie mit den Forumianern! ## Sie möchten selbst lesen? Wenn Sie selbst im Autorenforum lesen wollen, gibt es einige Dinge zu beachten. Wir bitten Sie sehr herzlich, sich mindestens einmal vor Ihrer ersten Lesung bei uns mit unseren Gegebenheiten vertraut zu machen. Ihren Lesewunsch können Sie dann ab 19.30 Uhr (Einlass) bei der Moderatorin oder dem Moderator eines Leseabends anmelden. **Wir weisen ausdrücklich daraufhin, dass über die Annahme und Reihenfolge der Lesungen die jeweiligen Moderatoren entscheiden und es NICHT zwingend nach der Reihenfolge der Anmeldungen geht!** In der Regel reicht die Zeit nur für drei Autoren je Abend und die Nachfrage ist oft recht hoch. Falls Sie einen lyrischen Text vortragen möchten, bringen Sie bitte mindestens 10 (zehn) Kopien mit, damit Ihr Publikum mitlesen kann. Die Kopien erhalten Sie selbstverständlich zurück. # Wie üben wir Textkritik? Nach der Idee von Maik Turni ## **Anschleichen** **Wie wirkt der Text auf mich?** (Keine Angst vor Adjektiven! ) **Was habe ich gehört?** (Zusammenfassung (Nacherzählung)) **Was blieb unverstanden** (akustisch oder logisch) ## **Unter der Lupe** **Was ist das für ein Text?** (Prosa: Genre? Lyrik: Welche Art lyrischer Text?) **Thema** (Welches Thema berührt der Text? Hat der Autor sein Thema im Griff? Ist es überzeugend/plausibel/gut recherchiert, vielleicht sogar zu faktenreich?) **Figuren** (Wie wirken die Figuren? Wer ist die Hauptfigur? Welches Problem hat die Hauptfigur?) **Perspektive** (Wie verhält sich die Erzählperspektive zum Thema / zu den Figuren?) **Sprache** (Welche Bilder sind stimmig / welche nicht? Was lässt sich zum Rhythmus sagen? Sind die Sätze syntaktisch und grammatikalisch korrekt?) **Dramaturgie** (Schafft der Text es, Spannung zu erzeugen? In welcher Reihenfolge werden die Dinge erzählt?) **Bedeutung** (Gelingt es dem Autor, die Bedeutung, die er seinem Text geben will, auch im Leser entstehen zu lassen?) ## **Klarspüler** Fragen werden an den Text gestellt, nicht an den Autor! Daher sollte der Text antworten. ## **Weichspüler** Wird bei uns nicht verwendet. Aber es gilt: Nicht der Autor wird kritisiert, sondern der Text! Hart zum Text, sanft zum Autor!

Join us for the **Berlin DevOps Summer Meetup**: our last edition before the summer break! We're excited to be hosted by **Parloa** for an evening of interesting talks, discussions, and networking. There will be food and drinks provided, and plenty of time to connect with fellow DevOps enthusiasts. **📌 Please register at least 24 hours before the event.** We need to share the attendee list with the Parloa office in advance, and **spots are limited**. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Agenda** 18:30 Open Doors, Networking with Food and Drinks 19:00 Welcome words by Parloa and BLN DevOps team 19:25 **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** 19:50 **The Pipeline Was Green — AI Agents and CI Trust** 20:15 Short Break 20:30 **Managing Uninvited Guests: Securing Open Source Dependencies** 20:55 Networking 21:30 Closing ➡️ Interested in hosting an event? Fill out our [Call for Hosts](https://docs.google.com/forms/d/e/1FAIpQLScBpga8Yp-QAQt2lGskZWOThaKyQ_MbMbZaNcklgeXxqr5Vrg/viewform?usp=sf_link) and let's set up a meeting. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- *Christoph Ebeling* **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** What does it look like to run 30+ microservices, 8 databases, and a Kafka cluster almost entirely through AI agents? This talk walks through a practical demo of automating the full SRE lifecycle: from incident investigation to deployment validation, using Grafana MCP and the GitLab Agent Platform, and where humans still need to stay in the loop. *Serhii Vasylenko* **The Pipeline Was Green — AI Agents and CI Trust** We’ve spent years building CI/CD pipelines that tell us when code is "technically correct," but are they capable of telling an autonomous AI agent if a change is safe to apply? This talk explores a real-world incident where an AI-powered automation -- pairing Renovate with Claude Code -- successfully executed a "green" pipeline that broke a critical QA cluster for three days, how the team reacted, and how we evolved our vision toward the future of human-agentic collaboration with code. *Frithjof Hoffmann* **Managing Uninvited Guests: Securing Open Source Dependencies** Open source software is the ultimate neighborhood party, but what happens when an uninvited guest slips through the door? This talk digs into the messy reality of dependency hell and its role in software supply chain security: from typosquatting attacks to maintainer account takeovers, and the abandoned projects with known CVEs quietly living in your codebase rent-free.

We are excited to feature **Fazl Barez**, who is currently a Senior Research Fellow at **University of Oxford** and will discuss "**Towards Automated Interpretability for AI Safety**", lasting approximately 45 minutes. After the talk, seize the opportunity to connect with fellow AI enthusiasts to share ideas and questions while enjoying free drinks and pizza. **Door close by 7.15pm, so please come early! Also, "attend"ing (RSVP) here on Meetup is strictly necessary to be guaranteed entry.** Please note that Meetup has recently been quite keen on promoting its Plus program. However, you are not obligated to purchase it, as both our events and the platform remain free. **Who is this event for?** This event is open to everyone interested in state-of-the-art AI research. We especially design it for students, PhD candidates, academic researchers, and industry professionals with a research focus in machine learning. **Abstract**: TBA **Bio**: TBA We are [BLISS](https://bliss.berlin/) e.V., the **AI** **organization** in Berlin that **connects like-minded individuals** who share great interest and passion for the field of machine learning. This summer 2026, we will, again, host an exciting speaker series on site in Berlin, featuring excellent researchers from cohere, ETH Zürich, University of Oxford, HuggingFace, and Stanford University. Website: [https://bliss.berlin](https://bliss.berlin/) Youtube: [https://www.youtube.com/@bliss.ev.berlin](https://www.youtube.com/@bliss.ev.berlin) Disclaimer: By attending this event you agree to be photographed.

**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.

This interactive workshop offers participants a unique opportunity to actively engage with and reflect upon the possibilities of tomorrow. **Organized in collaboration with [Futurium](https://futurium.de/en)**[,](https://futurium.de/en) the session is designed to be participatory, blending reflection, discussion, and creative hands-on activities. **Location:** **[Futurium](https://maps.app.goo.gl/uqRAq7npeFKubvbu5)**, see the workshop room on the map attached in this event. 📸 We will be documenting the event. However, we will fully anonymize all participants by covering faces with stickers in the final media. If you’d prefer not to be in any shot at all, you are welcome to step away briefly during those moments. **What to expect:** * **Introduction (approx. 20 minutes)** We begin with a journey into the past—examining historical postcards from the 19th and early 20th centuries that depict imagined futures. Participants are invited to explore and discuss these images together, considering what feels surprising, what turned out to be accurate, and how past visions compare to the technologies we know today. **Optionally,** we will also screen a short video featuring young people from 1966 sharing their predictions for the year 2000—offering an additional prompt for reflecting on how future visions are shaped by their historical and cultural context. * **Interactive Exchange (approx. 20 minutes)** Next, participants take part in a guided “opinion swap” exercise using prompt cards. This dynamic format encourages movement, discussion, and the exchange of diverse perspectives within the group—making space for a wide range of voices and viewpoints. * **Creative Activity (approx. 20 minutes)** To close, the group will collaborate on designing an “object from the future.” This hands-on exercise invites participants to imagine possible developments and express their ideas creatively—turning abstract speculation into tangible, shared visions. **About the Organizers:** This workshop is organized by[ Futurium](https://futurium.de/en) in collaboration with the Berlin Neurodivergent Community. Please keep in mind that all of berlin neurodivegrent community organizers are neurodivergent volunteers who contribute their time, energy, and resources to make this event possible. We kindly ask for your patience, kindness, and mutual respect throughout the session—we are here to learn, share, and create together in a supportive environment. We look forward to welcoming you and exploring the future—together!

On the 1st of July we will host the next iteration of our monthly Audio Developer Meetup where **Peggy Sylopp** from [sinceare](https://www.sinceare.com/) will be presenting her work on personalization approaches for hearables, and **Vlad Litvinenko** will demo 'Spotykach', a looping playground. See below for details! As always, there will be a chance to network over drinks and pizza. Anyone interested in Audio development is welcome! Doors open at 18:00, talks start at 18:15. Please note: Attendance is **strictly limited** to people who have RSVP'd. Talk details: **Can users train their own audio system?** \- Peggy Sylopp In this talk, we present Sinceare’s closed-loop personalization approach for hearables. Instead of relying on predefined fitting rules or static presets, users teach the system how it should sound through interaction and feedback. These preferences are transformed into personalized machine-learning models that learn how to control existing audio processing algorithms according to individual preferences. Rather than replacing audio DSP algorithms, the generated models act as an adaptive control layer that continuously adjusts algorithm parameters based on user-specific listening preferences. Based on more than eight years of research and a recent study conducted with Fraunhofer IDMT and Charité, we will share insights into user-driven audio model generation, human-in-the-loop machine learning, and the path from research prototype to future embedded hearable deployment. **Spotykach, a looping playground** \- Vlad Litvinenko Vlad is a Berlin based software developer doing e-commerce by day, bleeping machines at night and sometimes music in between. The talk is about device they’ve recently built. It’s “Spotykach”, a looping playground, as they call it. It started from an attempt to do a simple Beat-Repeat kind of plugin, but then evolved into a community project within Synthux Academy with people from different backgrounds and countries.

It's all about getting to know new people from your favorite industry. So if you are interested in Motion Design, 2D or 3D Animation, CGI, Illustration or any related field, feel free to join us. Grab a beer in a relaxed atmosphere, have a nice chat about key frames or discuss your next project! Beginner or expert – wir freuen uns auf dich!

You can also join the meeting by Conference Call at (518) 263-8851.

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!

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.

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.

**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

Do **NOT** sign up to this one and sign-up at https://www.meetup.com/columbusjs/events/313386504/ ======================================= A hand tracker gives you joints, not a gesture. This talk shows how you get from raw joints to a "thumbs-up" in Unity: the pipeline that cleans up the data, how a gesture becomes a few 0-to-1 values within tolerance, and why orientation matters as much as finger shape. Includes a live demo of tuning gesture thresholds. Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017