Lean Management

**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!

**📢 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.

**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 :-).

**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.

**Liebe Genießerinnen und Genießer,** möchten Sie mit uns die faszinierende **Welt der japanischen Küche** entdecken? In diesem besonderen Workshop rund um die japanische Bento-Box stellen die Köche Yurie Sakurai und Masaki Sakurai traditionelle, gesunde und alltagstaugliche Gerichte aus Japan vor. Dieser Workshop ist weit mehr als ein Kochkurs. Er bietet die Möglichkeit, die japanische Esskultur aus einer neuen Perspektive kennenzulernen. Ein Bento ist nicht einfach nur eine Box für Mahlzeiten. Es spiegelt die japanische Sicht auf die Natur, das ästhetische Empfinden und die Fürsorge für Familie und nahestehende Menschen wider. Lassen Sie uns gemeinsam die Welt des Bento entdecken und dabei Anregungen finden, die den Alltag bereichern und genussvoller gestalten können. In diesem Workshop bereiten wir gemeinsam ein „Saba no Misoni Bento“ zu – ein Bento mit saisonaler Makrele. * 🐟 Saba no Misoni – Makrele in Miso geschmort * 🥕 Kinpira – geschmorte Lotuswurzel mit Karotte * 🥒 Saisonales, mit Koji fermentiertes Gemüse Das Highlight dieses Workshops ist „Saba no Misoni“, eines der beliebtesten Gerichte der japanischen Hausmannskost. Frische saisonale Makrele wird zusammen mit Miso und Ingwer schonend geschmort. So verbinden sich der natürliche Geschmack des Fisches und die feinen Aromen der fermentierten Würzpaste zu einem harmonischen Gericht. Die beiden Kursleiter haben viele Jahre in Kindergärten der japanischen Präfektur Nagano gearbeitet, einer Region, die für ihren Reisanbau bekannt ist. Dort engagierten sie sich in der Gemeinschaftsverpflegung und Ernährungsbildung mit regionalen Bio-Zutaten und begleiteten Kinder auf ihrem Weg zu einer gesunden Entwicklung. Darüber hinaus arbeiten sie seit vielen Jahren mit Produzenten aus ganz Japan zusammen und geben ihr Wissen über Lebensmittel, Esskultur und nachhaltigen Genuss in Kochkursen weiter. Diese Erfahrungen möchten sie nun auch mit den Menschen in Berlin teilen. Zum Abschluss genießen Sie Ihr selbst zubereitetes Bento in entspannter Atmosphäre. Während des Workshops bieten wir zudem ausgewählte Getränke und kleine Begleiter zum Probieren an. Bringen Sie gerne Ihre eigene Bento-Box oder einen geeigneten Aufbewahrungsbehälter mit. Falls Sie kein passendes Gefäß besitzen, stellen wir Ihnen selbstverständlich einen Behälter zur Verfügung, damit Sie Ihre Speisen bequem mit nach Hause nehmen können. Lassen Sie uns gemeinsam in die Tiefe einer Esskultur eintauchen, die über viele Generationen hinweg gewachsen ist und bis heute das tägliche Leben in Japan prägt. Wir freuen uns darauf, mit Ihnen zu kochen, zu genießen und diese besondere Erfahrung zu teilen. **Herzliche Grüße** Ihr Mitte Meer Team ## Allgemeine Informationen * Ort und Zeit Unser Kochkurs findet am **29\. Juni** um **17:30 Uhr** in der Mitte Meer Filiale in **Prenzlauer Berg** statt. Der Kurs dauert **2 Stunden**. Wir danken Ihnen sehr für Ihre Pünktlichkeit, damit Sie die gesamte Zeit optimal nutzen können, um das Kochen zu lernen. * Was wir anbieten Ein unterhaltsames und lehrreiches Erlebnis mit unseren Köchen. Um uns während des Kochkurses gut zu erfrischen, bieten wir Wein, Wasser oder Bier an. Das Rezept des zubereiteten Gerichts wird Ihnen per E-Mail zugesandt. * Ein kleines Geschenk Mit Ihrer Teilnahme an unserem Kochkurs schenken wir Ihnen ein Mitte Meer-Schürze, damit Sie bequem kochen können, ohne Angst, sich schmutzig zu machen. Nach dem Kurs dürfen Sie die Schürze mit nach Hause nehmen. Lassen Sie uns die Vielfalt der Gastronomie genießen mit diesen köstlichen Rezepten. Die Anmeldung erfolgt bitte direkt über die Website von Mitte Meer. ☟☟☟ https://mittemeerstore.de/products/japanischer-bento-box-workshop-in-prenzlauer-berg

**Hier ist jeder willkommen, der die deutsche Sprache üben möchte (egal, ob Anfänger oder fortgeschritten)! Wir treffen uns jeden Montag in Schöneberg - es gibt Snacks, Getränke, nette Leute und jede Woche ein neues Thema, zu dem wir uns austauschen.** **Everyone is welcome here, who wants to practice the German language (whether a beginner or advanced)! We meet every Monday in Schöneberg - there are snacks, drinks, friendly people, and a new topic every week for us to discuss.** **الجميع مرحب به هنا، من يرغب في ممارسة اللغة الألمانية (سواء كان مبتدئًا أو متقدمًا)! نجتمع كل يوم** **الاثنين** **في شُنَبرغ - هناك وجبات خفيفة، مشروبات، أشخاص لطفاء، وموضوع جديد كل أسبوع لنتبادل النقاش حوله.**

***New location - Motel One Alex is under renovation so we'll try out the Hackschermarkt location*** Writing can feel like a solitary experience, but it doesn't have to be! Writing in the company of others can be surprisingly inspiring, productive, and comforting. Writers of all types and levels are welcome. Whether you're writing a novel, a memoir, poetry, journaling, working on your thesis, or even catching up on emails, all are welcome. We do things a little differently on Monday evenings. We start with an introduction round, then we will do 45 minutes of writing, break and share how it went, and then dive into the next 45-minute session. **For space reasons, we are limited to a certain number of attendees, so please update your RSVP if you can't come**. In between sessions, we have a Telegram chat: [https://t.me/joinchat/ERW3pxD5kfELGeWs9SUhjw](https://t.me/joinchat/ERW3pxD5kfELGeWs9SUhjw) For more information, visit [https://shutupwrite.com](https://shutupwrite.com/).

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.

## 🇩🇪 Berlin Korean-German Language Exchange 🇰🇷 ## [베를린 한국어-독일어 언어교환 모임] 정신없고 비싸기만 한 언어교환은 이제 그만! 체계적이고 친절한 환경 속에서 편안하게 친구들을 만들며 자연스럽게 언어를 배우는 시간을 가져보세요. Stop attending chaotic and overpriced meetups! We pursue a structured, friendly environment where you can make friends and practice languages naturally and comfortably. *** ### ⏰ **TIME & SYSTEM (일시 및 운영 방식)** * **When:** **Every Friday and Saturday** at 4:00 PM – 5:30 PM (1.5 hours) * **언제:** **매주 금요일, 토요일** 오후 4:00 – 5:30 (총 1시간 30분) * **System:** \* 3 rounds of German (15 mins each) + 3 rounds of Korean (15 mins each) * **Partner swap every 15 minutes!** You will meet a new partner for every round. * **운영 방식:** \* 독일어 15분씩 3라운드 + 한국어 15분씩 3라운드 진행 * **15분마다 파트너를 교체**하여 다양한 분들과 대화할 수 있습니다.💬 **For Shy & New Members (초보 및 내성적인 분들을 위해)** * **Ice-breaking cards on every table!** Each table has a list of fun and easy topics to talk about. No need to worry about what to say next! * **Don't worry if you are shy!** Even if you are an introvert or new to language exchanges, our structured system and friendly atmosphere will help you fit right in. * **테이블마다 준비된 아이스브레이킹 주제!** 각 테이블에는 대화를 도와줄 재미있고 쉬운 질문지(쪽지)가 비치되어 있습니다. 다음 대화 주제를 고민할 걱정이 없어요! * **내성적이어도 걱정 마세요!** 이런 활동이 처음이거나 낯을 가리는 분들도 걱정하지 마세요. 체계적인 시스템과 친절한 분위기 속에서 자연스럽게 어울리실 수 있습니다. *** ### 📍 **LOCATION (장소)** * **Venue:** Petit Brunch * **Address:** Schönhauser Allee 140a, 10437 Berlin * **Note:** The venue is subject to change. **Please check our Instagram Story for any location updates before you come!** * **장소:** Petit Brunch * **주소:** Schönhauser Allee 140a, 10437 Berlin * **참고:** 장소는 변동될 가능성이 있습니다. **방문 전 인스타그램 스토리 공지를 반드시 확인해 주세요!** * **How to find us:** Please look for **'Aiden Park** once you arrive. * **찾아오시는 법:** 카페에 들어오셔서 \*\*에이든 박'\*\*를 찾아주세요. *** ### 💡 **DETAILS (참여 안내)** * **Language Level:** A2 – C2 / 독일어 또는 한국어 실력 A2\~C2 권장 * **Age Limit:** 20+ years old / **만 20세 이상** * **Entrance Fee:** **5€** (Cash or Bank transfer only / Pay on-site) * **입장료:** **5유로** (현금 혹은 계좌이체만 가능 / 현장 지불) * **1 drink per person is mandatory** (Cafe drinks are separate). * 카페 음료비는 별도이며, **1인 1주문은 필수**입니다. *** ### 💬 **CONTACT & RSVP (연락처 및 신청)** * If you suddenly cannot attend, please let us know via **Instagram DM**. * Even if the RSVP is closed, feel free to stop by! If there's an extra seat, you might be able to join at a discounted price. * 갑작스러운 불참 시 **인스타그램 DM**으로 알려주세요! * 모집이 마감되었더라도 자리가 있다면 조금 더 저렴하게 참여 가능할 수도 있으니 편하게 들러보세요. *** ### ⚠️ **NOTICE (주의사항)** * Any participant who joins with intentions other than language exchange and makes others uncomfortable may be removed from the group based on a majority vote. * 언어 교환이 아닌 다른 목적으로 입장하여 다른 파트너를 불편하게 만든다면, 다수결에 의해 강제 퇴장 조치될 수 있음을 알려드립니다. *** **[Organizer Contact]** * **Instagram:** @kr.de.language.exchange.berlin

We are back in the c-base! Do you already run NixOS and want to talk to other people or want an introductory session with some NixOS users. Just bring your machine! Usually there are no topics, we just sit in front of our computers, talk about stuff, debug some problems or review some PRs on nixpkgs. There are drinks usually available from the c-base bar. If you can't find us. just ask around or ask in irc (#krebs on hackint)

\#\# 🇩🇪 Berlin Korean\-German Language Exchange 🇰🇷 \#\# \[베를린 한국어\-독일어 언어교환 모임\] 정신없고 비싸기만 한 언어교환은 이제 그만! 체계적이고 친절한 환경 속에서 편안하게 친구들을 만들며 자연스럽게 언어를 배우는 시간을 가져보세요. Stop attending chaotic and overpriced meetups! We pursue a structured, friendly environment where you can make friends and practice languages naturally and comfortably. \*\*\* \#\#\# ⏰ **TIME & SYSTEM (일시 및 운영 방식)** * **When:** **Every Friday and Saturday** at 4:00 PM – 5:30 PM (1.5 hours) * **언제:** **매주 금요일, 토요일** 오후 4:00 – 5:30 (총 1시간 30분) * **System:** \* 3 rounds of German (15 mins each) + 3 rounds of Korean (15 mins each) * **Partner swap every 15 minutes!** You will meet a new partner for every round. * **운영 방식:** \* 독일어 15분씩 3라운드 + 한국어 15분씩 3라운드 진행 * **15분마다 파트너를 교체**하여 다양한 분들과 대화할 수 있습니다.💬 **For Shy & New Members (초보 및 내성적인 분들을 위해)** * **Ice-breaking cards on every table!** Each table has a list of fun and easy topics to talk about. No need to worry about what to say next! * **Don't worry if you are shy!** Even if you are an introvert or new to language exchanges, our structured system and friendly atmosphere will help you fit right in. * **테이블마다 준비된 아이스브레이킹 주제!** 각 테이블에는 대화를 도와줄 재미있고 쉬운 질문지(쪽지)가 비치되어 있습니다. 다음 대화 주제를 고민할 걱정이 없어요! * **내성적이어도 걱정 마세요!** 이런 활동이 처음이거나 낯을 가리는 분들도 걱정하지 마세요. 체계적인 시스템과 친절한 분위기 속에서 자연스럽게 어울리실 수 있습니다. \*\*\* \#\#\# 📍 **LOCATION (장소)** * **Venue:** Petit Brunch * **Address:** Schönhauser Allee 140a, 10437 Berlin * **Note:** The venue is subject to change. **Please check our Instagram Story for any location updates before you come!** * **장소:** Petit Brunch * **주소:** Schönhauser Allee 140a, 10437 Berlin * **참고:** 장소는 변동될 가능성이 있습니다. **방문 전 인스타그램 스토리 공지를 반드시 확인해 주세요!** * **How to find us:** Please look for **'Aiden Park** once you arrive. * **찾아오시는 법:** 카페에 들어오셔서 \*\*에이든 박'\*\*를 찾아주세요. \*\*\* \#\#\# 💡 **DETAILS (참여 안내)** * **Language Level:** A2 – C2 / 독일어 또는 한국어 실력 A2\~C2 권장 * **Age Limit:** 20+ years old / **만 20세 이상** * **Entrance Fee:** **5€** (Cash or Bank transfer only / Pay on-site) * **입장료:** **5유로** (현금 혹은 계좌이체만 가능 / 현장 지불) * **1 drink per person is mandatory** (Cafe drinks are separate). * 카페 음료비는 별도이며, **1인 1주문은 필수**입니다. \*\*\* \#\#\# 💬 **CONTACT & RSVP (연락처 및 신청)** * If you suddenly cannot attend, please let us know via **Instagram DM**. * Even if the RSVP is closed, feel free to stop by! If there's an extra seat, you might be able to join at a discounted price. * 갑작스러운 불참 시 **인스타그램 DM**으로 알려주세요! * 모집이 마감되었더라도 자리가 있다면 조금 더 저렴하게 참여 가능할 수도 있으니 편하게 들러보세요. \*\*\* \#\#\# ⚠️ **NOTICE (주의사항)** * Any participant who joins with intentions other than language exchange and makes others uncomfortable may be removed from the group based on a majority vote. * 언어 교환이 아닌 다른 목적으로 입장하여 다른 파트너를 불편하게 만든다면, 다수결에 의해 강제 퇴장 조치될 수 있음을 알려드립니다. \*\*\* **[Organizer Contact]** * **Instagram:** [@kr.de.language.exchange.berlin](http://kr.de.language.exchange.berlin/)

Every first Friday of the month (except January), people from diverse disciplines and cultures meet to share experiences, business contacts and wine. **AGENDA**: 1. Boarding time: 18.00-18:30 2. Intro-Round 1-2 min p.p. and "Book of the month" 3. Pause 4. Part 1: The Owner Trap: How to finally Step Out of Your Own Business by Milap Singh 5. Pause 6. Diskussion-Round finish the wine and network \*\*\* **DETAILS**: From Founder-Dependent to System-Driven - A2 - Hour Workshop Sprint Is your business running you, instead of the other way around? If you are a founder or small business owner who can't take a week off without things falling apart - this session is for you. In just two hours, we'll use a hands-on Service Blueprint sprint to map how your business actually works, identify hidden bottlenecks and build a clear plan to run it without you in the loop for every decision. No slides. No theory. Just sticky notes, honest conversations and a map of your business you can immediate act on. This workshop is for you, if you are: A service-based business owner (agency, studio, salon, clinic, coach) with a small team A founder who feels like the business would stop if you stepped away for two weeks A startup operator ready to move from "figuring it out" to build repeatable systems. Facilitated by Milap - Founder of Aspire Digital Design Agency, UX Researcher & service Designer based in Berlin. Connect with Milap on Linkedin: https://www.linkedin.com/in/singhmilap \*\*\* All events are free of charge. Please bring Wine/Snacks instead

Meet, Match, MoveOn and Manage or Master Why Meet 1)Meet new People Culture Languages. 2)Not Match Romance, Political Views nor Religion, only Respect and Joy 3) Moveon, advance with your level, goals, and especially share and try Rotate the groups and let others participate a bit. 4) Master the challenges, and Manage to give a Like or appreciate the meetups!! **Thematic** or small Concept: Manage to Bring 2 German Friends and you get a Drink. if you bring your Ex Partner + 2 German friends =2 drinks = thats the Challenge and the Attitude of 2026

Chitta Walks is for people whose days move fast, while the mind never fully lands. Thoughts keep looping even when nothing is urgent. The body moves, but attention is elsewhere. Over time, this disconnect drains clarity and ease. This walk is a simple reset. We meet in Berlin’s Tiergarten and walk at a gentle pace. Parts of the walk are in silence, with light guidance and a few short prompts. The walk itself is the practice, bringing body and mind back into the same moment. No apps. No performance. Just a clear space to slow down and notice what is happening. If you want to slow down without withdrawing from life, join a Chitta Walk. ✨ **What to expect (approx. 90 minutes):** * A short arrival and orientation * A guided silent walk (phones off, no conversation) * One concise science-based impulse on attention or stress * Optional reflection in pairs or small groups * A simple takeaway or experiment for daily life 🚶**Who this is for:** * Professionals, creatives, and people in transition. * People who feel mentally busy and want more clarity and balance. * Those curious about mindfulness, but grounded and practical. * Anyone comfortable with silence and gentle self observation. 🔔 **Practical notes:** * Duration: 60-90 minutes * Wear comfortable shoes and weather-appropriate clothing * No prior experience needed * Group size is limited to keep the space quiet and focused 🧭 **Facilitator:** My name is Partha Sarathi, you can call me PS. I have lived in Berlin for over 12 years. With a background in physics and materials science, my interest in mindfulness grew through personal experience with stress and health challenges. I facilitate the space and structure of the walk, inviting shared exploration rather than instruction. 🤔 **Why Chitta Walks?** Chitta is a Sanskrit word referring to the mind or field of awareness, used here in a practical, non-religious sense. Chitta Walks is about noticing how the mind works by slowing down and walking together. Mindful walking makes thought patterns visible in real time, while moving and sensing in the world. The name points to a simple capacity: noticing what is happening in the mind without immediately trying to fix, judge, or optimize it. 🌿 **Possible effects:** A calmer nervous system. Clearer attention. A felt sense of being more present in your body. Subtle insights into how your mind reacts under everyday conditions. A quieter, more grounded way of moving through the city. **Come as you are. Walk. Notice. Leave with a little more space inside.**

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!

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!

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.

**The idea for this group is to build a community where men can gather together and build connections & learn and grow from each other.** How we start each meeting is by each of us checking in with our "roses and thorns" aka what are the good things and the bad things going on in your life recently? Then we will go into a topic discussion. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **COMMUNITY AGREEMENTS** \*\*THERE WILL BE A ZERO TOLERANCE POLICY FOR NO-SHOWS. IF YOU RSVP TO A MEETING AND FAIL TO SHOW UP WITHOUT NOTICE, YOU'LL BE REMOVED FROM THE GROUP. THIS IS TO PRESERVE THE INTEGRITY OF THE GROUP\*\* 1. Confidentiality - EVERYTHING that is shared NEVER leaves this space so that this space remains safe and sacred. There is a zero tolerance policy for this. If a man is in violation of this, they will be permanently removed from the group. 2. Non-Judgement - we respect and honor every man’s truth so that we may receive the same from others. While we may not agree on everything, we commit to respecting every man’s perspectives and engaging in honorable discussion with one another. 3. Be committed - honor your commitment to this group and to yourself. If you attend a meeting, please commit yourself fully to the meeting. Also be committed to your own journey. When we fail, we own it & clean it up. 4. Speak from the heart - this is NOT a space to “look good”, have the “right” answers, and have it all together. Relax and know you are not alone. Be exactly who you are within the safety of this space. 5. Be supportive - This means always willing to provide encouragement to your fellow men, encourage action and momentum in each other’s lives.. Be willing to challenge each other. Be willing to hold each other accountable. 6. Participation - what you receive from this community will be a reflection of what you put into it. Period. We ask that you share your perspectives, reflect on others, and give/receive support when and where it’s needed.

**Practical Curiosity: Learning from Everyday Data** How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice. Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look. In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it. **About Our Speaker:** [Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet. 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)

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

Come join us for lunch together at Bendi Wok, one of my favorites!