Streaming Analytics

## **From Data Autonomy to Adaptive AI: Building Systems That Change How Decisions Get Made** **DOORS OPEN: 18:30** **TALKS START: 19:00** **NETWORKING: 20:00 - 21:30** ## **Our Speakers** **Marta Expósito Ventura, PhD, Head of Data, Stark Future** **Africa Perianez, Co-founder & CEO, Causal Foundry** ## **Marta Esposito - From ticket queues to data autonomy - engineering the shift** **Marta Esposito is Head of Data at Stark Future, an electric motorcycle company building high-performance, connected vehicles at the intersection of hardware, software, manufacturing and data.** **In her talk, Marta will explore what it takes to move a data function away from reactive ticket queues and towards a more autonomous operating model. As connected products generate increasingly rich streams of operational, product and user data, the role of data teams changes: from responding to requests, to enabling better decisions across the organisation.** **Her session will look at the engineering, organisational and cultural shift behind data autonomy: how teams structure data work, prioritise internal demand, build trust in data products and move closer to the real systems they support.** ## **Africa Perianez - Designing AI for imperfect conditions** **Africa Perianez is Co-founder and CEO of Causal Foundry, where she leads a team of engineers and AI scientists building reinforcement learning and personalisation technologies for real-world operational decision-making.** **Her work focuses on adaptive AI infrastructure that supports decisions across healthcare, logistics, behavioural nudging, demand forecasting, stockout prevention and resource allocation. Causal Foundry works with global partners including the Gates Foundation, Google.org, GAVI, Lilly and Johnson & Johnson, applying AI in environments where decisions are complex, resources are constrained and impact matters.** **In this talk, Africa will explore how AI systems move beyond prediction and dashboards into adaptive decision support. What does it take to build systems that can operate across changing contexts, local constraints and human behaviour? And how do you design AI that supports better decisions without pretending the real world is cleaner than it is?** ## **What’s In It For You?** **Some of the most interesting work in AI today is not just about building more powerful models. It is about turning data, machine learning and decision intelligence into systems that people and organisations can actually use.** **In this DeepTech Talks edition, Marta and Africa will explore two complementary sides of applied AI: how data teams become more autonomous inside complex organisations, and how adaptive AI systems support operational decisions in the real world.** **You’ll hear about:** * **How data teams move from reactive service models to autonomous data products** * **What it takes to build AI systems that support operational decision-making** * **How reinforcement learning and personalisation can be applied beyond consumer tech** * **The gap between dashboards, predictions and decisions that actually change outcomes** * **How technical teams work with messy real-world systems, constraints and stakeholders** **Expect a grounded conversation about AI that becomes s part of how organisations sense, decide and act.** ## **Who Should Come?** * **Data scientists, ML engineers and AI engineers** * **Data leaders, analytics leaders and engineering managers** * **Product leaders working with data-heavy or AI-enabled systems** * **Deep tech founders and technical operators** * **People working across healthtech, mobility, logistics, manufacturing or decision intelligence** * **Anyone curious about how applied AI becomes operational infrastructure** ## **Extras** **We’ll have food and drinks. 🍷🍕** **Come ready to meet engineers, founders, esearchers, data leaders and technology builders working on the next generation of applied AI systems.** **Spaces are limited, so grab your spot on Meetup while you can.** **Brought to you by DeepTech Recruitment & Cloudworks.** The organisers and venue reserve the right to refuse admission or entry and shall not be held liable for any incidents, losses or damages occurring during the event.

Yoga Anatómico: Una práctica revitalizante que entrena tu cuerpo y calma la mente, coordinando la respiración y el movimiento de manera fluida. Las secuencias combinan posturas de pie, tumbados, flexiones, extensiones y torsiones. Una disciplina que aporta equilibrio, autoconocimiento y bienestar. Interesados en el mundo Wellness, todas las edades. Sesiones regulares y talleres de movimiento para la conciencia y el bienestar personal.

**🔹Please fill in your details to confirm your attendance.** **[Confirm my attendance, click here](https://www.dopplerpages.com/dmktribe-BC897/TheAgeofAIAgents-89815)** **🎤 Talk : The Age of AI Agents** **How Businesses Are Replacing Response Time with Intelligence** **Description** We are entering a new era where AI Agents are becoming the first point of contact between businesses and customers. In this talk, Weslley Harakawa, founder of Oryxa AI, explores how intelligent agents are transforming customer communication through channels such as WhatsApp, helping businesses respond instantly, capture more opportunities, and scale customer interactions efficiently. Drawing from real-world experience building Oryxa AI, Weslley will share practical insights into the shift from traditional chatbots to autonomous AI Agents, the opportunities this creates for entrepreneurs and agencies, and why the next generation of businesses will be powered by AI-first customer interactions. Topics include: \* The evolution from chatbots to AI Agents \* Why response time is becoming a competitive advantage \* Real-world use cases from service businesses and SMEs \* The rise of Agent-as-a-Service (AaaS) business models \* How AI Agents are changing sales, support, and customer experience \* What business leaders should expect in the next 5 years Whether you are an entrepreneur, marketer, developer, or business owner, this session will provide a practical perspective on how AI Agents are reshaping the future of business communication. ***About our speaker:*** **Weslley Harakawa** With over 20 years of experience, Weslley has built a career that blends creative direction, web and app development, graphic design, digital marketing, and innovative solutions in blockchain and artificial intelligence. As an entrepreneur and founder of several projects, he stands out for delivering tailored, technology‑driven solutions for both corporate and individual clients. Over the past decade, he has worked as a freelancer in London, collaborating with a wide range of clients and leading W8TOWN LTD since 2019. He is currently seeking full‑time or part‑time opportunities—hybrid or remote—in England or Portugal, where he can contribute his expertise and continue growing within innovative teams. ***We look forward to seeing you there 💙!*** **Venue Partner** **MOB** Makers of Barcelona, we strive every day to empower rebels and creative geniuses to innovate, make connections and have fun in the process. We do so by providing them with a space to call home, a community to grow with and skills to match their ambitions. We envision a world where everyone is empowered to innovate, creativity is celebrated and technology fosters equality. 💙**Please register only if you genuinely intend to attend.** If, for any reason, you are unable to make it, please cancel your registration as soon as possible to allow those on the waiting list to take your place and enjoy the event. **Join our channels:** **WhatsApp:**[ I’d like to be part of the WhatsApp group](https://www.dopplerpages.com/dmktribe-BC897/joinusourwhatsappgroups) Please complete this form to join the group. You’ll be added to the WhatsApp group shortly afterwards. **Instagram:** [@dmktribebcn](https://www.instagram.com/dmktribebcn/?hl=en) **LinkedIn: [DMK Tribe](https://www.linkedin.com/company/dmktribe/?viewAsMember=true)** [💙](https://www.linkedin.com/company/dmktribe/?viewAsMember=true) **LinkedIn Group:** [Digital Marketing Group Lisbon](https://www.linkedin.com/groups/9249844/) **Telegram: [Group 🙌](https://t.me/+YrJYhbXrDDYwYjg0)** **🤝 Register on our platform:** **🔗 [https://dmktribe.com/be-a-member/](https://dmktribe.com/be-a-member/)📝👥** **🌍 About DMK Tribe** **DMK Tribe** is an international community of marketers, creatives, entrepreneurs, and curious minds who believe in the power of genuine human connection. With two inspiring years of growth behind us in Lisbon, Barcelona, Cascais, and Milan, our journey of expanding reach and impact continues. Our mission is to empower professionals and businesses through authentic connections, continuous learning, and purposeful collaboration. With over **7.000 active members**, we organise regular events, workshops, and masterminds focused on digital marketing trends, personal branding, content creation, AI, and entrepreneurship. We’re more than a network – we’re a movement of value-driven professionals building lasting impact. ***We're a global community of marketing professionals united by our values*** ❤️ Love \| 🤝 Caring \| 🎁 Serving \| 📚 Learning \| 🌍 Inclusion

Yoga Anatómico: Una práctica revitalizante que entrena tu cuerpo y calma la mente, coordinando la respiración y el movimiento de manera fluida. Las secuencias combinan posturas de pie, tumbados, flexiones, extensiones y torsiones. Una disciplina que aporta equilibrio, autoconocimiento y bienestar. Interesados en el mundo Wellness, todas las edades. Sesiones regulares y talleres de movimiento para la conciencia y el bienestar personal.

**THIS TUESDAY WE'RE DOING A SPECIAL WORLD CUP WATCHALONG SHOW - HILARIOUS COMMENTARY & GIVEAWAYS!** THE OPEN MIC WILL START AT 9PM Your two equally *weird* equally *handsome* hosts, Darren and Ewan, will be there to guide you through until the end. [Reserve Your Seat Here](https://thecomedyclubhouse.es/event/fat-goose-2/) **Every Tuesday at 7:30pm** **Bar Opens at 7, come early and grab a drink!** All welcome. Except Darren. He's not invited.

Come grab a coffee and chat about startups, growth, and investing with fellow entrepreneurs and investors! **Details** Building a startup takes more than a good idea—it takes the right network, insights, and support. Our **Open Coffee sessions** bring together founders, investors, mentors, and startup enthusiasts for meaningful conversations, shared experiences, and fresh perspectives. Each session is informal and shaped by the needs of those attending. You’ll introduce yourself, share current challenges, and get feedback, contacts, and advice from a supportive community. ***We are meeting at a cafe in Eixample.*** **Who joins** Startup founders, teams, investors, mentors, and career changers entering the startup world. **How to prepare** * Bring a notebook—plenty of wisdom is shared * Prepare a short intro: who you are and the value you bring * Think of 1–2 key challenges to discuss **About the organizer –** **[SIA Angel Hub](https://www.siaangelhub.com/?utm_source=luma) (previously SIA - Startup Investor Accelerator)** SIA is an angel investor hub designed to help more people become active participants in innovation through angel investing, entrepreneurship, and meaningful ecosystem connections. Through our events, community, and programs such as TAAC (Trans-Atlantic Angel Investing Cohort), we bring together global founders, aspiring and experienced investors, operators, and ecosystem leaders around practical learning, real opportunities, and long-term relationships. For **investors**, TAAC offers a hands-on angel investing experience built around real startup evaluation, due diligence, and collaborative investment decision-making. [Express your Interest here](https://docs.google.com/forms/d/e/1FAIpQLSfER36gKV9uLA4iR5MQ_Xev1S-dzUacLn-6mBpofa3Y4uCYgw/viewform?utm_source=luma) For **startups**, TAAC provides visibility, investor access, and the opportunity to compete for investment through our funding and investor programs. [Express your Interest here](https://canva.link/m52gaktvgcq50l8?utm_source=luma) Stay in the loop by visiting our website and following us on [LinkedIn](https://www.linkedin.com/company/startup-investor-accelerator/?utm_source=luma).

**Scientific Paper Reading Club: Beyond Transformers & Multimodal Frontiers** This is part of the scientific paper reading club. This Saturday, we are expanding our horizons beyond standard LLMs! Following our recent discussions, we will be diving into points 3 and 5 from our reading list presentation: **Alternative architectures (SSM/RNN)** and **Multimodal foundation models**. To make it even more exciting, we will be connecting these topics to some of the freshest breakthroughs presented at the recent ICLR conference ([https://iclr.cc/](https://www.google.com/url?sa=E&q=https%3A%2F%2Ficlr.cc%2F)). **What to expect:** Our presenter, Maxim Musin, will guide us through these two major frontiers in modern AI: 1. **Alternative Architectures (SSM/RNN):** Transformers are incredibly powerful, but their computational costs remain a massive bottleneck for long contexts. We will discuss why State Space Models (SSMs) like Mamba are emerging as the next big leap. We will look at fresh ICLR[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fvertexaisearch.cloud.google.com%2Fgrounding-api-redirect%2FAUZIYQGC4niR9aCGjHBT9LMF4wz46OkiGKU9B7nghuo3OzbRQCWNy4fGizlUydBsvuhZgYay8Y31rCTrfquWnuEHjAibPui0IrBi71JMXQG59U0rk5DKa-hzJg%3D%3D)] insights, such as "Mamba-3: Improved Sequence Modeling using State Space Principles" [https://arxiv.org/abs/2603.15569](https://www.google.com/url?sa=E&q=https%3A%2F%2Farxiv.org%2Fabs%2F2603.15569) and "MambaSL: Exploring Single-Layer Mamba for Time Series Classification" [https://arxiv.org/abs/2604.15174](https://www.google.com/url?sa=E&q=https%3A%2F%2Farxiv.org%2Fabs%2F2604.15174) 2. **Multimodal Foundation Models:** We will explore how AI is learning to "think" natively across different continuous spaces and complex interactions. We will touch on standout ICLR papers like "Massively Multimodal Foundation Models: A Framework for Capturing Interactions with Specialized Mixture-of-Experts" [https://arxiv.org/abs/2509.25678](https://www.google.com/url?sa=E&q=https%3A%2F%2Farxiv.org%2Fabs%2F2509.25678) and "Theory of Space: Can Foundation Models Construct Spatial Beliefs through Active Exploration?" [https://arxiv.org/abs/2602.07055](https://www.google.com/url?sa=E&q=https%3A%2F%2Farxiv.org%2Fabs%2F2602.07055) You don't need a heavy math background to join—Maxim will break down the intuition behind these complex architectures so that the core concepts are easy to follow for everyone. **Meeting Details:** 🗣 **Presenter:** Maxim Musin 💬 **Language of the meeting:** English 🎟 **Entrance donation:** 10 eur 📍 **Location:** Maui coworking (Note: For some reason, Meetup maps sometimes wrongly point to other addresses. Here is the exact address: [https://maps.app.goo.gl/fjx9t4zG8GnEmXLr9?g_st=ac](https://www.google.com/url?sa=E&q=https%3A%2F%2Fmaps.app.goo.gl%2Ffjx9t4zG8GnEmXLr9%3Fg_st%3Dac) ) Looking forward to a great discussion this Saturday! Aparently there is no way of fixing meetup's markdown mess, sorry for this guys, just use your abstract imagination and experience with latech to read anouncement, this markdown render problem seem so be some kind of bug, i cleaned it in the redactor but with no effect, probably copying and pasting it clean into editor will solve it, but generating clean landing page with similar capabilities in claude code would also solve it in a way, so i didn't bother, see you at saturday

**REGISTRATION (Mandatory to access facilites):** https://usergroups.databricks.com/events/details/databricks-user-groups-databricks-user-group-de-barcelona-presents-databricks-barcelona-user-group-back-from-dais-en-adevinta/ Databricks + networking, by Users for Users. Data professionals of different organizations will share their experience developing AI use cases with the audience. Event aimed at Databricks User community with **AI** and **news from** [Data & AI Summit ](https://www.databricks.com/dataaisummit)as central themes. Event is free and **everyone** (data teams, enthusiasts, consultants, students, freelance,...) is **well received but** **seats are limited**, so register now if you're interested to join! **Agenda:** **17:00 Registro y recepción de asistentes** **17:30 Bienvenida y Apertura** **17:45 Presentación Adevinta** *The Path to Pro: implementing Genie & data product certification With a CI/CD mindset* **18:10 Presentación CTTI** *Analisis de datos geoespaciales con Databricks y Genie* Benjamin Perez Gonzalez, Gestor de Solucions **18:35 Presentacion Bayer** Federico Ravizzini**,** Global Cloud Data, Analytics & AI Platform Manager **19:00** **Novedades Databricks. Data + AI Summit** Javier Gallardo, Strategic Account Executive, **Databricks** **19:20 - 20:30** Cierre del evento y Networking **![🍕]()** See you!

At InnoIT Consulting, we are delighted to invite you to our upcoming event, organized in collaboration with *DevOps BCN*, on **Thursday, July 2**. 🎙️*Ship Without Fear: Specs, AI, and Modern DevOps* **SUMMARY** We will be joined by **[Matīss Treinis](https://www.linkedin.com/in/matisst/)** (Creator and Author, SpecDD) and **[Vicent Soria](https://www.linkedin.com/in/vicentsoria/)** (Fractional Infrastructure Engineer, Tech A Breath). 🎙️**I apologise for the confusion! Anyway, here's the same plausible but wrong software again**, Matīss Treinis Introduction to SpecDD, a Specification-driven development framework that enables humans and AI agents to build better software. 🎙️**DevOps Horror Stories Vol. 1**, Vicent Soria We will be reviewing some of my nightmares: the time I dropped a production database, the two days of downtime, and the rewrite pushed to production the very day its lead developer walked out the door. Real DevOps disasters, what went wrong, and the hard-won lessons that survived the chaos. Come for the schadenfreude, stay for the postmortems. With time for a dynamic **Q&A session and, of course, our networking with food 🍕 and drinks 🍻.** **👥 Do you want to come along?** Share this invitation with all your contacts, or click the "share" button below. **WHEN:** Thursday, July 2 at 6:30 PM **WHERE:** Oficinas InnoIT Consulting, [C/ Diputació, 280, Bajos 2ª, 08009, Barcelona](https://maps.app.goo.gl/zC6Sf2jUogxauX317) **LANGUAGE:** English **Join our [newsletter](https://www.inno-it.es/newsletter/)!** Don't miss out on upcoming events, exciting news and special job offers.

**Hello, fellow DevOps enthusiasts 🤓** On **July 2nd**, we'll meet again for a couple of insightful talks, hosted by [InnoIT Consulting](https://www.inno-it.es/en/) 📍**Location**: C/ Diputació\, 280\, Bajos 2ª · Barcelona \| https://maps\.app\.goo\.gl/CnaqHvZnv32T8Un47 \-\-\-\-\-\- 📅 **Agenda** * **18:30 - 18:40** Welcome from the hosts * **18:45 - 19:15** **I apologise for the confusion! Anyway, here's the same plausible but wrong software again** \- Matīss Treinis * **19:15 - 19:45** **DevOps Horror Stories Vol. 1** \- Vicent Soria * **20:15 - 21:00** Networking & Snacks \-\-\-\-\-\- **🎤 Talks & Speakers** * **Title: I apologise for the confusion! Anyway, here's the same plausible but wrong software again** * **Speaker**: **[Matīss Treinis](https://www.linkedin.com/in/matisst/)** \- Creator and Author\, [SpecDD](https://specdd.ai/) * **Duration**: 30-45 mins * **Abstract**: Introduction to SpecDD, a Specification-driven development framework that enables humans and AI agents to build better software. * **About**: I have spent most of my life building things. Close to twenty years of production platforms, infrastructure, distributed systems, developer tooling, and the organisational structures around them. My background is in software engineering and architecture, but most of my work has lived where product requirements, developer tooling, infrastructure, delivery process, and team structure all meet. I build the systems around the software as much as the software itself. I have run full technology functions end-to-end: development, architecture, DevOps, delivery, hiring, vendor strategy, and operational structure. A lot of my career has been spent taking environments that are unstable, fragmented, or afraid to ship, and turning them into organisations that can move quickly without collapsing under their own weight. I still work hands-on every day. I write code, work in infrastructure, and stay close to the actual problems instead of managing them from a distance. *** * **Title: DevOps Horror Stories Vol. 1** * **Speaker**: **[Vicent Soria](https://www.linkedin.com/in/vicentsoria/)** \- Fractional Infrastructure Engineer @ [techabreath.com](https://techabreath.com/) * **Duration**: 30-45 mins * **About**: I work with management and technical teams to connect strategy with execution. My goal is to transform technology from an obstacle into a business driver. I act as a fractional CTO, DevOps engineer, or technology consultant, depending on each client's needs at any given time. I provide a practical and strategic perspective, helping to make impactful technology decisions: those that accelerate projects, improve processes, and align technology with business objectives. \-\-\-\- 🔑 **Important Access Note** Our host requires the attendees to provide their ID to grant us access to their offices. **Do not forget to fill in the "NIF - NIE - Passport" field** when registering!

Ricard 111 Han passat onze anys. El nom de Ricard ja no ressona als passadissos d’un institut, sinó als d’una presó on compleix una condemna impossible: 111 anys. El noi que es va emmirallar en el monstre de Shakespeare intenta ara habitar una normalitat fràgil, feta de rutines, llibres i silencis. Sap que les veus que el van empènyer a matar tenien un nom clínic. Sap també que la papallona blava que creia real —aquella presència delicada que va guiar els seus actes— només vivia dins del seu cap. Acceptar-ho va ser el primer pas cap a una lucidesa dolorosa. Ricard 111 situa l’espectador davant d’un enigma inquietant: què passa quan el mal ja no pot atribuir-se a fantasmes, sinó a un mateix? En el seu retorn a Shakespeare, Ricard buscarà respostes en els altres personatges, potser per entendre allò que mai no va voler mirar de cara. I l’espectador, de nou convertit en testimoni privilegiat, no podrà deixar de preguntar se si la redempció és possible o si hi ha ombres que, com certes papallones, només semblen viure un dia però poden habitar-nos tota la vida. Un díptic d’À Trois Teatre Autoria: Gerard Guix Direcció: Montse Rodríguez i Clusella Repartiment: Quim Àvila ENTRADES https://share.google/A8Nvha6A5x16nJegt NOTES IMPORTANTS: Cada participant gestiona la compra de la seva entrada. Us recordem que aquest grup no té cap interès comercial, és una simple trobada d'aficionats, apassionats, addictes i bojos pel teatre. Donat que les fotos de perfil poden fer impossible la identificació dels assistents, cal que busqueu activament l'organitzador/a de l'event.

Nuestra nueva web: [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona) 🤩❤️🍹PRACTICA TUS PASOS SHUFFLE DANCE HAZ REELS INSTA TIK TOK HAZ AMISTADES. VEN SOLO/A O CON AMIG@S Y PÁSALO PIPA HACIENDO NUEVAS AMISTADES. ESTE SUBGRUPO SE ORGANIZA A TRAVÉS DE UN CHAT PRO DENTRO DE LA PLATAFORMA PATREON SINGLES BARCELONA. COLABORA, PARTICIPA Y EMPUJA. CREA ACTIVIDAD SOCIAL. COGE LA PALA. [https://www.patreon.com/singlesbarcelona](https://www.patreon.com/singlesbarcelona)

**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. ️ Launched in San Francisco, July 16, 2022 Now in 35+ cities Running + Networking events + Community **Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) **Stay updated**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com](http://foundersrc.com/)

**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)

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!

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

**💥 Join us THIS Saturday and EVERY Saturday!** **💥 At Columbus’ Hottest New Salsa Venue!** **.** Lincoln Street Salsa THIS Saturday and EVERY Saturday! 8 pm – 1 am **.** **💥 Gorgeously Renovated Studio!** **💥 Free Parking!** **💥 BYOB!** **💥 Easy Access from Highway!** **.** Lincoln Street Salsa 1717 Brice Rd Reynoldsburg, Ohio 43215 **.** **ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING** **Behind Anthony’s Pharmacy!** **.** **PLEASE SHARE and help get the word out!** **.** **🟣 Salsa, Bachata, and Merengue Dancing!** **.** **🟣** 8:00 pm – 8:30 pm **𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻** **.** **🟣** 8:30 pm – 9:30 pm **𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!** **.** **🟣** 9:30 pm – 1 am **𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!** **.** **✅ Questions?** **Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)** Or Text Todd: 614-774-8146 **.** **✅ No Experience Necessary!** **✅ No Partner Required!** **✅ Plenty of People to Dance With!** **.** **✅ $15 Cash / $16 Card** **✅ College Students $5 Off with Valid ID!** **✅ BYOB** **✅ Age 18+** **.** **✅ Lincoln Street Salsa is the perfect place for…** **.** **👉 Learning to Dance** **👉** Social Dancing **👉 Birthday Celebration** **👉** Bachelorette Parties **👉 Girl’s Night Out** **👉 Date Night** **👉** Getting Fit / Burning Calories **👉 Meeting New People** **👉** Having Fun, Fun, Fun! **.** ✅ **Questions?** Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/ "https://columbussalsadancing.com/") Or Text Todd: 614-774-8146 .

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.

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.