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**DOVE**: [Subbyx](https://www.subbyx.com) \- Via G\.B\. Pergolesi 2/A\, Milano \(M1\, M2 \- Loreto\)\. **QUANDO**: 04 giugno 2026 alle 18.30 **TEMA**: Cloud networking avanzato e Intelligenza Artificiale applicata al mondo reale. Nella sede di **Subbyx**, uniremo due dei temi più caldi dell'ecosistema tech in un'unica serata. Da un lato, **Kenneth Attard, AWS Hero,** ci mostrerà come modernizzare le reti enterprise combinando AWS Cloud WAN e Amazon VPC Lattice; dall'altro, il team di **Subbyx** ci aprirà il loro playbook per svelarci come portare l'AI in produzione per risolvere problemi concreti. A seguire il classico aperitivo di networking, gentilmente offerto da **Subbyx**. \-\-\- **AGENDA** 👋 18.30 - Welcome! ☁️ 18.45 - Introduzione - **Francesco Durighetto** Duri Chief Research and Development Officer, Co-Founder di Subbix. 🎤 18.50 - Discover how to modernize enterprise networking by combining AWS Cloud WAN and Amazon VPC Lattice - **Kenneth Attard** (talk in inglese). 🎤 19:20 - AI that works: our real-world playbook - **Davide Fiacconi** Senior Data Scientist di Subbyx. 🍻 19.50 - Aperitivo di Networking \-\-\- **TALK** **"Discover how to modernize enterprise networking by combining AWS Cloud WAN and Amazon VPC Lattice"** **Kennet Attard -** AWS Hero (talk in inglese) Discover how to modernize enterprise networking by combining AWS Cloud WAN and Amazon VPC Lattice. This session explores the seamless integration of these services to create a unified networking solution that simplifies connectivity across your organization. Learn how to leverage Cloud WAN for global network management while using VPC Lattice for service-to-service communication, reducing complexity and improving security. We'll share real-world architectures and best practices for implementing a modern, scalable network infrastructure in AWS. **"AI that works: our real-world playbook"** **Davide Fiacconi** \- Senior Data Scientist di Subbyx Tutti stanno rilasciando demo di AI. Portare l'AI in produzione — dove ci sono clienti reali, flussi di lavoro reali e soldi veri in gioco — è tutta un'altra storia. Da Subbyx non facciamo pilot: gestiamo sistemi AI che parlano con i nostri utenti ogni giorno e su cui si appoggia ogni team dell'azienda. In questo talk ripercorreremo due casi reali. Il primo è Rosie, il nostro agente per il customer care che gestisce le richieste degli utenti in autonomia, dall'inizio alla fine. Il secondo è la nostra piattaforma AI interna, costruita interamente su open source — LiteLLM, LibreChat e server MCP — per dare a ogni dipendente accesso a più modelli attraverso un'unica interfaccia centralizzata e governata. Uscirete con decisioni architetturali concrete, i trade-off che le hanno guidate e le lezioni che avremmo voluto sentirci dire prima di iniziare. \-\-\- **CALL4SPEAKER**: vorresti presentare un tuo speech ai prossimi Meetup? [Compila il form](https://docs.google.com/forms/d/e/1FAIpQLSc8xVRNDWx63rrHyFgT0e_Q2U1EHe6-nXsV7NvKw4troeWeTA/viewform)! **NOTA**: Il numero di posti è limitato, registrarti al Meetup per riservare il tuo posto! **PROBLEMI ALL’ULTIMO?** Se ti sei iscritto, ma non puoi più venire, ricordati di cancellare la partecipazione, così da lasciare il posto ad altri membri della community. Grazie!

The Milano Cybersecurity Meetup returns with an edition dedicated to offensive security and Bug Bounty programs, no longer just about finding vulnerabilities, but about managing noise, prioritizing risk, and building trust between organizations and security researchers. The event focuses on the role of the Ethical Hacker and the critical, often misunderstood, role of the triager, the professional who bridges vulnerability discovery with actionable remediation.The meetup will close with a talk by Sw33tLie, one of the main contributors to PortSwigger’s latest research, exploring the discovery and exploitation of HTTP Request Smuggling vulnerabilities in modern architectures. This evening event combines focused technical talks with an informal aperitivo atmosphere, where hoodies replace ties and technical content meets open discussion and networking. Co-organized with UNGUESS Security, a European Continuous Offensive Platform backed by a community of 200+ vetted ethical hackers and AI agents, the event offers a unique chance to hear from practitioners on different sides of the hacking process. The event will also welcome representatives from Intigriti, including Alex Olsen, Head of Hackers, who will join us to make the evening even more exciting. ## **Key Themes & Takeaways** *“Today, being an ethical hacker means staying ahead of attackers, finding the bugs and fixing risk before it’s exploited by malicious actors.”* * Finding bugs for learning, passion, and profit, and building a legal career path by hacking real organizations responsibly * What makes a great triager in bug hunting programs - skills, mindset, and career paths * How triage quality impacts program ROI, security outcomes, and researcher trust * Dealing with AI-generated submissions ("AI slop") and the triager’s evolving role as quality gatekeeper, separating signal from noise * Some of the most impactful vulnerabilities originate from protocol‑level flaws, turning seemingly theoretical research into systemic risk for large‑scale infrastructures and forcing modern triage to reassess impact and prioritization ## **Agenda** * **Talk #1 — My path to Bug Bounty (Leo Racanelli, Intigriti Ambassador)** Hacking real organizations (legally) for fun and profit * **Talk #2 — Anatomy of a Triage: From vulnerability submission to validation (Marco Mazzola, UNGUESS Triager)** What happens between “submission received” and “vulnerability confirmed.” A deep dive into the triager’s workflow What researchers wish triagers understood. How triage quality shapes submission quality and vice versa How AI-generated submissions are flooding programs, why most are noise, and what a good triage policy looks like * **Talk #3 — Mutations of a Bug: Where HTTP Smuggling Is Heading (Paolo Arnolfo, aka Sw33tLie — 1st researcher on the Portugal Bugcrowd leaderboard)** An evolution-driven look at HTTP Request Smuggling: how exploitation techniques mutate over time, why old assumptions no longer hold, and what this means for modern triage, detection, and remediation ## **Registration** Free access (registration required) Register for the event **[here](https://luma.com/event/evt-Me1ePdISbrIotuu)** Participation is subject to confirmation, as spots are limited. *Photos and videos may be taken during the event and shared on social media. By attending, you consent to their use.*

**PELLEDOCA 🪿🪿🪿🪿** **GIOVEDI 04 giugno** **GRAN BUFFET 15€ con drink** **Antipasti, primi, secondi e frutta** **Start BUFFET 20:30 fino alle 22:00** **Tavolo riservato tutta la sera solo per noi.** **Vieni in LISTA ELIO all’ingresso…** **Poi dalle 22:30 parte la musica e l’entrata diventa 10€ con drink incluso.** **Pronti a brindare, ridere e ballare tutta la notte?** **Ci conto 😍** **Quindi cosa aspetti? PRENOTA il tuo aperitivo o il tuo tavolo a tuo nome.** **SERATA PERFETTA PER NUOVE AMICIZIE** **Se vuoi puoi prenotare la CENA con amici o con la tua azienda 35€ (bevande escluse)** **Guardaroba obbligatorio 1€** **Milano viale Forlanini 121** **Parcheggio 3€** **Come arrivare? Clicca il link qui sotto ⬇️** **https://maps.app.goo.gl/xkzKhvMvMhHn2DN7A?g_st=com.google.maps.preview.copy** **Se non hai l’auto scaricati, WAYLA e registrati. Un trasporto economico milanese per tutta la notte.** **https://apps.apple.com/it/app/wayla/id6479307130**

Ci incontriamo in questo storico locale, sia invernale che estivo in base alle condizioni meteo, alle 20,30 con un super buffet ricco di piatti caldi e freddi tutti da gustare. Dalle 22 inizia la musica per chi si vuole fermare a ballare o per chi volesse rimanere al tavolo a chiacchierare comodamente. È una serata da trascorrere in amicizia, adatta a tutte le età e al costo di 15 euro comprensive di ingresso, buffet e prima consumazione! Parcheggio custodito a 3 euro Gradita la conferma via whatsapp Enrico 3930134920 melissa 3755058482

*This club is for founders, VCs, operators, and startup ecosystem players — past, present, and future.* ​ Padel is one of those games you can pick up at any point in your life and immediately enjoy. You don't need to be fit, you don't need a background in racket sports, you just need to show up. The court is small enough that nothing feels out of reach, and the glass walls do half the work for you. ​What makes it special is that you actually talk while you play. Between points, during rallies, after a shot that somehow worked — there's a natural rhythm to padel that makes conversation easy. You get to know your partner in a way that just doesn't happen sitting across a table. ​We had a rally once that went on so long everyone stopped caring who won the point. That's kind of the spirit of the whole thing. ​ **🎯 What to Expect** ​**Two courts, at least 8 players** — we rotate and run mini-tournaments when numbers allow. All levels, always. ​ **Real conversations** — with your partner, between points, after the game. No agenda. ​**Competitive but Chill** — good plays, better laughs, and a rematch culture. 🔄 ​**💸 €15 per person** — pay before the game: [paypal.me/alexbing2](paypal.me/alexbing2) Paying upfront keeps the courts full and the group reliable. No last-minute ghosts. Arrive 15 minutes early to warm up and meet people. ​ **⚠️ Cancellation Policy** Cancel at least 2 days before if you can't make it — someone on the waiting list will be very happy to take your spot. No-shows without notice lose their €15 deposit and get moved to the waiting list for future events. p.s. If you don't see so many players registered on Meetup, you can check another channel - Luma [https://luma.com/hgovr5co](https://luma.com/hgovr5co)

🇫🇷 Bienvenu à l'apéro franco-italien! Au programme ? Des rires, des jeux et de nouvelles rencontres 😊. Vous êtes français/italiens et vous voulez pratiquer votre italien/français ? Peu importe votre niveau, vous êtes les bienvenus. L'événement est ouvert à tous les francophones et italophones. 🔴 11€ par personne (boisson et plateau repas inclus). 🔴 Demandez Armando quand vous arrivez 🔴 Vous pouvez me contacter sur WhatsApp si besoin wa.me/393755246023 À bientôt ! ------ 🇮🇹 Benvenuto all'aperitivo Italo-Francese! In programma? Divertimento, giochi e nuovi incontri 😊. Siete italiani/francesi e volete praticare il vostro francese/italiano? Non importa il vostro livello, siete tutti benvenuti. L'evento è aperto a tutti i francofoni e italofoni. 🔴 11€ a persona (aperitivo incluso) 🔴 Chiedete di Armando quando arrivate 🔴 Potete contattarmi su WhatsApp se c'è bisogno wa.me/393755246023 A presto!

Ci incontriamo in questo storico locale, sia invernale che estivo in base alle condizioni meteo, alle 20,30 con un super buffet ricco di piatti caldi e freddi tutti da gustare. Dalle 22 inizia la musica per chi si vuole fermare a ballare o per chi volesse rimanere al tavolo a chiacchierare comodamente. È una serata da trascorrere in amicizia, adatta a tutte le età e al costo di 15 euro comprensive di ingresso, buffet e prima consumazione! Parcheggio custodito a 3 euro Gradita la conferma via whatsapp Enrico 3930134920 melissa 3755058482

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

La domenica ormai è appuntamento fisso per il nostro gruppo al Just me (ex Just Cavalli). Ci incontriamo alle 20:00 per socializzare al nostro tavolo riservato e gustare un ottimo buffet con la prima consumazione inclusa al costo di soli 10€. Alle 22:30 faremo un brindisi di prosecco offerto dagli organizzatori e chi vuole può rimanere a ballare. Serata dedicata a un pubblico di tutte le età, divertimento assicurato! È gradita conferma via whatsapp ai nostri numeri: Enrico 3930134920 melissa 3755058482

Sabato ho il piacere di invitarvi all' inaugurazione estiva dell'aria club Ci troveremo all'Aria club in piazzale dello sport 14 milano zona san siro dalle 19,45. Gusteremo un ottimo aperitivo a buffet nella nostra area riservata al termine del quale, verso le 22,45 brinderemo con un ottimo spumante 🍾🎉 a seguire ci scateneremo con il dj set di musica revival e commerciale Costo serata 15€ tutto compreso per chi vuole c'è la possibilità di fare l'aperitivo open wine a 20€ (tutto il vino che si vuole fino alle 22,30) Gradita conferma via whatsapp per organizzare tutto al meglio Enrico 3930134920 melissa 3755058482

La domenica ormai è appuntamento fisso per il nostro gruppo al Just me (ex Just Cavalli). Ci incontriamo alle 20:00 per socializzare al nostro tavolo riservato e gustare un ottimo buffet con la prima consumazione inclusa al costo di soli 10€. Alle 22:30 faremo un brindisi di prosecco offerto dagli organizzatori e chi vuole può rimanere a ballare. Serata dedicata a un pubblico di tutte le età, divertimento assicurato! È gradita conferma via whatsapp ai nostri numeri: Enrico 3930134920 melissa 3755058482

**Saturday Social – Sabato 6 Giugno 2026 ci ritroviamo per un nuovo aperitivo social con Open wine/spritz al NOMAD MILANO**, una fantastica serata dedicata ai nuovi incontri, ai single ed alle nuove amicizie. Un Grand Buffet, una bella serata, bella musica e bella gente. Avremo una zona con tavoli riservati per il nostro gruppo dove potersi gustare un ottimo aperitivo in compagnia di persone nuove, socializzando e facendo nuove amicizie… Per chi lo desidera **Open Wine/Spritz fino alle 22,00**… E a seguire DJset revival commerciale **NOMAD Milano** **Via Varesina, 184 – Milano** Info e prenotazioni: **Prenotazione obbligatoria, manda un Whatsapp al 347/5686000** **scrivendo: 6nomad, il tuo nome, età + numero tuoi ospiti** P.S. La direzione del locale si riserva il diritto di selezione all’ingresso uomini no maglietta e pantaloni corti o con strappi **SATURDAY SOCIAL** **al NOMAD MILANO** **Sabato 6 Giugno 2026** **dalle 20,00 alle 05,00** (all’ingresso dire: PRENOTAZIONE SCONOSCIUTI e nome indicato nella prenotazione) **Costo di 15 euro comprensivo di:** – 1 drink (**oppure 20€ con Open Wine/Spritz fino alle 22,00**) – Grand Buffet (aperitivo fino alle 22,30) – DJset fino a tardi – zona riservata con tavoli d’appoggio fino alle 23,00 **Se entri dopo le 23,00 (entro le 00,30):** uomo 20 € con 1 cocktail donna 15 € con 1 cocktail \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* Vi aspettiamo numerosi!!!!! Sabato 6 Giugno 2026 ore 20,00 Info e prenotazioni: Per poter partecipare alla serata: **Prenotazione obbligatoria, manda un Whatsapp al 347/5686000** **scrivendo: 6nomad, il tuo nome, età + numero tuoi ospiti** P. S. La direzione del locale si riserva il diritto di selezione all’ingresso.

Immerse yourself in the world of matcha in this hands-on workshop, where you'll learn the traditional techniques of preparing and enjoying this vibrant green tea. You’ll explore matcha’s rich history, health benefits, and different grades, while mastering the art of whisking the perfect frothy bowl. Experience a mindful tea ritual and discover how to incorporate this superfood into modern recipes. Whether you’re a tea enthusiast or a curious beginner, this workshop offers a unique blend of culture, flavor, and relaxation. 🍵✨ **Les Amis** is a women-only community of friendly souls. We provide access to hundreds of experiences that explore your passions and connect you with other event participants. **Check our website to learn more, and apply to join our community and events**: [lesamis.cc/apply](https://www.lesamis.cc/apply)

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. 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)

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

**Abstract:** Motivated by the challenges of detecting extremely rare failures in sophisticated circuit design specifications, we study the problem of efficiently identifying multiple disjoint regions of interest (ROIs) — regions of a continuous, high-dimensional parameter space where a complex, expensive-to-evaluate target function falls below or above a pre-specified threshold. We reframe this problem as a Bayesian sequential decision-making problem and, more broadly, as an instance of strategic agent behavior in continuous spaces: an agent that must allocate a hard evaluation budget intelligently, updating its belief about the unknown function after each observation and choosing the next query to maximize coverage of all disjoint failure regions rather than convergence to a single optimum. This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1](https://iit-edu.zoom.us/j/89379230295?pwd=NdETyE5sdYuSrvsrBZXSBFkUESBVkg.1) Meeting ID: 893 7923 0295 Passcode: 5t5WYn **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require first and last names of those who RSVP'd by Jun 11. Please take the main elevators at the center of the Mart. Attendees will then present their IDs when they arrive at the front desk on the 18th floor.

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come — mark your calendar, RSVP, and save your spot today!