Security Metrics

*Why most transformations fail — and what leaders must do differently* With trillions of dollars spent on digital transformation globally each year, the results are sobering: only 20–30% of initiatives achieve their intended outcomes. In this talk, Susan draws on firsthand experience leading both successful and failed transformations to explore why — and what leaders can do differently. Structured in four acts, the session moves from the hard reality of transformation failure to the underlying patterns behind it, arriving at four practical truths every leader must accept: • Transformation is never the goal — business value is • Political capital is finite and must be managed deliberately • Early focus matters more than destination planning • Measurement should enable learning, not be used as a weapon The talk closes with two grounding questions every leader should be able to answer before launching any transformation — practical, honest, and hard-won from the field. **Speaker Bio** Susan Rohde is the founder of Rohde Inc. and a technology executive with decades of experience guiding public and private sector organizations through complex, high- stakes transformation. Her career spans executive leadership at a top-five national bank, a large state government, and six years as Senior Consultant to a major federal agency — where she helped lead one of the most ambitious project-to-product transformations in the federal government. As a BVSSH Advocate, Susan is part of Jon Smart's global community of practitioners committed to helping organizations achieve Better Value Sooner Safer Happier. She brings a practitioner's lens to transformation — having both delivered change for others and led it herself from the inside. Susan has presented at the AWS Public Sector Summit, the DevOps Enterprise Summit, and multiple national forums on Agile, transformation, and technology leadership.

PLEASE NOTE YOU MUST book and pay for your ticket in advance at http://www.londonbuiltenvironment.com/ The London Built Environment committee would like to extend you an invitation to our May 2026 City Of London après-work Networking Reception to be held at the famous Gherkin - and hope you can join us for pre-work delicious breakfast and productive business networking to make new contacts and deals for the Rest Of The Year. We now have over 20,000 diverse and relevant London members so it’s the perfect opportunity for making new business connections. See photos from our latest events at http://www.londonbuiltenvironment.com/ PLEASE NOTE YOU MUST book and pay for your ticket in advance at http://www.londonbuiltenvironment.com/ ALSO PLEASE NOTE we take most of our event bookings through our website and EventBrite so the numbers booked is much larger than displayed on this Meetup page (normally about 70-100 guests).

uSwitch is located on the first floor of the ZPG building at 5 Copper Row, London, SE1 2LH, London (Click on the map for directions) What 3 words location: [https://what3words.com/puts.sudden.else](https://what3words.com/puts.sudden.else) The Clojure dojo is a collaborative way to learn Clojure/ClojureScript through practice. The aim is to learn a little more than before you started. This event is for those new to coding through to more experienced developers. We organise into small groups (2-4) people and write code to solve challenges great and small, chosen by those at the event. We aim to ensure someone in your group has some Clojure experience, so you shouldn't feel lost (well no more than all developers do when Stack Overflow is broken). Example challenges for the coding dojo are listed on this website: http://www.londonclojurians.org/code-dojo/ Various past exercises have been loaded to [https://github.com/ldnclj](https://github.com/ldnclj/lisp1.5/blob/master/src/lisp1/5.clj) # Approximate schedule: 18:40 Doors open and start collecting suggestions 18.45 Pizza should have arrived 19:00 Quick intros and vote on suggestions 19:15 Break out into groups and start practising 20:45 Gather together for a quick show and tell # What should I bring? We organise into small groups, so if you have a laptop with a working Clojure environment please bring it along (there are lots of online Clojure environments, so you can just use your browser too). # How do I get in to the building? At the glass doors press the buzzer to inform the security guard you are here. Say you are here for the event on the first floor. Is there way to talk with the Clojure community? Why yes. The Clojurians Slack channel is full of friendly people who love to try and help. People based in London are often in the #clojure-uk channel. Sign up for a free account to the Clojurians Slack community via http://clojurians.net/ What is Clojure? Clojure is a JVM language that has syntactically similarities to Lisp, full integration with Java and its libraries and focuses on providing a solution to the issue of single machine concurrency. Its small core makes it surprisingly easy for Java developers to pick up and it provides a powerful set of concurrency strategies and data structures designed to make immutable data easy to work with. If you went to Rich Hickey’s LJC talk about creating Clojure you’ll already know this, if not it’s well worth watching the Rich Hickey “Clojure for Java Programmers” video or Stuart Halloway “Radical Simplicity” video .

TIMINGS Doors Open: 17:30 Tournament Starts: 19:00 Tournament Finishes: 22:30 Doors Close: 23:00 FORMAT & STRUCTURE Limited: Booster Draft Product: 3 x Secrets of Strixhaven Play Boosters Structure: Swiss (3 rounds) non-DCI™-sanctioned REL: Regular Venue Capacity: 37 players ENTRANCE FEES Casual Play: Free Booster Draft: £23.50 Trading: Free PRIZES 9pts (3-0-0) - 4 x Secrets of Strixhaven Play Boosters 7pts (2-1-0) - 3 x Secrets of Strixhaven Play Boosters 6pts (2-0-1) - 2 x Secrets of Strixhaven Play Boosters 4pts (1-1-1) - 1 x Secrets of Strixhaven Play Booster 3pts (1-0-2) - 1 x Secrets of Strixhaven Play Booster

Your survival depends on knowing who you can rely on. But how can you tell who your real friends are? How can you determine if a person will help make a joint venture successful? Is there a way to predict behavior? Yes. There are fundamental elements to human behavior. When you know them you have insight into your fellow man, and just by observing how people act, you will know *everything* about them. #### On this lecture you will learn: * The important role of trust in human relationships. * The Hubbard Chart of Human Evaluation—the tool to know true character and predict what people will do. * How to evaluate others accurately and guarantee a more certain future for yourself and those you care about. With the knowledge you learn on this course, you will have tools to know who you can trust and who you can depend on. *“Trustworthiness is a highly esteemed commodity. When one has it, one is considered valuable. When one has lost it, one may be considered worthless.”* *—L. Ron Hubbard*

**Amplify Her is a live event supporting women in the music industry.** Amplify Her is a thriving community committed to empowering women in the music industry. Come join us for a refreshing drink, connect with like-minded music professionals and leave inspired. Let's embrace some joy, release the self-imposed pressure, and simply enjoy each other's company. As music professionals, we navigate through ups and downs, and here, we've created a space to foster a community—supporting one another, growing together and forging ahead. Our mission is clear: to cultivate a community of female music industry professionals who not only uplift each other in advancing their careers but also champion the cause of gender equality. Together, let's move forward and make a lasting impact. **[Make sure to grab your ticket on our website, so that you receive a QR code to use upon arrival.](https://www.amplifyher.co.uk/event-details/cocktail-meeting-london-2026-05-12-18-00)** **Follow us on:** [https://www.instagram.com/amplify_herLive/](https://www.instagram.com/amplify_herLive/) [https://www.amplifyher.co.uk/](https://www.amplifyher.co.uk/) [https://www.linkedin.com/company/amplifyher/](https://www.linkedin.com/company/amplifyher/)

**Discussion overview:** Whether in social life, dating or work, everyone reacts differently when someone gets too close (or too far), physically or emotionally. But how much is too much? When does it become creepy? The answer is often personal, but also influenced by our culture: why do some cultures touch and hug everyone - is it romantic or friendly? Why do some overshare or ask about every little detail in life? And if someone asks for space, is it the end, or just going too fast? In a multicultural city like London where so many different cultures and social expectations meet, understanding different signals such as the need for space and boundaries can help us avoid misunderstandings and interact at the right rhythm. *Join us for a relaxed group conversation where we explore real life, grey areas, and how our different cultures and backgrounds shape our views about key topics.* *Expect real talk, no judgment, and a chance to learn how others see it.* **\*Come for the discussion, stay for the friendships. Our weekly discussion series brings together thoughtful people for honest conversations on relationships, life, and society - with warm social vibes before and after.\*** **WHAT TO EXPECT:** * Good vibes only: we chat big topics in a chill, respectful way. No arguing - just open-minded exchange. * We warm up with casual socializing (come solo or with friends!) * The topic starts around 7:45/8pm, wraps around 9:30. * 🍕 There's pizza, drinks, milkshakes and snacks available at the bar (incl plant-based options) * And most people stay until late for drinks and mingling! **DISCUSSION FORMAT:** **\- Our group conversations are open and flexible\! There is a very soft guided flow to ensure we focus on the key questions\, and to ensure that everyone gets a balanced opportunity to speak\.** \- We rotate groups intentionally during the discussion so everyone gets to meet a wider mix of people and perspectives\. \- After the structured part\, you’re free to mix and mingle with anyone\. **Here's a typical discussion flow, but we may adjust this depending on the turnout:** \- Introductions and initial thoughts *(\~5 mins).* \- Group breakouts per question *(\~20 mins x 3).* \- Final round of opinions *(\~10 mins)*. \- Mix and mingle\, make new friends\, get drinks etc *(\~until late)* **Rules & etiquette:** 1\. Debate the topic\, not the participants \- no personal attacks please\. 2\. No phones\, no interrupting\, no bystanding\. 3\. Always follow the moderator/host instructions and guidelines\. **WHAT IS WORLD CITIZENS?** We're one of London's longest-running and largest communities. Since 2012 we run socials, cultural activities and stimulating discussions to foster meaningful exchange and learning among London's global professionals. They are inspired by MUN (Model United Nations) and salon discussions and offer a more relaxed and social evening version. **LOCATION DETAILS** What: Discussion session followed by social/networking When: Tuesday, 7:30pm until late. Where: Curzon Aldgate (bar area), 2 Canter Way, E1 8PS Closest stations: Aldgate East, Aldgate, Tower Hill/Gateway Cost: Pay for your own meals or drinks Hosts: We have a rotating team and the actual host of each event varies. Our regular members can also help you out with basic matters. *NOTE: like most guests, our volunteer hosts join after work and may arrive after the start time. If you are punctual or earlier than our hosts, we highly appreciate this! Please feel free to start socializing already and/or get something to eat or drink - that’s the point of our events anyway! Our regular members can also help you out with any basic matters.* **\*Our other weekly events\*** \- Friday evening socials every week \- Saturday afternoon cafe in Chelsea \- Canary Wharf socials every other Wednesday \- Outdoor fun \(hiking\, kayaking\, etc\) every weekend \- Dining\, cultural and travel activities on\-demand **JOIN OUR TEAM!** We're all volunteers, so if you enjoy organizing activities or events in your spare time, while meeting great people every week, send a message to our team account "TP"! **DISCLAIMER** We are a 100% volunteer-run team. Though we have high standards in planning, this is a private informal activity so we cannot be liable for any damage or inconvenience. However, we put safety and comfort first. We take all complaints seriously, and take severe action against any harassment, verbal or non-verbal, and anti-social behaviour, towards our guests or team members. We collaborate with the police when needed. We take photos and videos which may include you to help promote the community in line with GDPR Data Protection law, as well as stock photos from Pexels or Unsplash. We may restrict or prioritize guests at our own discretion for safety, quality and logistics reasons. While our team's decisions may not be perfect we ask that you follow our decisions first and raise any disputes to discuss with us later and privately. By attending you understand, agree with and respect all terms of this disclaimer.

Once a month, we slow things down. No courts. No rushing. Just good food, easy conversation, and a social that actually feels… social. This is the **Second Serve games night** — a more relaxed, sit-down version of the group. 📍 **Venue (Croydon / easy access)** We rotate between: * Cosy restaurants with bookable tables * Private/semi-private dining spaces * Quiet venues where we can actually hear each other (Final location shared after approval) 🕒 **Format (Monthly Saturday)** * **6:30 – 7:15pm** → Arrivals + dinner orders * **7:15 – 8:15pm** → Dinner & natural conversation * **8:15 – 9:45pm** → Games + guided social * Wrap up on time — no dragging the night out 🎲 **The Twist (What makes this different)** This isn’t just “dinner and hope for the best.” We structure it lightly so it never gets awkward: * Small tables (4–6 people max) * Subtle **table rotations** (optional, not forced) * Simple games that spark conversation, not competition 💬 **Conversation Style** No cringe icebreakers. We use light prompts that are easy to answer and easy to build on. 👥 **Who this is for** * People who don’t want loud, chaotic nights * People who actually want to talk and connect * People who prefer structure over randomness ✅ **Approval & Attendance** * RSVP approval required * Limited seats (kept intentionally small) * Priority goes to consistent attendees 👉 If you RSVP, we expect you there (No-shows affect future approvals) **The vibe** A proper social. Not loud. Not forced. Not endless. Just a good evening, done right. *Pictures and Videos may be taken for marketing purposes.* *All attendees consent to the use of their pictures by The* Second Serve Social 🎾

**AI Security Summit London — May 14, 2026** **Join us on this event where we'll dive into working with real AI systems** **— understanding how they break, and how to secure them properly.** Expect live model exploitation demos, architecture teardowns from teams shipping AI at scale, and hands-on workshops where you’ll actively break systems — then fix them. From LLM security to AI red teaming and secure-by-default development, everything is grounded in real-world practice from people doing this work every day. **📍 Venue & Schedule** * CodeNode London * 🕘 9:45 AM – 4:30 PM * 🍻 Happy Hour until 7:00 PM **👩‍💻 Who Should Attend** This track is designed for hands-on practitioners, including: * Engineers building AI features and infrastructure * Application Security (AppSec) teams testing those systems * AI/ML engineers and researchers deploying and tuning models * Platform and architecture engineers managing pipelines and endpoints * AI security practitioners focused on detection and response **🧠 What You’ll Learn** * Threat modeling for AI/ML with real attack patterns and failure cases * Securing models, training data, pipelines, and inference endpoints — with concrete configs and code references * Live red team demos — including prompt injection, misuse chains, and model abuse scenarios * LLM security hardening — prompt safety, hallucination controls, and abuse mitigation techniques * Detection & monitoring playbooks — key logs, thresholds, and incident response strategies that work in production Join us in London to connect with fellow builders and defenders — and leave with practical knowledge you can use right away.

Something's shifted. The people who've spent years deep in data - the analysts, the engineers, the consultants - are building with AI agents now. **And it's the most exciting thing in a decade.** New tools. New workflows. Whole new ways of thinking about what data work even means. Everyone's experimenting. Everyone's learning. **Nobody's done this before.** We couldn't find a community in the UK for people doing this work. So we're starting one. In pubs, with laptops, sharing what's actually working. No slides. No pitches. No lanyard energy. Just people who build things, showing each other what they've built. **Bring your terminal. Bring your questions. Bring the thing that's half-working and you can't figure out why.** More at [swarm.org.uk](https://swarm.org.uk/)

**Kindly note that this is a paid event and the average number of attendees for our events is 60-70 people. You can register on [https://www.eventbrite.co.uk/e/african-connector-london-africa-focused-networking-event-tickets-1988226075714?aff=meetup](https://www.eventbrite.co.uk/e/african-connector-london-africa-focused-networking-event-tickets-1988226075714?aff=meetup)** African Connector® London: curated networking for Africa-focused professionals, founders & investors. Build partnerships and opportunities. ### **What is African Connector®?** African Connector® is a **carefully designed business networking experience** in London for professionals, founders, investors, and advisors connected to African markets. It brings together a **relevant mix of people with aligned interests**, creating an environment where conversations are more meaningful and introductions more valuable. The focus is on quality over quantity—encouraging discussions that can lead to partnerships, investments, and long-term opportunities. There are no panels or presentations—just a **natural, professional setting** where conversations flow and connections develop organically. **Who should attend?** * Founders and entrepreneurs working in or with Africa * Investors (Angel, VC, Family Offices) exploring African opportunities * Corporate professionals, consultants, and advisors * Anyone interested in Africa-focused business, trade, and innovation **Why attend?** In London, the best opportunities come through the right introductions—not chance encounters. African Connector® creates a space where conversations are intentional, relevant, and commercially valuable. ## **Event Details 🕒** 📅 **Date:** 13th May ⏰ **Time:** 17:00 – Event Start 📍 **Location:** 2 Chesham Hotel, Belgravia, London ✔️ Fully hosted ✔️ Free-format networking (no panels or presentations) ✔️ Curated guest list for quality connections ## **What to expect** * High-level networking with like-minded professionals * A relaxed but purposeful atmosphere * Conversations that can lead to partnerships, investments, and new opportunities ## **Bonus Access** Your ticket also includes entry to **London Connector®**, taking place later the same evening—expanding your network across a broader professional audience. ## **📲 WhatsApp Group** On the day of the event, attendees will receive an email invitation to join the exclusive Ukrainian Connector® WhatsApp group to continue conversations before and after the event. ## **👔 Dress Code** Business attire or smart casual. No T-shirts or trainers. ## **ℹ️ Refund Policy** Advance tickets are discounted and non-refundable but may be reassigned to another person if you are unable to attend. ### **Event Disclaimer 📸** Photos and videos may be taken during the event for use across social media and promotional materials. * [United Kingdom Events](https://www.eventbrite.co.uk/d/united-kingdom/events) * [Greater London Events](https://www.eventbrite.co.uk/d/united-kingdom--greater-london/events) * [Things to do in London](https://www.eventbrite.co.uk/ttd/united-kingdom--london) * [London networking](https://www.eventbrite.co.uk/d/united-kingdom--london/networking) * [London Business networking](https://www.eventbrite.co.uk/d/united-kingdom--london/business--networking)

MCP is changing how developers build with AI, but we're just scratching the surface. Join us for an evening of talks that go beyond retrieval to explore what's actually possible when you give agents real tools, real constraints and real APIs. **Agenda** ​6:00 PM - Doors open, registration and networking ​6:10 PM - Welcome (Upsun & Cloudflare) ​6:20 PM - MCP: Context is Everything! - Carly Richmond, Elastic ​6:45 PM - Sandboxes: how to limit agents so we can use them more - Patrick Dawkins, Upsun ​7:00 PM - Break (Food & Drinks) ​7:30 PM - Cooking with MCP in VS Code - Liam Hampton, Microsoft ​7:55 PM - Efficient tools with MCP code mode - Confidence Okoghenun, Cloudflare ​8:15 PM - Open networking and drinks ​9:00 PM - Close 🗣️ ​**Talks** ​**MCP: Context is Everything! - Carly Richmond (Developer Advocate Lead, Elastic)** ​MCP is a powerful tool for giving LLMs capabilities to not just retrieve information, but to automate key actions based on relevant data. Let’s see how it can be used for retrieving relevant context and other activities such as observability. ​**Efficient tools with MCP code mode - Confidence Okoghenun (Senior Developer Advocate, Cloudflare)** ​Traditional MCP approaches choke on context windows: Cloudflare's 2,500+ endpoint API would require 1.17 million tokens. Code Mode flips the script by having LLMs write code against typed APIs instead of making direct tool calls, achieving 99.9% token reduction. Come learn how code mode works and how to optimize your MCP tools with it. ​**Sandboxes: how to limit agents so we can use them more - Patrick Dawkins (Principal Engineer, Upsun)** ​We want our agents to run longer and use more tools, but we're hampered by constant prompts for approval. Sandboxes are the practical middle ground: isolate the agent so you can stop watching every command and let it work. This talk covers what "sandbox" means, who provides them today and the Linux primitives that let you build one yourself. ​**Cooking with MCP in VS Code - Liam Hampton (Senior Cloud Advocate, Microsoft)** ​In this session Liam will show you how VS Code is fully supporting the MCP spec, from MCP Apps to sandboxing and elicitations. 📅 **Date and Time:** Thursday, May 14, from 6:00-9:00 PM 📍 **Location:** Cloudflare Address: 6th Floor, County Hall/The, Riverside Building, Belvedere Rd, London SE1 7PB, UK 👉 You can also register here: https://luma.com/eb8j6lhu **⚡️ Interested in giving a talk? ⚡️** Have you ever considered presenting on your Elastic use case? We welcome 5-10 minute lightning talks, 45-minute deep dives, and everything in between. If you're interested, please submit via our [CFP](https://sessionize.com/elastic-meetups/) or send us an email at [meetups@elastic.co.](http://meetups@elastic.co./)

Dear Poetry enthusiasts, Newham Poetry Group focuses on amplifying marginalised voices, supporting young locals, LGBTQ+ individuals, migrants and people from the global majority. We know poetry has the potential to change not only individuals' lives but also communities. **Full programme** available at [www.newhampoetrygroup.com](http://www.newhampoetrygroup.com/). We have a maximum capacity of 20 participants per session, so book early to secure your spot. **Event details** Location: The Gate Library, 6-8 Woodgrange Road, E7 0QH Date: Every Thursday Time: 6:15 pm - 7:45 pm Our sessions are free of charge. However, we welcome donations. Light refreshments are provided. We look forward to welcoming you to our poetry sessions and creating meaningful experiences together.

🎉 Come along to the London Scala Talks! 🎉 In this event you'll hear from Caroline Morton and Katrina Petrevice. **Agenda** 6:00pm - 🥤 Doors open. Come along and grab a drink! 6:35pm - 🗣️ Introduction 6:40pm - 🗣️ Katrina Petrevice: Caching in Scala using Ref 7:20pm - 🍕 Intermission: Join us for some free food and drinks! Vegan and vegetarian options are provided. Let us know if you'd like something special - we'd be happy to accommodate. 7:50pm - 🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective) 8:30pm - 🥤 Socialising: Grab a drink and let's discuss the talks. 9:00pm - 🍻 Join us in a pub to discuss the talks! 🌐 **This event may have a live stream** Watch this space for more details. **🗣️ Katrina Petrevice: Caching in Scala using Ref** Caching in memory is often one of the first strategies used to improve system performances. However, implementing caching in a purely functional way introduces unique challenges, specifically around state management and testability. In this talk, we will look at how to utilise functional programming principles with [Ref](https://typelevel.org/cats-effect/docs/std/ref), while maintaining clarity and composability. We will also deep dive into some common pitfalls and look into practical ways to test Ref effectively. ⭐ Katrina Petrevice ⭐ Katrina comes from a non–computer science background and was first introduced to Scala while working at JPMorgan. She credits much of her Scala knowledge to hands-on experience within her team, where she works on building and maintaining data pipelines and managing data systems. Since then, she has developed a strong interest in functional programming and now co-leads the Functional Programming Group at JPMorgan, where she helps share knowledge and foster a community around these ideas. **🗣️ Caroline Morton: Accidental Functional Programming in Rust (From an Epidemiologist's Perspective)** I don't have a background in functional programming - and I never set out to write it. But somewhere between writing trait-based epidemiological pipelines, composing data transformations, and leaning hard on Result, enums, and pattern matching, I started hearing from others: “That's pretty functional.” In this talk, I'll explore what it means to write “functional-ish” Rust as someone solving real-world scientific problems. I'll walk through the patterns I reach for - like chaining iterators, avoiding shared state, and embracing expressive types - and reflect on which functional programming ideas emerge naturally in Rust, even if you're not trying. I'll also share how designing for epidemiologists - most of whom are used to chaining functions in Python (like Pandas) or R - has pushed me toward creating ergonomic Rust APIs with Python and R bindings. These tools aim to feel familiar to scientists while leveraging Rust's power and safety under the hood. This is a talk for functional programmers curious about Rust, and for Rustaceans wondering if they've been functional all along. No formal theory required - just real code, real use cases, and a pragmatic perspective from someone building public health tools in Rust. ⭐ Caroline Morton ⭐ Dr. Caroline Morton is a medical doctor, epidemiologist, software engineer, and PhD candidate specialising in synthetic data, epidemiology, and Rust. With 60 peer-reviewed papers and two books on software, she combines deep technical expertise with a commitment to improving scientific workflows. Caroline co-founded the first [Women in Rust](https://www.meetup.com/women-in-rust/) group, fostering diversity and encouraging more women to explore opportunities in systems programming. She leads an open-source project improving codelist management in epidemiology using Rust, creating efficient, reliable tools for health data research. Her PhD focuses on synthetic data methods for epidemiology, particularly using Rust to generate large, realistic datasets. A strong advocate for open science and reproducibility, she contributes extensively to improving software practices through publications, workshops, and open-source projects. ———————————————————— 🗣️ Would you like to present, but are not sure how to start? Give a talk with us and you'll receive mentorship from a trained toastmaster! Get in touch through [this form](https://forms.gle/zv5i9eeto1BsnSwe8) and we'll get you started 🏡 Interested in hosting or supporting us? Please get in touch through [this form](https://forms.gle/3SX3Bm6zHqVodBaMA) and we can discuss how you can get involved. 📜 All London Scala User Group events operate under the [Scala Community Code of Conduct](https://www.scala-lang.org/conduct/). We encourage each of you to report the breach of the conduct, either anonymously through [this form](https://forms.gle/9PMMorUWgBnbk1mm6) or by contacting one of our team members. We guarantee privacy and confidentiality, as well as that we will take your report seriously and react quickly.

**Building a great product is one thing—building momentum behind it is another.** Join **Senior Product Manager Adam Solaiman** and **User Experience Manager Tyson Smith** for a behind-the-scenes look at what it takes to turn complex ideas into scalable products inside large organizations. In this session, they’ll share how teams move from ambiguity to execution—navigating organizational complexity, aligning stakeholders, and continuously evolving products after launch. You’ll walk away with insights on how to: * Build and sustain momentum across teams * Adapt to changing priorities without losing direction * Scale products thoughtfully in complex environments Whether you're driving a new initiative or growing an existing product, this conversation will give you practical strategies to keep things moving forward. Come connect, learn, and swap stories with fellow product professionals. \-\-\- Food and drinks will be provided by Switchbox, our generous host. Free parking will be available at the front and back sides of the Switchbox Office.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Join us on Wednesday, May 13, 2026, from 6-8 PM EDT, for a unique and challenging event featuring the CMD+CTRL Cyber Range. OWASP Toronto is happy to host a Cyber Range event with CMD+CTRL! CMD+CTRL Cyber Ranges are intentionally vulnerable applications and websites that tempt players to steal money, view their boss’s salary, acquire expensive items for free, and conduct other nefarious acts. **Bring your laptop to participate in-person, or join virtually!** * In-person: In person: Security Compass, 325 Front Street West, Unit 103, Toronto, ON * Online: See registration below **You MUST register on the following site to participate:** https://web.cmdnctrlsecurity.com/owasp-toronto-register

**Total Eclipse of the Chart: School Redistricting Dashboards** In this presentation, we will explore the utilization of maps, sets, and SQL within a Tableau dashboard to help provide “what-if” analyses generated through the use of a mapped dashboard, providing different scenarios and the potential implications of these. While in this use case we are focused on a large school district, the concepts of utilizing existing data to explore the future impacts of modifying different geographic boundaries can be useful to many industries, balancing the mix of maps with visual analytics. **About Our Speaker** Robert Kramer is the Data Systems and State Reporting Coordinator at South Western City Schools in Grove City. He has worked there for 17 years, serving previously in the roles of Data Analyst, Programmer, and Operations Coordinator. Prior to working at South Western, he worked as a Systems Engineer at Pinnacle Data Systems in Groveport. He graduated in 2005 from The University of Toledo with his Bachelor’s in Computer Science and Engineering, and a minor in Mathematics. Robert resides in Obetz with his wife, and their 15 and 12 year-old daughters. He was also just elected to his 3rd four-year term on the Obetz City Council. 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)

Join us for a practical, beginner-friendly guide to choosing the right large language model. We’ll compare major models like ChatGPT, Claude, Gemini, and Llama, talk about when to use hosted APIs versus local models, and break down the tradeoffs around cost, speed, quality, privacy, context windows, coding ability, and reliability. You’ll leave with a clearer mental model for picking an LLM based on your actual use case instead of hype, benchmarks, or brand names. No deep AI background required. 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.