Data Engineering

**Important:** Register on the [event website](https://luma.com/fmjv8ft4?utm_content=ai%20camp&utm_medium=email&utm_source=newsletter)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. (RSVP on meetup is turned off) Join **Together AI and Black Forest Labs** for the AI workshop, bringing together practitioners and researchers interested in model customization. Join **Max Ryabinin**, VP of Research & Development at Together AI, and **Stephen Batifol**, Developer Advocate at Black Forest Labs, for an evening of in-depth technical talks covering recent advances in reasoning with language models and fine-tuning diffusion-based image models. **Talk 1 (Max Ryabinin): Escaping the Verifier: Learning to Reason via Demonstrations** * ​Leveraging Inverse RL to train reasoning language models * ​Jointly optimizing the critic and the policy through an adversarial game * ​How to stabilize adversarial RL with a relativistic objective * ​Strong empirical gains on both non-verifiable and verifiable benchmarks **Talk 2 (Stephen Batifol): LoRA for diffusion image models** * ​How LoRA behaves in diffusion models * ​Choosing effective LoRA hyperparameters for images and how they impact visual quality vs. overfitting * ​Data strategies for high‑quality image LoRAs and diagnosing common failure modes ​ **Agenda**: * ​​18:00–18:15 Welcome reception * ​​18:15–19:15 Escaping the Verifier: Learning to Reason via Demonstrations * ​​19:30–20:30 LoRA for diffusion image models * ​20:30–Close Networking

Our next Experimentation London Meetup will take place on **Wednesday 21st January 2026**. Please visit our [Experimentation London website](https://www.experimentationlondon.com/) for all the details and to get your FREE ticket. We have a fantastic lineup with several speakers, including: Sebastian Ankargren, Senior Data Scientist at Spotify Luke Frake, Senior Product Manager (Growth) at Spotify Johan Söderholm, Senior Customer Success Engineer at Confidence by Spotify There will also be a Spotify Q&A session! To help us manage the capacity of the space (and ensure we have the right amount of food and drink for everyone), please sign up for your ticket on our [Experimentation London website](https://www.experimentationlondon.com/), and bring your PDF ticket with you. \-\-\- **Location** *Central London location - see full address and details on the [Experimentation London website](https://www.experimentationlondon.com/)* \-\-\- **Agenda** 6:00 PM - Welcome drinks, pizza and networking 6:30 PM - Sebastian Ankargren 7:00 PM - Short break 7:15 PM - Spotify Q&A Session with Luke Frake, Johan Söderholm & Sebastian Ankargren 7:45 PM - More Networking 8:30 PM - Official end \-\-\- **Event & Speaker Guidelines** * No Sales Pitches: Our group is a space for genuine connections and learning. Tell stories. * Respect and Open-Mindedness: Embrace diversity, treat everyone with respect, and value different perspectives. * Community Spirit: Engage positively to build a supportive and collaborative community.

**Important:** Register on the [event website](https://luma.com/fmjv8ft4?utm_content=ai%20camp&utm_medium=email&utm_source=newsletter)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. (RSVP on meetup is turned off) Join **Together AI and Black Forest Labs** for the AI workshop, bringing together practitioners and researchers interested in model customization. Join **Max Ryabinin**, VP of Research & Development at Together AI, and **Stephen Batifol**, Developer Advocate at Black Forest Labs, for an evening of in-depth technical talks covering recent advances in reasoning with language models and fine-tuning diffusion-based image models. **Talk 1 (Max Ryabinin): Escaping the Verifier: Learning to Reason via Demonstrations** * ​Leveraging Inverse RL to train reasoning language models * ​Jointly optimizing the critic and the policy through an adversarial game * ​How to stabilize adversarial RL with a relativistic objective * ​Strong empirical gains on both non-verifiable and verifiable benchmarks **Talk 2 (Stephen Batifol): LoRA for diffusion image models** * ​How LoRA behaves in diffusion models * ​Choosing effective LoRA hyperparameters for images and how they impact visual quality vs. overfitting * ​Data strategies for high‑quality image LoRAs and diagnosing common failure modes ​ **Agenda**: * ​​18:00–18:15 Welcome reception * ​​18:15–19:15 Escaping the Verifier: Learning to Reason via Demonstrations * ​​19:30–20:30 LoRA for diffusion image models * ​20:30–Close Networking

**Tim Ruffles presents:** *Efficient Reconciliation and Flow Control for Anti-Entropy Protocols* [https://www.cs.cornell.edu/home/rvr/papers/flowgossip.pdf](https://www.cs.cornell.edu/home/rvr/papers/flowgossip.pdf) The ideas in this paper influenced [systems at Amazon](https://www.cs.cornell.edu/projects/ladis2008/materials/rvr.pdf?), and beyond, e.g. Cassandra, Ringpop from Uber (used in Temporal). **Abstract** The paper shows that anti-entropy protocols can process only a limited rate of updates, and proposes and evaluates a new state reconciliation mechanism as well as a flow control scheme for anti-entropy protocols. **The Speaker** Tim is an engineer at [poolside.ai](http://poolside.ai/), previously at Plaid & GitHub **Location**: Appold St and Worship St corner London EC2A 2AG https://maps.app.goo.gl/GmCdcBLBCLR2ifou7 The nearest tube/train station is Liverpool St The entrance is located at the street level. This is not the main entrance of the building. **Checkin instructions:** \- Please proceed to the registration desk\. \- Have ready your Meetup handle for registration\, you need to be on the list to enter \- A small wristband will be handled to you \- There are drinks available for the night\, but no food\. **The schedule:** • 6.15pm: welcome and chitchat • 6:30pm: presentation starts • 8:00pm: presentation end Meetup are captured on video and uploaded on the PWL London Youtube channel https://www.youtube.com/channel/UCEYe-1uDIkjPtuH_qhoybnA

***Enter the live meeting room here: [https://discord.gg/5wgxtr4c2u](https://discord.gg/5wgxtr4c2u)*** ***Download the engine here: [https://www.unrealengine.com/en-US/download](https://www.unrealengine.com/en-US/download)*** Welcome to the **Unreal Engine Workshop!** In each session we'll tackle essential game design discussions, then transition into hands-on project creation. Participants will build and expand their skills continuously as we explore every aspect of game development. From basic blueprints and interactive mechanics, to advanced rigging, animation, environment design, and lighting, we'll work our way up to creating small complete games. We encourage experimentation and peer teaching, so whether you're a beginner or experienced developer looking to deepen your expertise, our sessions provide a supportive environment to learn, create, and innovate together in Unreal Engine 5.

## Details **Abstract:** A honeypot is a system for which there is no intended legitimate access, so what happens when you place three honeypots on the public Internet, in three different countries? Jonathan will explain what a honeypot is before talking through his research from July 2025, and comparing it to previous research in 2021 and 2022. You may find this year’s most popular password surprising!

**This event is kindly sponsored by Nuaware.** **Raffle prizes are kindly sponsored by GitGuardian and Docker.** **There is limited seating available for in-person attendees. Registration required.** **This event will also be live-streamed on YouTube.** **Recordings will be available on the [OWASP London YouTube channel](https://www.youtube.com/OWASPLondon)** **Venue Location**: Rich Mix, 35-47 Bethnal Green Road, London E1 6LA **Nearest Tube Stations:** Shoreditch High Street Overground (2 min walk), Liverpool Street (15 min walk) **Doors Open at 6pm** for registration, pizza, drinks and networking. The talks start at 6:30pm (we start on time!). **TALKS:** **OWASP Introduction, Welcome and News** \- Sam Stepanyan\, Andra Lezza\, Sherif Mansour \- OWASP London Chapter Leaders **"DNS Based OSINT Techniques for Product and Service Discovery" -** Rishi Chudasama This talk will explain how to map products and services by passively detecting DNS TXT records. By examining these records, we can identify technologies used in an organisation's infrastructure without directly probing the target **"Race Against The Workflows: Stealing GitHub Tokens from Docker Images" -** Gaëtan Ferry Your Dockerfile says COPY . . and you think, "What could go wrong?" Turns out: a lot. We're diving into a sneaky GitHub Actions vulnerability where your authentication tokens get stored inside Docker image layers and published to public registries, where anyone can grab them. A race follows, between your workflow finishing and attackers downloading your Docker layers to loot the secrets hiding inside. Learn how this works, how to exploit it, and how to make sure your pipelines aren't leaking secrets to the world. **"Securing the SDLC: From Container Images to AI Agents" -** Tharinda Basnayake This presentation examines the evolution of supply chain security challenges from container images to AI agents. We'll explore how modern development practices create new attack vectors, from containers running hundreds of unnecessary packages to AI agents accessing enterprise systems without proper security controls **SPEAKERS:** **Rishi C (@rxerium)** Rishi is a London-based cyber security researcher specialising in zero days, vulnerability research, threat intelligence, OSINT and risk management, dedicated to strengthening cyber resilience through proactive discovery and defence. **Gaetan Ferry (@*mabote*)** Gaetan is a security researcher with a decade of experience uncovering software vulnerabilities. After establishing himself in offensive security in 2015, he transitioned to security research in 2022, bringing his hands-on expertise in application security. His track record includes uncovering significant vulnerabilities in enterprise-grade systems like Cisco Nexus and Apache HTTPD. Gaetan loves sharing his knowledge through blog posts, speaking at conferences, or hands-on security training sessions at universities and private organizations. **Tharinda Basnayake** Tharinda Basnayake is a Technical Account Manager at Docker and has worked with open source developer tools his entire career. Currently, he primarily works with Docker's strategic customers in the finance and consulting sectors. **RAFFLE - win a prize (or two!) kindly donated by our sponsors!** **TICKETS:** OWASP meetups are free and open to anyone interested in application security. Please note that you MUST book your place to be admitted to the event by the building security. Your name will be checked against the guest list **CODE OF CONDUCT:** We hope you enjoy the event, we care deeply about inclusivity and diversity so that OWASP is a comfortable and welcoming community for everyone. Please reach out to one of our chapter leaders if you have any feedback/concerns or would like to speak to us, we take these matters very seriously. OWASP Code Of Conduct: [https://owasp.org/www-policy/operational/code-of-conduct](https://owasp.org/www-policy/operational/code-of-conduct) **PHOTOGRAPHY** Please note that OWASP events are open to the public, and OWASP does not restrict attendees (including OWASP staff, volunteers, sponsors, and media) from taking photos or videos at our events. The talks will be video recorded. By attending OWASP events, you acknowledge that you are in a public space and that attendees (including OWASP staff, volunteers, sponsors, and media) may capture your image in photos and videos. Nevertheless, OWASP encourages event attendees to exercise common sense and good judgment and respect the wishes of other attendees who do not wish to be photographed at the Events.

Join us at our first event of the year at [The Information Lab](https://www.theinformationlab.co.uk/) on the historic Watling Street in the City of London 🙌 We will be kicking off 2026 by delving into the topic of real-time data with our speakers - Sam, Nicoleta & Anton. We are running this event in collaboration with **[Confluent](https://www.confluent.io/)**. **6pm:** Doors Open **6:30pm:** Talks Start 🗣️The Speakers🗣️ ***Load-In to Lights-Out: Data Engineering the World's Biggest Tours and Live Events*** ***Sam Malcolm,*** ***Head of Architecture & Engineering at Centrus ([Sam's Linkedin](https://www.linkedin.com/in/sam-m-00b19a110/))*** **Sam’s** session dives into lessons from large-scale live event data systems—handling over **10 billion data points per second** for global tours like Beyoncé, Coldplay, and Glastonbury. He connects the extreme demands of real-time analytics and high-performance networking to modern cloud data practices, showing how the same principles of **speed, resilience, and precision** apply when designing reliable, scalable data platforms today. ***Should I Stream or Should I Join: From Regular to Delta Joins in Apache Flink*** ***Anton Borisov, Principal Engineer at Fresha & Nicoleta Lazar, Senior Data Engineer at Fresha ([Anton's LinkedIn](https://www.linkedin.com/in/anton-s-borisov/) , [Niloceta's LinkedIn](https://www.linkedin.com/in/nicoleta-lazar-921a6864/))*** Joins in the streaming world are where the fun stops and the tradeoffs start. State that grows forever, latency that spikes unpredictably, watermarks that never quite behave, every Flink developer has war stories about this. In this session, Anton Borisov and Nicoleta Lazar break down the join landscape in Apache Flink: → Regular joins and the state explosion problem → Interval joins: when they work, when they don't → Temporal joins and the versioned table dance → Lookup joins: the escape hatch and its hidden costs → Delta joins: the new kid and how Fluss enables them, and why it matters Talks finish by **8pm** and there will be a break between the talks. Afterwards, we may head to a pub to continue chatting. You can sign up by subscribing to this event 🚨**IMPORTANT**: Please bring a ***valid form of ID***. See you all on the 22nd January 🤩 Happy Networking 🍻 Checkout Meetup Groups run by Confluent: * https://www.meetup.com/london-real-time-data-meetup/ * https://www.meetup.com/data-streaming-europe/ By attending this event, you agree to abide by our rules of conduct: * Respect others' opinions. * Keep it appropriate - no harassment of any sort. * If you see something or have a complaint, please reach out to one of the organisers or email events@dataengineerslondon.com.

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026012210)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. Welcome to the AI meetup in London, in collaboration with Civo. Join us for deep dive tech talks on AI, GenAI, LLMs and Agents, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers. **Speakers/Topics:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026012210) for speakers and topics. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 20,000+ AI developers in London and 500K+ worldwide.

Hello and welcome to our next **GenAI UK in-person event**, delivered **in collaboration with [Data & AI Leaders](https://www.meetup.com/data-and-ai-leaders-uk/)**[.](https://www.meetup.com/data-and-ai-leaders-uk/) This session brings together engineers, ML practitioners, data and platform teams, product leaders, and technologists who are building and operating generative AI systems in real-world environments, alongside senior practitioners responsible for scaling those capabilities inside organisations. This collaborative session focuses on what happens when GenAI moves beyond experimentation, exploring how AI capabilities are built, scaled, and operated in production, and how teams reduce operational toil while maintaining security, reliability, and delivery velocity. Our meetups are friendly, welcoming, and practitioner-led, creating space for the community to learn from real systems, real teams, and real trade-offs. This session will include technical and experience-led talks, Q&A, and open discussion with members of the GenAI UK community. **We run:** • Online events for our UK & global audience • In-person meetups in London Please keep an eye on our Meetup page for future sessions. We are delighted to host this **in-person GenAI UK event in London on the 22nd of January**, in collaboration with **[Data & AI Leaders](https://www.meetup.com/data-and-ai-leaders-uk/)** and **[Incident.io](https://incident.io/)**. **Speakers and Sessions:** **Speaker: [Dylan Ratcliffe](https://www.linkedin.com/in/dylanratcliffe/), Founder at Overmind** **Session Title: How We Detected Toil among 36,000 Changes** How much engineering effort is spent on work that doesn’t add real value? In this talk, Dylan shares how nearly 37,000 infrastructure changes were analysed to quantify toil, identify safe automation opportunities, and reduce manual effort using data-driven models and AI-supported approval workflows. **Speaker: [Rory Malcolm](https://www.linkedin.com/in/rory-m-m/), Product Engineer at Incident.io** **Session Title: My first year as an AI engineer** Rory walks through Incident.io’s first year building an AI capability, covering both the technical and organisational challenges of moving from early experimentation to a team able to make meaningful progress against real AI goals. **Agenda:** 18:00 — Welcome & refreshments 18:30 — Introduction - [Ethan Sumner](https://www.linkedin.com/in/ethansumner404/) 18:35 — [Dylan Ratcliffe](https://www.linkedin.com/in/dylanratcliffe/) 19:10 — Break 19:20 — [Rory Malcolm](https://www.linkedin.com/in/rory-m-m/) 19:55 — Close & networking **We are always keen to hear from:** • Speakers — demos, applied GenAI projects, engineering deep dives • Sponsors — support for venues, recording, accessibility or community initiatives • Collaborators — meetups, research groups and ecosystem partners If you’d like to speak, sponsor, or collaborate on a future session, please get in touch with **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/) via LinkedIn or Meetup**. This community forms part of the **[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)** and follows the **Community Stack Code of Conduct**, helping us maintain a respectful, inclusive and welcoming environment for all attendees. We look forward to seeing you in January, and for those planning ahead, the **next [GenAI UK online](https://www.meetup.com/generative-ai-uk-community/events/312728629/) event takes place on the 3rd of March**.

For our first meetup of 2026, we welcome our very own James Dales to present. *\*\* Please only register if you are able to attend as the number of available places is limited \*\** **The future of Location Intelligence in Power BI** For many, mapping in Power BI is a few bubbles representing sales in different towns or countries - but does really add any value to your report? In this session we're going to explore how to create maps that help you exploit the value of the location in your data. The Icon Map visuals unlock a powerful range of capabilities across all industry sectors. In a demo packed session we'll explore: \- Route and flow maps \- Easiest way to add icons and images \- Overlaying your data on demographics \- 3D buildings and landscape \- Going indoors \- Realtime \- Huge datasets We'll see what's possible today, and also showcase the powerful new capabilities that are being released soon to take your maps to new levels. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - Close **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

Hello and welcome to our next **Data & AI Leaders** event. This session brings together Heads of Data, AI, and Analytics; senior technology and engineering leaders; Principal and Staff Data/ML Engineers; Platform and Capability Leads; and strategic decision-makers responsible for shaping data and AI strategy, governance, and value delivery within their organisations. Our meetups are friendly, thoughtful, and discussion-driven, designed to create a space where leaders can share real-world experience, reflect on complex challenges, and learn from peers who are building and scaling Data and AI capabilities in the real world. This session will include leadership talks, guided discussion, Q&A, and time for networking with fellow data and AI leaders. **We run:** • Bi-monthly in-person leadership meetups and roundtables in London • Bi-monthly online sessions for our wider leadership community Please keep an eye on our Meetup page for future events. Food and refreshments will be provided for in-person events where a host venue is supporting. We are delighted to host this security-focused meetup in London on the **22nd of January,** in partnership with [Incident.io](https://incident.io/). **Speakers and Sessions:** Speaker: [Dylan Ratcliffe,](https://www.linkedin.com/in/dylanratcliffe/) Founder at Overmind Session Title: How We Detected Toil among 36,000 Changes Description: How much precious engineering time are you spending on changes that don’t really need it? In this talk, we’ll reveal how we analysed nearly 37,000 infrastructure modifications to rigorously quantify "toil"; the work that slows teams down without adding real value. We’ll share the statistical techniques and practical models we developed to find the best opportunities for safe auto-approval, and show how you can use similar methods to identify (and eliminate) wasted effort in your own workflows. We’ll also discuss pitfalls, trade-offs, and how AI can take your approval process even further. Whether you’re a platform engineer or an SRE, you’ll learn how to free up your team to focus on what really matters while keeping your systems safe and reliable. Speaker: **[Rory Malcolm](https://www.linkedin.com/in/rory-m-m/)**, Product Engineer at Incident.io Session Title: My first year as an AI engineer Description: Join Rory, Product Engineer at Incident.io, as he walks through everything the team learned in their first year building an AI capability. This session focuses on how they scaled both technically and socially, growing from early work into an engineering team able to make meaningful progress against real AI goals. Expect practical insight into team growth, collaboration, and what actually enabled progress. **Agenda (GMT / UK):** 18:00 — Welcome and refreshments 18:30 — Introduction — Ethan Sumner 18:35 — Speaker 1 19:10 — Break 19:20 — Speaker 2 19:55 — Close and networking **We are always keen to hear from:** • Speakers — leadership case studies, transformation journeys and strategic insights • Hosts — organisations able to support executive-style roundtables and meetups • Sponsors — support with venue access, refreshments, recording or accessibility If you would like to speak, sponsor, or host a future session, please get in touch with **[Ethan Sumner](https://www.linkedin.com/in/ethansumner404/)** via LinkedIn. You can find our **[YouTube channel](https://www.youtube.com/@CommunityStackHQ)**[ ](https://www.youtube.com/@CommunityStackHQ)via our community pages, where we publish selected talks and highlights. This community forms part of the[ ](https://www.meetup.com/pro/generative-ai-uk-community/)**[Community Stack ecosystem](https://www.meetup.com/pro/generative-ai-uk-community/)** and follows the **Community Stack Code of Conduct**, ensuring a respectful, inclusive and welcoming environment where leaders can share openly and learn from one another.

**IMPORTANT:** PLEASE RSVP @ [https://www.meetup.com/data-engineers-london/events/312450363/](https://www.meetup.com/data-engineers-london/events/312450363/) **Details** **6pm:** Doors Open **6:30pm:** Talks Start 🗣️The Speakers🗣️ ***Load-In to Lights-Out: Data Engineering the World's Biggest Tours and Live Events*** ***Sam Malcolm,*** ***Head of Architecture & Engineering at Centrus ([Sam's Linkedin](https://www.linkedin.com/in/sam-m-00b19a110/))*** **Sam’s** session dives into lessons from large-scale live event data systems—handling over **10 billion data points per second** for global tours like Beyoncé, Coldplay, and Glastonbury. He connects the extreme demands of real-time analytics and high-performance networking to modern cloud data practices, showing how the same principles of **speed, resilience, and precision** apply when designing reliable, scalable data platforms today. ***Should I Stream or Should I Join: From Regular to Delta Joins in Apache Flink*** ***Nicoleta Lazar, Senior Data Engineer at Fresha & Anton Borisov, Principal Engineer at Fresha ([Niloceta's LinkedIn](https://www.linkedin.com/in/nicoleta-lazar-921a6864/) , [Anton's LinkedIn](https://www.linkedin.com/in/anton-s-borisov/))*** Joins in the streaming world are where the fun stops and the tradeoffs start. State that grows forever, latency that spikes unpredictably, watermarks that never quite behave, every Flink developer has war stories about this. In this session, Anton Borisov and Nicoleta Lazar break down the join landscape in Apache Flink: → Regular joins and the state explosion problem → Interval joins: when they work, when they don't → Temporal joins and the versioned table dance → Lookup joins: the escape hatch and its hidden costs → Delta joins: the new kid and how Fluss enables them, and why it matters Talks finish by **8pm** and there will be a break between the talks. Afterwards, we may head to a pub to continue chatting. \*\*\* If you are interested in speaking at or hosting a meetup, please reach out to [community@confluent.io](mailto:community@confluent.io)

Register: [https://guild.host/events/january-meetup-jsmonthly-iv25sl](https://guild.host/events/january-meetup-jsmonthly-iv25sl) **Schedule** **18:00 Doors Open** **18:45 Introduction** **19:00 Zen and the Art of Code Maintenance // Beth Swingler** **19:30 Leveraging Chrome AI for optimised in-browser AI experiences // Victory Nwani** **19:40: Break** **19:50 UI in the AI age - Adam Crowley** **21:00 Networking**

## Details \#\# Learn Infrastructure\-as\-Code \(the FUN Way\) — Through Minecraft 🎮☁️ **Joint Meetup: DevOps Columbus - Azure CBUS - Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint DevOps Columbus, Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. \#\#\# What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time \#\#\# Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐

**We'll have two meetings covering AI - this one is for RStudio** We will review which AI features are linked in for RStudio, and a quick demonstration of using AI to write R code with external AI (such as ChatGPT, ClaudeAI, etc.) The code will be either run on Posit Cloud (RStudio on the web) or in RStudio desktop (from a Github repository). **Location:** The meetup will be at SPARK's ([https://annarborusa.org/](https://annarborusa.org/)) Ann Arbor site: [SPARK HQ (Ann Arbor)](https://urldefense.com/v3/__https://www.google.com/maps/place/Ann*Arbor*SPARK*Headquarters/@42.2792515,-83.7447708,17z/data=!3m1!4b1!4m5!3m4!1s0x883cae3effe193cb:0x5296a53db2a282bf!8m2!3d42.2792515!4d-83.7447708?hl=en-US__;Kysr!!HXCxUKc!3EEdBNXRJKknP6LCGkZetSuEsdtChFojQnOVitFUC5C0fyilqXEbiMstT9ajBR3Cw-55qoFkrElCjQvjMdTxUw$). There is on street parking, and parking at local structures. **This will be a hybrid meeting - the Zoom session starts at 6:30 PM.** **Time:** The doors will be open at 6:00, with pizza and beverages provided. We will have a meet-and-greet-and-pizza session, and then at 6:30 we'll have a presentation. **Zoom information:** https://us06web.zoom.us/j/87236570854?pwd=zhj9DSebB1LaBeam4LFF90OHFVzPrz.1 Passcode: 012862 **If you can't get in, please call me at: 734 223-3307** **Document source:**

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 **Abstract** GitHub Copilot is rapidly changing how developers write, understand, and maintain code. Powered by generative AI and deeply integrated into modern development environments, Copilot acts as an intelligent coding assistant, helping developers move faster while maintaining quality and focus. In this session, we’ll explore what GitHub Copilot is, how it works, and where it fits into a real-world developer workflow. We’ll break down what Copilot can (and cannot) do, where it can be used, and how licensing differs for individuals and organizations. Most importantly, this talk goes beyond theory with a live, hands-on demo showcasing Copilot inside the IDE and on GitHub, demonstrating how it can assist with code generation, refactoring, learning new APIs, and accelerating day-to-day development tasks. Designed for developers, technical leads, and engineering managers, this session provides a practical introduction to AI-assisted development, highlights best practices for getting value from Copilot, and closes with guidance on how to continue learning and evolving alongside this rapidly advancing tool. Attendees will leave with a clear understanding of how GitHub Copilot can enhance productivity, improve developer experience, and fit into modern software teams today, not someday. **YouTube Link** TBA

**Course Overview:** For project management professionals, the PMP certification is a widely accepted credential. It attests to their proficiency in project management and leadership. Obtaining PMP certification indicates proficiency in project management techniques and a dedication to best practices. It raises earning potential, creates new chances, and improves career prospects. The Project Management Institute (PMI) administers the PMP certification, which necessitates passing a demanding exam, proving experience, and fulfilling professional development criteria. **Training Overview:** This in-depth PMP® course is carefully crafted to provide professionals with the information, tools, and techniques needed to lead projects in a wide range of industries. Updated according to the most recent PMBOK® Guide and PMI standards, the course addresses fundamental project management areas such as initiating, planning, executing, monitoring, controlling, and closing a project. Attendees will receive hands-on practice through live case studies, interactive training, and exam techniques so that they are well-equipped to take the PMP certification exam. The training is also in compliance with the PMI 35 contact hour requirement and is conducted by certified trainers with real-world industry experience. [https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644](https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644) Take your career to the next level with our **intensive PMP® Bootcamp**, designed to help you lead projects with confidence and earn your PMP credential quickly and efficiently. · Hands-on training in project planning, execution, monitoring & closure · In-depth understanding of PMI frameworks and the PMBOK® Guide **·** Proven strategies to **clear the PMP exam on your first try** · Guidance from expert trainers with 15+ years of industry experience **Key Features of PMP Certification** · **4 Days In-Person Training:** Intensive classroom sessions with expert-led instruction, hands-on activities, and full PMP® exam coverage. · **PMBOK® Guide 7th Edition-Based Training:** Aligned with the latest PMI standards, focusing on principles, performance domains, and real-world project applications. · **90 Days of E-Learning Access:** Get unlimited access to recorded sessions, study materials, and practice exams for 90 days to reinforce your learning at your own pace. · **PMI Application Assistance:** Get step-by-step guidance to complete and submit your PMP® exam application accurately and confidently. · **35 Hours of Classroom and Online Instructor-Led Live Training:** Comprehensive, real-time training delivered by certified instructors in both in-person and virtual formats. · **Approved Course Materials:** Study with PMI-authorized and industry-recognized materials aligned with the latest PMP® exam content outline. · **Money-Back Guarantee:** Enroll with confidence—get a refund if you don’t pass the PMP® exam under our specified terms and conditions. · **Exam-Based Mock Tests:** Practice with full-length, PMP®-style mock exams designed to simulate the real test environment and boost your confidence. **Benefits of PMP Certification:** · **Global Recognition:** PMP is a universally respected credential recognized across industries worldwide. · **Higher Salary Potential:** PMP-certified professionals earn up to 20% more than non-certified peers. · **Career Advancement:** Opens doors to leadership roles and high-impact project opportunities. · **Validated Skills:** Proves your ability to manage projects efficiently using industry-standard best practices. · **Stronger Networking:** Connect with a global community of project managers and PMI members. **What will you learn?** * **Project Management Frameworks:** Understand PMI’s approach and the PMBOK® Guide (7th Edition) * **Project Lifecycle & Processes:** Master initiating, planning, executing, monitoring, and closing phases * **Agile & Hybrid Methodologies:** Apply adaptive project practices used in modern industries * **Team Leadership & Communication**: Learn stakeholder engagement, team dynamics, and conflict resolution * **Risk, Time & Cost Management:** Effectively manage project constraints and ensure delivery success * **PMP® Exam Strategy:** Gain test-taking techniques, practice with mock exams, and get exam-ready tips **Our Pass Guarantee: Your Success is Our Priority:** We’re committed to your success—our training, tools, and support are designed to help you pass the PMP® exam with confidence. **Why Choose Our Program? Learn from Industry Leaders. Succeed with Confidence.** · Led by certified experts with 15+ years of experience · PMI-authorized training aligned with the latest PMBOK® Guide · Proven track record of high first-attempt pass rates · Practical case studies and real-world project insights · Dedicated support from registration to certification However, basic understanding and knowledge about quality aspect and quality control will prove to be useful. Other course you might be interested: CAPM \| PMP \|LSSGB \| LSSBB \| LSSGB & LSSBB \| ITIL \| CBAP \| PMI\-ACP \| Big Data \| DevOps \| Data Science \| CSM If you are interested, please let me know so that I can send you special discounted price along with the customized registration link which will help you to enroll it easily. **Other Training Courses:** CAPM \| LSSGB \| LSSBB \| LSSGB&LSSBB\| CSM \| PMI\-ACP \| CCBA \| CEH \| DevOps If you have any more queries regarding PMP training and certification write an email to : [alex.wood@icertglobal.org](mailto:alex.wood@icertglobal.org) [https://www.icertglobal.com/](https://www.icertglobal.com/) Email: [alex.wood@icertglobal.org](http://alex.wood@icertglobal.org/) Phone: 713-287-1187

## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group × DevOps Columbus** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS, Columbus HashiCorp User Group, and DevOps Columbus meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

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## Learn Infrastructure-as-Code (the FUN Way) — Through Minecraft 🎮☁️ **Joint Meetup: Azure CBUS × Columbus HashiCorp User Group** What if learning Terraform and Infrastructure-as-Code didn’t feel like a whitepaper… but more like a game? Join us for a joint Azure CBUS and Columbus HashiCorp User Group meetup where **Mark Tinderholt** \(Principal Architect\, Microsoft Azure \| HashiCorp Ambassador \| “The Azure Terraformer”\) shows how **Minecraft** can be used as a surprisingly powerful way to understand real-world Infrastructure-as-Code concepts. In this session, Mark will demonstrate how Terraform and Azure can be used to provision, configure, and manage Minecraft servers—while teaching the same patterns you’d use for production cloud infrastructure. ### What we’ll cover * Infrastructure-as-Code fundamentals using **Terraform** * Provisioning real infrastructure on **Azure** * Applying **IaC best practices** (immutability, repeatability, versioning) * How playful environments like Minecraft make complex concepts *click* * Why learning through experimentation beats click-ops every time ### Who should attend * Developers, platform engineers, and cloud engineers * Terraform users (new or experienced) * Anyone curious about Infrastructure-as-Code but tired of boring examples * Minecraft fans who want to see it used in a totally unexpected way No prior Minecraft experience required—just curiosity and a willingness to learn infrastructure the fun way. Come for the blocks, stay for the Terraform. 🧱➡️📐 Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/