Data Privacy

**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.

## 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!

WEDNESDAYS at Hammersmith Salsa Club, Hammersmith, London Open Every Wednesday Hammersmith Salsa & Bachata Club, 11 Rutland Grove, Hammersmith, W6 9DH (http://www.incognitodance.com/hammersmith-salsa-club-west-london/) 7pm – 11:00 pm Bachata Classes: 7:30pm – 8:20pm (6 levels) Salsa Classes 8:30 -9:20pm (6 levels) No prior bookings are needed, just turn up and dance. Absolute beginners are warmly welcomed. Wear comfortable shoes and light clothes, to keep you dancing comfortably all night £10 Club Only £14 Two Classes + Club Usually has 200+ dancers every week Fun & friendly classes for dancers of all levels. Plenty of social dancing to the latest Latin grooves.

**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

𝗝𝗼𝗶𝗻 𝗨𝘀 𝗳𝗼𝗿 𝗮 𝗩𝗶𝗯𝗿𝗮𝗻𝘁 𝗘𝘃𝗲𝗻𝗶𝗻𝗴 𝗼𝗳 𝗦𝗮𝗹𝘀𝗮 & 𝗕𝗮𝗰𝗵𝗮𝘁𝗮 𝗶𝗻 𝗦𝗼𝘂𝘁𝗵 𝗟𝗼𝗻𝗱𝗼𝗻! 💃🕺 Get ready to dance the night away every Wednesday with our fun and friendly Salsa & Bachata classes, followed by an exciting party that lasts until late! 🎉 Why You Should Join Our Awesome Classes: \- 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀 𝗪𝗲𝗹𝗰𝗼𝗺𝗲: No experience? No problem\! 🌟 \- 𝗡𝗼 𝗣𝗮𝗿𝘁𝗻𝗲𝗿 𝗥𝗲𝗾𝘂𝗶𝗿𝗲𝗱: Come solo or bring friends\! 🤗 \- 𝗠𝗮𝗸𝗲 𝗡𝗲𝘄 𝗙𝗿𝗶𝗲𝗻𝗱𝘀: Connect with fellow dance enthusiasts\. 👫 \- 𝗛𝗮𝘃𝗲 𝗮 𝗚𝗿𝗲𝗮𝘁 𝗧𝗶𝗺𝗲: Enjoy a lively atmosphere and great music\. 🎶 \- 𝗙𝘂𝗻 & 𝗙𝗿𝗶𝗲𝗻𝗱𝗹𝘆 𝗘𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁: Perfect for all skill levels\. 😊 \- 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲𝗱 𝗜𝗻𝘀𝘁𝗿𝘂𝗰𝘁𝗼𝗿𝘀: Learn from the best in the business\. 👩‍🏫👨‍🏫 \- 𝗖𝗵𝗶𝗹𝗹 𝗩𝗶𝗯𝗲𝘀: Unwind after work in a welcoming space\. 🌈 \-\-\- Class Schedule: \- 7:00 PM: 𝗙𝗥𝗘𝗘 𝗦𝗮𝗹𝘀𝗮 𝗜𝗻𝘁𝗿𝗼 – Perfect for newcomers\! 🎉 \- 7:30 PM \- 8:30 PM: 𝗕𝗮𝗰𝗵𝗮𝘁𝗮 𝗖𝗹𝗮𝘀𝘀𝗲𝘀 – Two levels to choose from\. 💃 \- 8:30 PM \- 9:30 PM: 𝗦𝗮𝗹𝘀𝗮 𝗖𝗹𝗮𝘀𝘀𝗲𝘀 – Three levels available\. 🕺 \- 9:30 PM \- 11:00 PM: 𝗗𝗮𝗻𝗰𝗲 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 & 𝗦𝗼𝗰𝗶𝗮𝗹 – Show off your moves and socialize\! 🎊 \-\-\- Location: 𝗔𝗱𝘂𝗹𝗶𝘀 𝗘𝗿𝗶𝘁𝗿𝗲𝗮𝗻 𝗥𝗲𝘀𝘁𝗮𝘂𝗿𝗮𝗻𝘁 44 Brixton Rd, SW9 6BT, London Nearest Underground Station: Oval 🚇 \-\-\- Pricing: \- 1 𝗖𝗹𝗮𝘀𝘀: £13 💷 \- 2 𝗖𝗹𝗮𝘀𝘀𝗲𝘀: £15 💰 \- 𝗗𝗮𝗻𝗰𝗲 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 & 𝗦𝗼𝗰𝗶𝗮𝗹: £5 🎟️ \-\-\- Don’t miss out on an unforgettable evening filled with dance, laughter, and new friendships! We can’t wait to see you there! 🎈✨

**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.

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.

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**

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.

PyTorch isn't just another framework; it's the de-facto standard for Deep Learning. Our community is dedicated to bringing together PyTorch users in London and those with a profound interest in ML and AI. This is your platform to share experiences, network, seek advice, and initiate collaborations. This event is packed with opportunities to learn, connect, and exchange ideas and knowledge with experts from both Revolut and the data industry. Join us for exclusive talks from Revolut speakers and our partner, PyTorch, and dive into the world of Data Science—with a special focus on conversational AI. Here's what you can look forward to at the meet-up. **Speakers** 1\. Stas Bichenko\, CEO at Recombine: "Solving Interruptions in Voice AI" 2\. Anna Baidina \(Revolut\) 3\. Angelo Giacco \(ElevenLabs\) **Event Details:** **Date:** 22th January 2026 **Time:** 18:30 (GMT+4) **Where:** Revolut HQ Office

**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.

**🚩 Your AI isn’t the problem. Your prompts might be.** Left unchecked, Generative AI can create inconsistency and chaos — but with the right prompts, it can accelerate impactful content creation without compromising on quality. In this talk, **[Lucy Woodham](https://www.linkedin.com/in/lucy-woodham-49283482/)**, Senior Content Designer at **Mastercard**, will dive into how you can harness Generative AI to make life easier for you and your stakeholders, with your strategic oversight at the helm. **When:** Thursday 22 January, from 6.30pm **Where:** Codat, 15 Long Ln, London, EC1A 9PN **What:** 18.30 - 19.00 Arrival 19.00 - 19.45 Presentation 19.45 - 20.00 Short break 20.00 - 20.45 Presentation and practice 20.45 - 21.30 Networking *All times are approximate.* **How to find us:** The entrance to the Codat office is located inside the glass doors of Griffin Court, to the left of the Subway. You'll see WTD signs and organisers. [Map pin](https://maps.app.goo.gl/E2Ap9mfCvVprvLrVA) \| [what3words](https://what3words.com/bride.lock.eating) **Photos:** Note that the organizers will take some photos for the WTD group.

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)

Come join us at Nova Labs for our monthly lockpicking meeting! We meet every third Wednesday at the Nova Labs Fairfax location at 3850 Jermantown Road. Learn about locks, lockpicking, lock modifications, and even lock smithing in our classroom environment. No tools, skills, or knowledge required, but feel free to bring any of those things with you! Our meetings are overseen by one or more locksmiths.

IMPORTANT PLEASE RSVP @ https://www.meetup.com/washington-dc-elastic-fantastics/events/312487028/?eventOrigin=group_upcoming_events \*\*\* **Agenda:** * 5:30 pm: Doors open; say hi, grab a seat, and eat some food. * 6:00 pm: Talk 1 * 6:30 pm: Q&A * 6:40 pm: Talk 2 * 7:10 pm: Q&A * 7:20-7:30 pm: Networking & refreshments **Sandon Jacobs, Sr. Developer Advocate** ***Streaming Context: Powering Semantic Search with Kafka and Elasticsearch*** As the de facto platform for event streaming, we’ve seen how data from Apache Kafka can easily empower basic keyword search. But let's be real, modern semantic search applications need *context* to interpret the real meaning and intent of a user's query. We could wait around for the next batch job to kick off and provide that context... *or* we could serve it up in near real-time right from our data streams. In this talk, we'll discuss how to leverage data streams from Kafka to power much smarter semantic search with Elasticsearch. We’ll follow a simple event from a Kafka topic and see how it transforms into a powerful vector embedding. Then, we’ll see this whole flow in action using a k-Nearest Neighbor search to instantly find similar items in milliseconds. While my code examples will be in Java or Kotlin using the Spring Boot and Spring AI ecosystem, FEAR NOT! The core concepts—getting data into a vector format via a stream—are totally language agnostic. Join us to grab a few practical ideas you can take and use in your next project!

Dulles Code & Coffee is a collaborative community of software and technology enthusiasts seeking to learn, grow, and help each other. All skill levels are welcome. The concept is simple. Bring a laptop and ideas. We’ll provide coffee, tea, and donuts. Thank you to [BTI360](https://www.bti360.com/) for sponsoring this event. ## **Event Format** 1. At 9:15 everyone introduces themselves and briefly describes what brought them out this morning (project, homework, networking, etc.). 2. For the rest of the day folks work in the communal space, socializing and asking/giving help as desired. ## **Location** BTI360’s Office in Herndon The office is across from Worldgate, looking down on the toll road. ## **Address** 12930 Worldgate Dr, Ste 400, Herndon, VA 20170 [[map](https://goo.gl/maps/pF5ZrPUviX1vtmdSA)] ## **Logistics** * **Must be a U.S. Citizen to attend. Real ID verification is required.** * PARKING: Use the surface lot. All spaces marked MIII are open for parking. Please avoid Management spaces, State Farm and SP+ * ARRIVAL: Follow the signs from the front entrance to the freight elevator located in the parking garage on level P2. Take the elevator to Suite 400 (Floor 4). * How to find us video: [https://youtu.be/ohqFzyqiASE](https://youtu.be/ohqFzyqiASE) ## **Community Guidelines** We value the participation of each member of the community and want all attendees to have an enjoyable and fulfilling experience. To ensure a conducive environment, all participants are required to conform to our [code of conduct](https://github.com/DullesCodeCoffee/.github/blob/main/code-of-conduct.md).

2:00–4:00 p.m.: Circuit Court 4:00–6:00 p.m.: Community Services Learn about free and convenient services offered by the Circuit Court and Community Services.

**Did you know that female friendships are critical for every woman's well-being and longevity? Scientifically proven fact!** *Ladies, join me for a special gathering, let's celebrate the power of female friendships* *and* *empower each other through sharing our stories 💕* As a host &[ Life and Relationship Coach](https://lovedandfulfilled.com/), I will be there to create a safe, fun space to truly connect and have conversations about life & love. **When**: January 24th at 2:00 pm. **Location:** True Food Kitchen restaurant in Reston Town Center Metro Accessible. Short 5-7 min walk from metro station. Send me a direct message (571-315-1469) if you are running late and please only RSVP if you are coming. I look forward to seeing you there. \~ Irena

Let's get together in a warm and open atmosphere to talk about ethical non-monogamy and how we actually do it. Ask for advice, give some in return, meet and mingle with your peers. Let's kick back and get to know each other and learn a few things. TOPIC: What would you like to do differently in your relationships going forward this year? What did you do last year that really didn't work? What's your stretch goal? The location of our group will rotate between VA and MD. This week, we'll be in VA back at home with our most frequent host. As usual we'll send out the details on the morning of the event. FOOD: bring food that supports the diet you are undoubtedly on this month. Please consider bringing a vegetarian or vegan option; we do currently have active members who need these options. Cut-up fresh fruit is always great! If you don't feel like schlepping, we also always appreciate a donation. Please note: we share the address on the morning of the meeting, via the messaging/email system here. If you don’t have the details by Friday noon, you will need to message us directly to get them.