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Frequently Asked Questions
Yes! Check out salesforce.com events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the salesforce.com events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Salesforce.com Events Today
Join in-person Salesforce.com events happening right now
In Person: CoffeeOps
We are back! This is going to be a monthly IN PERSON meet up in London.
A very big thank you goes to Accurx who is hosting us in their amazing Shoreditch offices. This will include access to facilities including coffee! 😻☕️
**Want to know more? 👇**
As with all CoffeeOps, this is an interactive, chatty, build your own adventure type of meet-up. Instead of booking in experts to *learn* *from*, we gather a group of practitioners to ***learn*** ***with***. We have been running for over 4 years now and often get feedback that this is the most useful meetup people join!
The event is approximately 90 minutes and always starts by brainstorming topics to discuss. The group then votes on the most relevant/interesting to them and we then cycle through the topics trying to discuss each deeply, but in a time bound slot.
To get an idea of topics, you can check out our remote board [here](https://easyretro.io/publicboard/h404NF84Uje4tCcxpJdHr4Ycs9B3/a4a35d2b-181b-409b-832e-a729be1af79c). The general gist is anything is fair game, though we tend to revolve around software delivery and definitely lean towards the more Ops-y or DevOps-y side of things.
FREE SALSA CLASS THIS THURSDAY & FREE ENTRY @ Metropolis V
\*\*Fadi K & F K Dance team - present
The best Salsa Night the UK has ever seen.
**With FREE INTRO SALSA CLASS at 7:00PM**
& Free Entry All Night !!
Classes
7:00 PM - FREE INTRO TO SALSA CLASS
This Class is an introduction to our regular 2 hours salsa classes run every Thursday 7:30 & 8:30
**CROSS BODY SALSA**
7:30 Level 1 & Level 2/3
8:30 Level 1, Level 2 & level 3/4
Beginners / improvers / intermediate
**Teachers**
▪️Fadi K & Cristina Varga
▪️Camy Marina
▪️Tiffany Salsera
▪️Chris diamond
▪️F K Dance Team & Guests on Rotation
DJs
▪️ Fadi K & Guests on rotation
PRICES
£10 FOR 1 CLASS
£15 FOR 2 CLASS
A night brought & created by dancers to the dancers.
Great dance floor / Happy hour / ultimate location & late party till 11am.
More info
07907945534
Building with MCP
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
⚠️ Please make sure you provided your full name (no nicknames or abbreviations will be allowed) and to bring your ID card as it will be mandatory to show it upon check-in to security. Entry will be first come, first served. We recommend arriving early to make sure you get in.
**⚡️ 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./)
LATIN KRAZY SALSA AND BACHATA LESSONS DOWNSTAIRS @ SWAY BAR + PARTY ,
WELCOME TO LATIN KRAZY
Dance class MEETUP GROUP
NOW DOWNSTAIRS AT SWAY BAR
GREAT HAPPY HOURS 4PM - 8PM
WITH UP TO 50% OFF DRINKS
SALSA , AND BACHATA CLASSES
7.30pm – 8.30pm
Salsa = Beginners 1/ Improver 1 and
for Intermediate (Main Room)
Bachata = Beginner / Improver (2nd Room)
8.30pm – 9.30pm
Salsa = Beginners 2 / Improver 2 /Advanced Cali Cross( Main Room)
Bachata = Beginner /Intermediate ( 2nd room )
Come and buy your ticket on the night,
no need for a partner,
no need to have danced before.
MEETUP MEMBERS £7.00 1 HOUR / £10.00 x 2 HOURS
others £8 for 1 hour or £12.00 for the 2 hours,
£7.00 / £10.00 students and NHS workers
( must show I.D)
CLUB NIGHT INCLUDED !
(6.00pm -7.30pm Private Salsa Dance Classes Available,
Corporate and private classes available at this time , for single persons, couples and groups , just call for an estimate and to book.
Dining packages also available..
KARIN ; 07801305059)
Happy Hour 5pm -8pm with Half Price Drinks .
Free Entry before 9pm £5.00 after open until 3.am
OVER 18'2 ONLY PLEASE BRING ID
DRESS CODE , SMART CASUAL,
NO SPORTS WEAR, BASEBALL CAPS !
Club night to follow, hosted by MISS LATIN K and TOP UK
DJ KEVIN GATO AND DJ MAURO EL - CANGRI playing all the best in Salsa , Bachata, Merengue, Reggaeton, Chichoky and More
It's a party night every week.. Latin Krazy the hottest night in the UK.
more info http://www.latinkrazy.com
Dead Product Society | After Work Drinks
**Dead Product Society \| After Work Drinks**
Come along, bring a friend/colleague or two and join us for a relaxed evening of informal product and tech chats over a few drinks and doughnuts. We aim to connect everyone without awkwardness or LinkedIn spiel, and value good conversation over boring presentations.
**Who is welcome?**
Product Managers, CEOs, UX/UI Designers, Developers, Scrum Masters etc. We welcome anyone who works in, with or wants to break into product.
*Note: We intentionally keep our After Work Drinks on the smaller side to allow for more in-depth conversations.*
**The Bike Shed**
We'll be hanging out in the lounge area (behind the area with all the tables, next to the store).
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Dead Product Society**
Dead Product Society is a collective of like-minded professionals sharing real-talk and joining forces to navigate the twists and turns of the product world. Our down-to-earth community is for anyone who works in, with or wants to break into product teams regardless of their background or experience.
**Our Sponsors**
Shout out to our generous sponsors at Waggel Pet Insurance; Lifetime pet insurance, simplified. With their support we are able to host these events for you and create a space for those important, honest conversations.
Salsa classes
Dance classes in Chiswick. For singles and couples.
Absolute beginners are welcome and no dance experience required.
Next 5 weeks beginners / improvers course start on Thursday 11th September.
Course price:
Trial class: £10
5 weeks: £65
Single class: £15
Beginners and improvers level 8-9pm
What to expect:
- Fundamental Steps and Turns: Master the basic Salsa moves with ease.
- Build Confidence: Step onto the dance floor with grace and selfassurance.
- Meet New Friends: Connect with fellow dance enthusiasts in a friendly, welcoming environment.
- Fun and engaging lessons that make learning Salsa a breeze.
- A supportive community of dancers eager to learn and grow together.
- Experienced instructors who'll guide you every step of the way.
Wear comfy clothes that allow free movement and bring your dancing shoes or any comfortable footwear.
Find us in ArtsEd, Cone Ripman House, 14 Bath Rd, London, Chiswick W4 1LY.
Meetup #16 Reimagining Software Development With AI
Shaping our future with AI. Creating opportunity through AI fluency, connection and community.
No jargon. No hype. No confusing terminology.
NOTE: This event will be focussed on the changing shape of software development. Everyone is welcome to attend but the content will be somewhat technical.
**Join us for our next in-person meetup in London on Thursday May 14th.**
Our theme for this meetup is **Reimagining Software Development with AI.** We're going to take a step back and think about the role we, the humans, play in the software development process now that coding agents have arrived.
This event provides a small glimpse of the future, from the innovators who are challenging everything and rebuilding the process of software development from the ground up, with humans at the centre!
**Where and When?**
* Thursday, May 14th
* Doors open at 18:00
* Talks start at 19:00
* AutogenAI, 123 Pentonville Rd, London N1 9LG
**Talk 1: The Validation Gap: We Need A Better Way To Review AI Generated Code** (Robert Werner, Co-Founder & CTO Leapter)
AI coding is fast. We're generating more code than ever. But more code means more code to verify, and agentic workflows are scaling that gap faster than review processes can keep up.
The bottleneck didn't disappear. It moved from writing code to verifying logic.
For most generated code, you can ship, test, and iterate. But what if we need to be sure? What about the code that runs our financial systems or decides if you qualify for a loan? It has to be right.
Hope is not a strategy, we need to better ways to review code. In this talk Robert will share his recent innovations, experiments and insights with you.
**About Robert:**
Robert Werner is the CTO of an AI startup dedicated to shaping the future of AI-native software development. He has over 20 years experience focussed on Software Engineering, Developer Experience and Transformational Platform Engineering, across Fortune 500 companies and FinTechs.
**Talk 2: Narrative Engineering: What Cognitive Science Actually Tells Us About Building with LLMs** (Sal Kimmich, Security Architect at Gadfly AI)
We keep treating LLMs like search engines that hallucinate. That is the wrong category, and it produces the wrong engineering.
LLMs are narrative generators. They do not retrieve facts or execute logic. They complete stories. That distinction is not philosophical. It determines what kind of system you can build with them and what kind you cannot. Neuroscience has been studying probabilistic, distributed, narrative-generating systems for decades. Most of the LLM engineering field is ignoring that work.
This talk walks through cyberneutics, an open source methodology and repository built on the premise that we need a new engineering discipline for narrative computing the way software engineering emerged from symbolic computing. The theoretical foundations come from second-order cybernetics, distributed cognition, and Minsky's Society of Mind. The empirical validation comes from 2025 mechanistic interpretability research showing that reasoning models internally simulate multi-agent dialogue to reason better. The practical techniques come from iterative practice: adversarial committees, pipeline algebra with formal quality propagation, observer-aware interaction design.
Three real lessons for practitioners building agentic systems: reliability is a property of the pipeline, not the prompt; repetition is latent space exploration, not failure; and if you want auditable AI reasoning, you need to externalise the dialogue structure, because the transcript is the explainability artifact.
The discipline does not exist yet. This is what building it looks like.
**About Sal:** Sal is a developer advocate for open source and passionate about helping engineers, ethical hackers and digital enthusiasts understand the complexity of modern software development. With over a decade of experience as building cloud-native machine learning pipelines in the healthcare and tech for good sectors, their work is now focused on filling the cracks in the open source software supply chain to build a better digital future for all of us.
**Thanks!**
We'd like to thank our sponsors [Leapter ](http://leapter.com/)and AutogenAI for making this event possible.
**Code of Conduct**
This event has a code of conduct that you can [review here.](https://aifortherestofus.live/code-of-conduct) By joining the community and registering for this event you agree to abide by our code of conduct.
**Providing Your Name and Email**
To register for this event you'll be asked to provide your email address. After the event you will be automatically subscribed to the newsletters from *AI for the rest of us* and Leapter GmbH. You can unsubscribe at any time (But why would you? They are really very good!)
Salesforce.com Events This Week
Discover what is happening in the next few days
London For Singles Ready For Commitment
**🦋 Speed Dating from Home for London People Real Connection**
You get to work through short private video dates with London singles age-grouped and personality-curated, with a dedicated host managing each round.
Ahead of joining, you submit a short personality questionnaire — those answers are used to curate your London matches by quiz results and age, so you walk in with the right people already lined up.
After the night, match results are sent privately — with no one-sided reach-outs ever happening — and you follow up whenever it suits you.
**Sign up below — pick your age range:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-singles-community-focused-on-future&ar=18-32&face_v=3.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-singles-community-focused-on-future&ar=30-46&face_v=3.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-singles-community-focused-on-future&ar=40-58&face_v=3.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-singles-community-focused-on-future&ar=55+&face_v=3.0)
**⚠️ Confirmation needed:** Your rsvp here is a signal of interest not a booking, so click the appropriate age group link above, register, and do the personality quiz — capacity is restricted so act soon, and without both steps done your spot is not held.
---
**Ideal if you are:**
- Individuals locally in London ready to move past conversations that fizzle before a first date and want to meet real locals without the faff.
- Women and men living in London ready to move past endless scrolling and zero real dates and prefer structure over ambiguity.
- Residents in the London area who no longer want swiping left and right with no results and need a better way to meet people.
**How the evening works**
1. **Register** – through the age group link above, then submit the quick matching questionnaire, because registration and quiz together hold your seat.
2. **Hop on** – at the event start by opening your Zoom link, no download is needed since it works in any browser, and a friendly host manages everything once you are on.
3. **Take part in the rounds** – short timed video rounds with London singles tailored to your age bracket, with a friendly host making sure every round feels easy, since the quiz results put the right people in your rounds.
4. **Receive match results** – post-event mutual selections are confirmed and shared, since only mutual matches exchange details and everything else stays private, and from there you call every shot.
💡 **Tip:** find a quiet well-lit spot beforehand, so nothing interrupts the flow of a good conversation, and once it is done you are completely set for the whole session.
---
✨ Meet London singles from home — lock in your spot above and the evening takes care of itself tonight. Real connection starts here. 💎 ✨
London Authentic Community Networking For Singles
**🎯 Online Dating Rounds Hosted for London Locals Curated Matches**
On the night, you'll rotate through quick private Zoom rounds alongside personality-matched London locals in your age group, while everything stays on track thanks to a live host.
On completing your sign-up, a quick compatibility quiz is part of registration — we use those answers to pair you intelligently with London locals, so your conversations have a better chance of going somewhere.
Once the rounds end, we reveal your mutual connections — but only if the feeling was mutual — and from that point you call the shots.
**Choose your age range below:**
- **Ages 18-32** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-bonds-formed-over-weekend-brunch&ar=18-32&face_v=4.0)
- **Ages 30-46** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-bonds-formed-over-weekend-brunch&ar=30-46&face_v=4.0)
- **Ages 40-58** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-bonds-formed-over-weekend-brunch&ar=40-58&face_v=4.0)
- **Ages 55+** → [REGISTER HERE](https://tempodating.com/product?productId=501.0&productType=onlineSpeedDating&city=London&groupurlname=genuine-bonds-formed-over-weekend-brunch&ar=55+&face_v=4.0)
**⚠️ Important:** An rsvp on this page is not a confirmed spot, so tap your age group link above, register fully, and complete the personality matching quiz — numbers are intentionally limited so register early, and that combination is your actual confirmation.
---
**What you can expect**
1. **Complete registration** – through the age-specific link above, then finish the compatibility quiz, as both are needed to secure your spot.
2. **Click into Zoom** – at the event start time via your Zoom link, it runs in your browser so setup takes seconds, and a host is live and will walk you through everything.
3. **Meet your matches** – live one-on-one video rounds with London locals selected for your age group, as the host keeps everything smooth and well-timed, because every conversation has been set up to feel natural.
4. **Find your matches** – once the event closes we share mutual match results, since non-mutual choices are never shared with either party, and you reach out whenever you feel ready.
**Ideal if you are:**
- Daters calling London home who have had enough of swiping left and right with no results and are ready for a genuine first impression.
- Members near London fed up with swiping with nothing to show for it and want to talk to real people tonight.
- Individuals from the London area wanting to escape matches that fade out before meeting and are ready for something that feels natural.
**Event Details**
- **Format:** Online and live through a private Zoom session with host-managed video rounds throughout, paired by age bracket and quiz results throughout.
- **Where:** No travel required — on whatever device you prefer, just a webcam and a good internet connection, and any quiet space where you can focus for 90 minutes works.
- **Host:** A capable host runs the whole show so you do not have to think about format, freeing you up to be fully present in each round — from first round to final result it is all managed for you.
- **Duration:** Total time is around an hour and a half end to end, and it moves quickly.
⭐ *"Did not think I would enjoy it but — the matching was spot on"* – a London local
---
✨ London singles worth meeting are in this event — secure your place via the link above and all the logistics are covered right now. See you on the other side. 🔥 ✨
Reply & Google Cloud Techie Meetup (Q2 2026) - Google Next Announcements
London’s hub for Google Cloud innovation returns for its second edition of 2026. Following the massive wave of announcements at Google Cloud Next ‘26 this April, Go Reply is hosting our second Techie Meetup of the year. We are moving beyond the keynote hype to provide a technical "Post-Game Debrief" designed specifically for the developer and architect community.
At Go Reply, we believe in moving beyond sales pitches. Our mission is to foster a space for hands-on learning, technical deep dives, and real-world peer-to-peer knowledge sharing. If you are passionate about the bleeding edge of GCP and AI, this is your room.
***
### **🔍 What’s on the Agenda?**
We’ve curated this session to help you filter the noise from Google Next and focus on what actually impacts your production environment for the second half of 2026.
* The Curated Breakdown: A technical deep dive into the most impactful announcements from the April keynote.
* Architectural Impact: How will these new tools, features, and API changes affect the way we build, deploy, and scale?
* Hands-on Look: A live look at the new releases (pending availability) to see how they perform in the wild.
***
### **🤝 Join the London Cloud Community**
We are officially launching our Go Reply Techie LinkedIn Group! This is your space to connect with peers, share GCP insights, and continue the conversation long after the meetup ends.
[Join the LinkedIn Group Here](https://www.linkedin.com/groups/17990006/) Join now to get a head start on the Google Next discussion before we meet in person!
***
### 💡 **Why Join Us?**
Whether you're a Cloud Architect, a DevOps Engineer, or an AI Enthusiast, this meetup is about meaningful connections. Come for the technical insights, stay for the networking (and refreshments), and leave with a clear view of the Google Cloud frontier.
Space is limited for this second edition—RSVP today to secure your spot!
Umbraco & AI evening hackathon
Join us for an informal evening of experimenting, building, and sharing ideas around Umbraco and AI. Whether you're curious about AI-powered content generation, the Umbraco MCP Server, AI-assisted development workflows, or other AI innovations in Umbraco - this is your chance to experiment, learn, and build alongside fellow community members in a relaxed, supportive environment.
Bring your laptop, your curiosity, and anything you’ve been meaning to try. You can come with a specific idea, jump into something with others, or just tinker and learn as you go. There’s no strict agenda, just a relaxed space to collaborate, swap ideas, and make progress together.
We’ll kick things off with a quick intro, then open the floor for hacking, discussion, and demos. If you end up building something cool (or even just interesting), you’ll have the chance to share it with the group at the end.
**EVENT HOSTS**
[Novicell](https://www.novicell.com/uk/services/software-development/umbraco/) (Umbraco Gold Partner) have kindly agreed to provide refreshments and host us for the evening in their offices in Shoreditch. If you think you will be making it, please sign up ASAP.
Novicell's offices are 21-33 Great Eastern St, London EC2A 3EJ in a building called Fora, approximately an 8 min walk from Liverpool St and Old St stations. If you arrive between 6:00 and 6:15pm there will be someone to meet you in reception with instructions. If you arrive later you might need to phone us to be let in: we shall email all attendees with the contact numbers on the day.
**CODE OF CONDUCT**
Please read the [Code of Conduct](https://bit.ly/UmbLondonCodeOfConduct) for all our events.
MxLDN: 15th July 2026
**The main event: MxLDN**
* **Date:** Wednesday 15th July 2026
* **Time:** 18:00 - 20:00
* **Location:**
Dotdigital Offices,
9th Floor, 1 London Bridge, London SE1 9BG
**Post event drinks & games:**
* **Date:** Wednesday 20th May
* **Time:** 20:30 - 22:00
* **Location:**
Bermondsey Bierkeller,
2, 4 Tooley St, London SE1 2SY
**About MxLDN**
20th May, Dotdigital's office, London Bridge, be there or be square!
MxLDN is a bi-monthly event, open to anyone in the Magento and Adobe Commerce world – developers, merchants, marketers, agencies, you name it…
We welcome speakers who dive into the detail of what's actually happening in ecommerce right now. Get in touch via hello@mxldn.co.uk if you'd like to speak at one of our future events.
We host open conversation over free pizza, free beer…what more could you want?
More? Here you go then, after the talks we’ll head down to Bermondsey Bierkeller for some post-event drinks and games.There’ll be air hockey, digital darts, pool tables and shuffleboards galore!
Save the date. See you there!
Presented by: JH, Hÿva & Dotdigital
Reach out to us via email us at **hello@mxldn.co.uk**
MxLDN: 16th September 2026
**The main event: MxLDN**
* **Date:** Wednesday 16th September 2026
* **Time:** 18:00 - 20:00
* **Location:**
Dotdigital Offices,
9th Floor, 1 London Bridge, London SE1 9BG
**Drinks & games:**
* **Date:** Wednesday 20th May
* **Time:** 20:30 - 22:00
* **Location:**
Bermondsey Bierkeller,
2, 4 Tooley St, London SE1 2SY
**About MxLDN**
20th May, Dotdigital's office, London Bridge, be there or be square!
MxLDN is a bi-monthly event, open to anyone in the Magento and Adobe Commerce world – developers, merchants, marketers, agencies, you name it…
We welcome speakers who dive into the detail of what's actually happening in eCommerce right now. Get in touch via hello@mxldn.co.uk if you'd like to speak at one of our future events.
We host open conversation over free pizza, free beer…what more could you want?
More? Here you go then, after the talks we’ll head down to Bermondsey Bierkeller for some post-event drinks and games hosted by Hypernode! There’ll be air hockey, digital darts, pool tables and shuffleboards galore!
Save the date. See you there!
Presented by: JH, Hÿva & Dotdigital
Reach out to us via email us at **hello@mxldn.co.uk**
Salesforce.com Events Near You
Connect with your local Salesforce.com community
Building Scalable Customer Identity Resolution Pipelines on AWS Using AI
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
Level One Tuesdays (Bachata & Salsa Dance Lessons)
Click Here For More Videos:
https://www.facebook.com/share/r/17bwkttXhV/
***********************************
Salsamante Dance Academy will be at Swerve Every Tuesday Night to share the Rhythm & Energy of Bachata & Salsa.
These are Beginner Level lessons to get you comfortable and understand the two dances. Spread the Good News to all.
Swerve Dance & Fitness Complex
640 Lakeview Plaza Blvd A, Worthington, OH 43085
Bachata 7pm-8pm
Salsa 8pm-9pm
$15 - One Lesson
$20 - Both Lessons
TBD
**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
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
TBD
**YouTube Link**
TBD
The Non-competitive Tennis Partner Program
We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program.
[https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)
Columbus Code & Coffee 86 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
💃 Lincoln Street Salsa Saturdays! 💃 Salsa, Bachata, and Merengue Dancing! 💃
**💥 Join us THIS Friday and EVERY Friday!**
**💥 At Columbus’ Hottest New Salsa Venue!**
**.**
Lincoln Street Salsa
THIS Saturday and EVERY Saturday!
8 pm – 1 am
**.**
**💥 Gorgeously Renovated Studio!**
**💥 Free Parking!**
**💥 BYOB!**
**💥 Easy Access from Highway!**
**.**
Lincoln Street Salsa
1717 Brice Rd
Reynoldsburg, Ohio 43215
**.**
**ENTRANCE IS ON THE NORTH SIDE OF THE BUILDING**
**Behind Anthony’s Pharmacy!**
**.**
**PLEASE SHARE and help get the word out!**
**.**
**🟣 Salsa, Bachata, and Merengue Dancing!**
**.**
**🟣** 8:00 pm – 8:30 pm
**𝗥𝗲𝗴𝗶𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻**
**.**
**🟣** 8:30 pm – 9:30 pm
**𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝗗𝗮𝗻𝗰𝗲 Class!**
**.**
**🟣** 9:30 pm – 1 am
**𝗢𝗽𝗲𝗻 𝗗𝗮𝗻𝗰𝗲 𝗣𝗮𝗿𝘁𝘆!**
**.**
**✅ Questions?**
**Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)**
Or Text Todd: 614-774-8146
**.**
**✅ No Experience Necessary!**
**✅ No Partner Required!**
**✅ Plenty of People to Dance With!**
**.**
**✅ $15 Cash / $16 Card**
**✅ College Students $5 Off with Valid ID!**
**✅ BYOB**
**✅ Age 18+**
**.**
**✅ Lincoln Street Salsa is the perfect place for…**
**.**
**👉 Learning to Dance**
**👉** Social Dancing
**👉 Birthday Celebration**
**👉** Bachelorette Parties
**👉 Girl’s Night Out**
**👉 Date Night**
**👉** Getting Fit / Burning Calories
**👉 Meeting New People**
**👉** Having Fun, Fun, Fun!
**.**
✅ **Questions?**
Visit [LincolnStreetSalsa.com](https://columbussalsadancing.com/)
Or Text Todd: 614-774-8146
Christians in Tech - Meetup #35 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)



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