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Build in a day. Shape the future of AI Agents. Showcase on a global stage. This hackathon isn’t simply a one-day sprint; it’s an accelerator for your idea. Finalists will demo their projects LIVE at MongoDB.local London on May 7th. AI agents are breaking free from passive chat interfaces and starting to learn, adapt, and grow alongside us as autonomous partners, driven by breakthroughs like OpenClaw’s viral action-taking runtime and Hermes’ self-improving, persistent skills. Now, we need to architect the next stage: creating the integrations, memory systems, and self-evolution mechanisms that allow agents to build intelligence that embeds seamlessly into our everyday lives. Build with MongoDB and London’s best hackers to define how agents evolve from chat-bound tools into indispensable, ever-improving intelligence. Prizes include £15,000 in cash and partner credits, awarded across the top three teams. **Notes**: * This event is fully in-person in London. Space is limited. Maximum team size is four. All attendees must submit an application and be approved to attend. * In order to be eligible to win, finalists must be available on May 7th to attend MongoDB.local London and present their project. Register and learn more here: [https://cerebralvalley.ai/e/mongo-db-london-hackathon](https://cerebralvalley.ai/e/mongo-db-london-hackathon)

**​Founders Running Club (FRC)** brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. ​9:15 Bag drop at the Regent's Bar and Kitchen, Regent's Park: https://maps.app.goo.gl/MmZdAVM8yXT9euKc7 ​9:30 Warm Up starts at the Inner Circle & York Bridge, South Gate: [https://maps.app.goo.gl/qw45ehLmDQY7maMD6](https://maps.app.goo.gl/qw45ehLmDQY7maMD6) 🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 27 cities 📅 Running + Networking events + Community **Join the community [http://foundersrc.com/chats](http://foundersrc.com/chats)** **Stay updated:** **Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/)** **Podcast [http://podcast.foundersrc.com/](http://podcast.foundersrc.com/)** **LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/)** **Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC)** **Website [http://foundersrc.com/](http://foundersrc.com/)**

They say that pictures speak a thousand words, and so here are pics from this previous day trip on our website (click on this event): [www.aaahiking.co.uk/day-hikes](www.aaahiking.co.uk/day-hikes) **DESCRIPTION** Join us for a countryside stroll along the ghost of the Central Line! With lots to see along the way including wild deer and pigs. Starting from Epping station, we’ll follow a scenic trail near the disused rail line through fields, woods, and heritage stations, past the worlds oldest wooden church where we can enter and have a look (845AD) finishing in Ongar (where the central line used to go to) After lunch, the heritage steam/diesel train back to North Weald then herritage bus 339 on the last leg to Epping underground station. This is 17km route so you’ll be back in time to freshen up for your night out. **WHAT TO EXPECT - HIKING INFO** Distance: \**17km* route Estimated Duration (approx): **4 hours walking** Difficulty: \**[moderate](https://www.aaahiking.co.uk/hike-grade)* **PROGRAMME** 09:00: Start from Epping Underground Station 11:00: Pass North Weald station, near the airfield. 11:10: Some wild deer have been spotted here. 11:45: Pass the ugliest and friendliest pig in the world. 12:00: Pass Blake Hall station (now a mansion, yes someone lives there with a central line platform in there back garden) 12:45: Worlds oldest wooden church where we can enter and have a look (845AD) 13:15–13:30 Arrive in Ongar for lunch at local pub. 15:00 The heritage steam train back to North Weald (via the mansion that has a non-used central line platform in back garden.) Then herritage bus 339 on the last leg back to Epping underground station (both included in price) 15:45 ish depending on steam train schedule, arrive back at Epping Central line station. **COST** The cost is **£30 per person.** includes hike and heritage steam/diesel train and bus. **HIKE INCLUDES** * Guided Hike planned and led by experienced AAA leaders, trained Summer Mountain Leader with Wilderness First Aid Training. * PayPal fees **PRICE DOES NOT INCLUDE** * Travel costs * Lunch, drinks or any refreshments * Souvenirs * Meetup Fee levied on all purchases via meetup * Entrance fees to any attractions you wish to visit **RECOMMENDED KIT LIST [(](https://mailchi.mp/aaalondongroup.com/kitlist)[full list](https://www.aaahiking.co.uk/kit-lists)[)](https://mailchi.mp/aaalondongroup.com/kitlist)** * Suitable hiking shoes or boots * Waterproof jacket and trousers (Please no jeans!) * Water [2L recommended] * Warm/Windproof layer, e.g. Down/Primaloft/Fleece * Wicking base layer, e.g. Polyester/Tencil/Merino * Camera & Phone * Picnic lunch and snacks **CANCELLING/REFUNDS** If you can no longer join the event, please message the host and update your RSVP status on MeetUp to 'Not going', to allow others to take your place. If the event sells out, and you have messaged us and have changed your RSVP to 'Not going', please email us on [info@aaalondongroup.com](info@aaalondongroup.com) after the event date, requesting a refund, including your PayPal email address, so we can locate the payment. Unfortunately, as PayPal retains the original transaction fee, we cannot refund this. If the hike is not full, we are sorry, we are unable to issue a refund. **QUESTIONS** If you have any other questions, please check visit our[ FAQ page](https://www.aaahiking.co.uk/faq). If you are still unsure, contact the event Host shown on this page. We have operated over 1,000 events without significant incidents in the last ten years, achieved through meticulous planning. All participants (members and their guests) in any AAA Hiking event or activity are personally responsible for their fitness, safety and welfare, and must be equipped accordingly. If you have signed up for the event, you acknowledge and accept the AAA Hiking Terms and Conditions. [FAQs](https://www.aaahiking.co.uk/faq) \| [Terms and Conditions](https://www.aaahiking.co.uk/terms-and-conditions) \| [Instagram](https://www.instagram.com/AAAhiking) \| [Facebook](https://www.facebook.com/AAAHikingUK/reviews) \| [LinkedIn](https://www.linkedin.com/company/aaahiking/) \| [YouTube](https://www.youtube.com/@aaahiking) \| [Trip Advicer](https://www.tripadvisor.co.uk/Attraction_Review-g186338-d19994843-Reviews-AAA_Hiking_Outdoor_Group-London_England.html) \| [TicTok](https://www.tiktok.com/@aaahiking) \| [Website](https://www.aaahiking.co.uk/) © AAA London Group Ltd. Errors and Omissions Excepted

Meet fellow early birds. Get a big dose of nature: wild sky, abundant green space, and occasional wildlife. And then warm up in a nearby cafe. Conversations fuelled by early morning light and coffee tend to be good ones. **The plan:** * meet at 7AM at the top of **PRIMROSE HILL** * take in the view for a little while (depending on how cold it is) * walk to ROOTS, a friendly café on Regents Park Road * warm up with coffee (10% off) Become part of our community of regulars, or just drop by for a one off experience. We meet frequently - sometimes weekly, sometimes fortnightly - to create and sustain community. New people are always welcome :-) **[WHATSAPP GROUP](https://chat.whatsapp.com/DPkYXvrP6IhFrSRDiQACLC)** to keep up to date **[INSTAGRAM](https://www.instagram.com/thesunriseclubetc)** to see what these meetups look like **[SUBSTACK](https://experimentsingroupwisdom.substack.com/)** for the newsletter and occasional extras **[WEBSITE](http://www.alltogether.one/)** for all other groups We will be easy to find because we will be at the top of the hill with a big red flag that says 'THE SUNRISE CLUB' and a sign that says 7AM SUMMIT These are free meetups, but if you’d like to support, please donate here: '[buy me a coffee](https://www.buymeacoffee.com/bonnyastor)' ❤️

Wine Not? is a women-only gathering before the Balancers Saturday social. Most attendees come solo, so it’s an easy and welcoming place to meet people and settle in before the night gets busier. London can make meeting new people feel awkward, especially if you're coming alone. This early social creates a comfortable environment where you can chat, laugh, and get to know a few friendly faces first. Expect a relaxed atmosphere, a few light games, and plenty of time to connect naturally. At **7.30 pm the main Balancers social begins**, and the room fills as over **150 people usually join the night**. Wine Not? naturally flows into the rest of the evening, so you’re welcome to stay and enjoy the full experience. Coming solo is completely normal. Our hosts will be there to help everyone feel comfortable, included, and connected from the start. **Check out our past events here:** **[https://www.instagram.com/_balancers/](https://www.instagram.com/_balancers/)** **Want to stay in the loop? Join our WhatsApp community: [https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O](https://chat.whatsapp.com/IJKXDkwUTlmDsYTOCIUg7O)** *Remember, our pillars are Openness, Respect, Kindness and Authenticity. Attendance at this event is subject to our [Code of Conduct](https://www.balancers.app/code-of-conduct) and [Terms of Service](https://www.balancers.app/term-of-service). By joining, you may receive emails about Balancers events and community updates. You can unsubscribe at any time.*

**UP** is a dynamic photography workshop designed for creatives who want to see the world differently. We’ll travel to a series of curated locations where the most compelling shots aren’t in front of you - they’re above you. From architectural lines to open sky compositions and using nature to create frames, this workshop trains your eye to look up, frame boldly, and capture the extraordinary hiding in plain sight. And then with a series of exercises we will challenge you to 'see' UP in a more creative way! WHAT YOU WILL LEARN * Using negative space * Settings for good exposure * Making and breaking composition rules EXPERIENCE * All levels welcome EQUIPMENT * Any camera * Any lens such as 18-55, 24-70mm * A wide lens if you have one * Optional 70-200 * Good walking shoes and a curious mind! TRAVEL & WEATHER * Check with TFL for any delays that might interrupt your journey * Check the weather forecast and dress accordingly CONTACT Alex 07956 264049 VENICE PHOTOGRAPHY WEEKEND - Oct 2026 [https://www.meetup.com/londonphotographic/events/313109100/](https://www.meetup.com/londonphotographic/events/313109100/) UPCOMING EVENTS [www.meetup.com/londonphotographic/events](https://www.meetup.com/londonphotographic/events) Photo ©London Photographic

**What this is** A relaxed group ride around the Olympic Park, followed by a stop for a coffee or pint. The paths are wide, there’s no traffic, and it’s set up so everyone can ride at an easy pace and actually talk to each other. It’s more about meeting women and riding together than doing anything intense. Most women come on their own. That’s completely normal here and we make sure you don’t feel it. Women usually range from their 20s through to their 60s. It’s normally a mix of new and returning women, so you won’t be the only new person there. If you’re feeling nervous, that’s very common. You can message beforehand or on the day and we can help you settle in. *** **Where to find us** Queen Elizabeth Olympic Park, Stratford Meeting point: Stratford Gate (near Westfield) 📍 51.5433, -0.0122 *** **What to bring** Bring whatever you want. Most people bring water and something small, and we’ll stop somewhere after. If you don’t have a bike, there are Santander docking stations around the park and bike hire inside the park. If you’re using a day pass, bikes need to be docked every hour, but we’ll be stopping anyway so it won’t be an issue. *** **Important** This is a female only lesbian space. That boundary is clear and upheld at events. *** **How to attend** You must register in advance to attend [www.thelcommunity.com/events](http://www.thelcommunity.com/events) *** One quick note on how the community works L Community is member funded. The standard contribution is £13 per month and covers the platform, events, moderation, and safeguarding. If £13 isn’t workable right now, you can opt out. Most people just come to a few things first and decide later. Support can be changed or cancelled at any time [www.thelcommunity.com/back-us-now](http://www.thelcommunity.com/back-us-now) *** **Arriving and support** If you’re nervous or can’t find us, message and we can come and meet you WhatsApp Jenny +44 7591 386019 *** **Staying connected** To access WhatsApp groups and stay part of the network: [www.thelcommunity.com/go](www.thelcommunity.com/go)

**DESCRIPTION** They say that pictures speak a thousand words, and so here are pics from this previous day trip on our website (click on this event): [www.aaahiking.co.uk/day-hikes](www.aaahiking.co.uk/day-hikes) We begin in charming Bosham Bay before taking a scenic boat ride across Chichester Harbour, arriving at the stunning white sands of West Wittering. Expect coastal views, sea air, open skies and time to relax, swim or explore the shoreline. A refreshing mix of harbour charm and beach bliss. **WHAT TO EXPECT - HIKING INFO** Distance: **21km** Ascent: c.**mainly flat** Estimated Duration (approx): **5-6 hours walking** Difficulty: **[Moderate](https://www.aaahiking.co.uk/hike-grade)** **PROGRAMME** Meeting Point: Meeting Point: **[London Victoria Station](https://www.aaahiking.co.uk/meeting-places/)** (see pic in link) in front of the ticket machines where the Benches are. Assembly time: 08:00 Move to train: 08:15 Train leaves: 08:32 Arrive at Bosham station: 10:36 Leave Beach 16:00ish Departure from West Wittering bus station on bus 16:25ish Departure Train: 16:54 from Chichester station, arrive back at Victoria 18:50 Exact timings to work out on the day and be prepared to be later back to Victoria than planned. **Pricing Info:** * £38 per person – includes hike + train, boat and bus travel. Book by 11:59 PM on Tuesday before the event to guarantee your spot at this discounted price - after this time there might or might not be limited discounted tickets left upon checking event. * Want to join for the hike, bus and boat only? Message me privately on Meetup to pay £18, then you'll need to get your own train tickets. **HIKE INCLUDES** * Guided Hike planned and led by experienced AAA leaders, trained Summer Mountain Leader with Wilderness First Aid Training. * PayPal fees **PRICE DOES NOT INCLUDE** * Lunch, drinks or any refreshments * Souvenirs * Meetup Fee levied on all purchases via meetup * Entrance fees to any attractions you wish to visit **RECOMMENDED KIT LIST [(](https://mailchi.mp/aaalondongroup.com/kitlist)[full list](https://www.aaahiking.co.uk/kit-lists)[)](https://mailchi.mp/aaalondongroup.com/kitlist)** * Suitable hiking shoes or boots * Waterproof jacket and trousers (Please no jeans!) * Water [2L recommended] * Warm/Windproof layer, e.g. Down/Primaloft/Fleece * Wicking base layer, e.g. Polyester/Tencil/Merino * Camera & Phone * Picnic lunch and snacks **CANCELLING/REFUNDS** If you can no longer join the event, please message the host and update your RSVP status on MeetUp to 'Not going', to allow others to take your place. If the event sells out, and you have messaged us and have changed your RSVP to 'Not going', please email us on [info@aaalondongroup.com](info@aaalondongroup.com) after the event date, requesting a refund, including your PayPal email address, so we can locate the payment. Unfortunately, as PayPal retains the original transaction fee, we cannot refund this. If the hike is not full, we are sorry, we are unable to issue a refund. **QUESTIONS** If you have any other questions, please check visit our [FAQ page](https://www.aaahiking.co.uk/faq). If you are still unsure, contact the event Host shown on this page. We have operated over 1,000 events without significant incidents in the last ten years, achieved through meticulous planning. All participants (members and their guests) in any AAA Hiking event or activity are personally responsible for their fitness, safety and welfare, and must be equipped accordingly. If you have signed up for the event, you acknowledge and accept the AAA Hiking Terms and Conditions. [FAQs](https://www.aaahiking.co.uk/faq) \| [Terms and Conditions](https://www.aaahiking.co.uk/terms-and-conditions) \| [Instagram](https://www.instagram.com/AAAhiking) \| [Facebook](https://www.facebook.com/AAAHikingUK/reviews) \| [LinkedIn](https://www.linkedin.com/company/aaahiking/) \| [YouTube](https://www.youtube.com/@aaahiking) \| [Trip Advicer](https://www.tripadvisor.co.uk/Attraction_Review-g186338-d19994843-Reviews-AAA_Hiking_Outdoor_Group-London_England.html) \| [TicTok](https://www.tiktok.com/@aaahiking) \| [Website](https://www.aaahiking.co.uk/) © AAA London Group Ltd. Errors and Omissions Excepted

Have you ever wanted to get together outdoors and chill out amongst good company whilst being immersed within nature & amazing weather? If so, then this is the right event for you. Welcome to one of the first CHILL events where you have the opportunity to settle in the parks, form friendships, socialise, have a picnic and so much more whilst being immersed within the luscious greenery, botanicals and the gorgeous weather. 

With this particular chill event, we will be settling in the inner circle gardens of Regent’s Park. The inner circle has some beautiful botanicals and some lovely greenery to settle on which is really ideal for relaxing, having a picnic and even being amongst good company. Depending on the aura and if the event goes well, we may do an aftermath and let democracy decide. My fellow explorers, if you enjoyed the event, I’m more than happy to accept any donations which of course are optional but will go a long way to help me unlock and deliver even more exciting and engaging events and resources: https://www.paypal.me/calvinjoy 

WHAT - Chill in Regents Park
WHERE - Regents Park
WHEN - 4pm - 9pm
MEETING POINT - Regents Park
NEAREST STATIONS - Baker Street & Great Portland Street Stations
REQUIREMENTS - Just your good behaviour is all and whatever is listed above for the walk. Maybe bring your ID if we do an aftermath. Disclaimers: Please be on your best behaviour and respect one another. This group doesn’t tolerate any misbehaviour and misconduct. Should such a thing take place, you will be removed. If you ask a question that either already has the answer to it or doesn’t relate to the event at all, I won’t respond. Whenever an event takes place, I will cut off contact 20 minutes after the event commences. If you message even 1 minute after the cut off time, I won’t be available as I’m conducting the event. There will be photography and videography by myself so if you are photo conscious and/or do not want to be in the video, do kindly inform me and I’ll try my utmost best to not involve you in the picture. Let’s all be responsible but please be aware you come at your own risk. Do be mindful of your possessions, belongings and most importantly, your safety. The ‘London society of explorers’ accept no risk of liability at this event.

**ECSTATIC DANCE LONDON presents:** **CATHARSIS: Psytrance & Electronica infused Ecstatic Dance + Cacao Ceremony** **For booking and more info:** [https://www.eventbrite.co.uk/e/1988027727449?aff=oddtdtcreator](https://www.eventbrite.co.uk/e/1988027727449?aff=oddtdtcreator) **We’re chuffed to bring CATHARSIS back on Saturday 2 May 2026** \- a night for lovers of deep electronic journeys and full\-bodied dancefloor expression\. Originally launched in Camden in 2019, Catharsis became a legendary monthly gathering - a fusion of rave energy, ecstatic dance, and raw, unapologetic self-expression. It carried us right up to the beginning of the pandemic… and now, it returns. **Expect:**
 ⚡Hypnotic psytrance & cutting-edge electronica 🍫Ceremonial-grade cacao ceremony to open the heart
 🔥A powerful, high-vibe dancefloor of conscious movers No experience needed. Just come as you are. **WHAT IS CATHARSIS?** Catharsis is liberation.
It’s purification through movement.
It’s freedom, fire, and full permission to be yourself. This is your invitation to:
 • Drop the mask
 • Release what’s been held in
 • Move anger, power, passion, joy
 • Reconnect with your wild, playful, tender human All held within an electrifying psytrance and electronica soundscape. **THE SPACE** Since 2009, we've been creating something unique in London: Clean, sober, high-energy dancefloors - where the high comes naturally through music, movement, breath, and connection. *No alcohol. No drugs. No exceptions.* **Please respect the container:**
If you arrive intoxicated, you will not be admitted or may be asked to leave (no refunds). Ecstatic Dance London We love to dance.
We love music.
We create spaces to connect, awaken, and transform. **📣Join our WhatsApp group:** [https://chat.whatsapp.com/IuJVuQiUmENDJGD7bhYRZr?mode=ems_copy_t](https://chat.whatsapp.com/IuJVuQiUmENDJGD7bhYRZr?mode=ems_copy_t) **✨Follow us:** [https://www.instagram.com/ecstaticdance_london?igsh=MXFmdm01NzRtd2xndg%3D%3D&utm_source=qr](https://www.instagram.com/ecstaticdance_london?igsh=MXFmdm01NzRtd2xndg%3D%3D&utm_source=qr)

**Platform:** Zoom **Dates:** 3 May 2026 and 10 May 2026 **Times:** 15h00 to 17h00 **Investment:** Sliding scale * Supported Rate: £77 * Standard Rate: £99 * Abundance Rate: £144 The Connecting with Your Higher Self Training introduces an electromagnetic approach in perceiving reality. Bringing to your awareness a deep innerstanding of the electric and magnetic nature of self and our universe. * **Electric** – We awaken to the spark of Divine, strengthening our will, gaining inspiration and inner clarity. * **Magnetism** – We soften into the gentle flow of the unconditional love, inner guidance and inner restoration. We relinquish control, allowing life to flow through us. With a greater awareness of “As Above, So Below, As Within so Without”, we recognise how our thoughts and our trust in Divine shape our daily experiences. For more information, follow this link: [Workshop: Connecting with Your Higher Self](https://sacredheartawakening.com/connecting-with-your-higher-self/)

Hot Bi Beverages! The Bi Coffee group (a separate group) meets at 3–6.30pm on the first Saturday of every month. The old Leon venue is permanently closed, so the group now meets in a Caffè Nero near Tottenham Court Road/Shaftesbury Avenue. **The venue**: Caffè Nero, the Central Saint Giles one; at the bottom (south end) of Earnshaw Street, at the corner with Shaftesbury Avenue (a big junction); round the corner from Tottenham Court Road Station. **Address**: 1a St. Giles High St, London WC2H 8AG Vicki is running Bi Coffee each month, come and go as you please. Find us by looking for our little purple unicorn and sign. Respect each other. Newcomers and quiet people are most welcome. There are regulars from outside our group (but in the general London bi community) so even if there's no-one else listed from here you'll be in a friendly and safe group. But do please note this is a separate group from our meetup group and for most reliable updates check out the [facebook page](https://www.facebook.com/groups/bicoffeelondon/). Its run enthusiastically by upstanding bi community member(s) and heartily recommended if more relaxed and quiet hanging out in a café is more your thing. 🟣 Accessibility: The cafe is ground floor and claims disabled toilet and access, baby changing facilities, wifi, and air conditioning (only one toilet though, which can occasionally mean a longer queue for that than for service). The cafe is opposite Tottenham Court Road bus stop S (busses 14, 176). It is on the junction so taxis will need to stop outside it. From Tottenham Court Road station head south on Charing Cross Road, take the left on Denmark Street, and then keep straight. It's under the large bright yellow Lego building. 🟣 More Info: Facebook group: [facebook.com/bicoffeelondon/](https://www.facebook.com/groups/bicoffeelondon/) Old Bi Coffee website (ignore the outdated location,map): [bi.tocotox.org/bicoffeelondon/](http://bi.tocotox.org/bicoffeelondon/) Venue: [website](https://caffenero.com/uk/store/central-st-giles-654/) / tel:[02072407412](tel:02072407412).

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/

http://photos2.meetupstatic.com/photos/event/2/a/9/6/600_348310902.jpeg Instructor - Crow, HPS Class fee is $30 at the door or approved exchange RSVP with Advance pay of $25 (discounted) by PayPal on the web or by contacting Enchanted Elements (614) 437-2642. Reservations made directly to Enchanted Elements will be added to the class list manually not online. Private Instruction ~ Closed to the Public ~ Initiated Members Only Please come prepared for ritual. Blessings ~ Crow

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

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

FREE event [https://www.ccad.edu/chroma](https://www.ccad.edu/chroma) Friday, May 15, 3–7 p.m. CCAD campus, 60 Cleveland Ave, Columbus, OH Join Columbus College of Art & Design for *2025* *Chroma: Best of CCAD*, our annual campuswide exhibition showcasing outstanding student work from across the college’s academic programs. This faculty-juried show features select work from CCAD students of all class years, and is a can’t-miss end-of-year campus celebration recognizing their tremendous achievements. It’ll be a night of fun and entertainment, with interactive games, animation and film screenings, art symposiums, poetry and prose readings, and more (along with some of the best local food trucks). *Chroma* is free and open to all. Many exhibitions including... **Game Art & Design:** **DSB, first floor, Welcome Center lobby and Room 115**

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.