Social Engineering

**Circle X** is a private, curated gathering designed for individuals who value meaningful connections, elevated conversations, and access to the right opportunities. Join us for an intimate evening of networking with a select group of professionals, entrepreneurs, and individuals planning their next move — socially and financially. This experience is intentionally kept **limited and refined** to ensure quality over quantity. ***Circle X is building a different kind of community — one built on intention, quality, and the right connections.***

**This is a ticketed event. Please register at [this link](https://luma.com/gprawfks).** In this talk, Sheikh Abdur Raheem Ali: 1) Discusses rare cases where deployed LLMs have been observed to engage in self-directed behavior which would have led to catastrophic outcomes if the agent escaping containment were equipped with stronger capabilities. 2) Introduces arbitrium, a peptide-based communication method used by certain bacteriophages which release small molecules known as autoinducers to decide coordinated population-level behavior, and in particular lytic and lysogenic pathways, with a quorum-sensing mechanism. 3) Explores landmark results from alignment science which inform our current understanding of LLM biology (<250 malicious documents required to poison training datasets vs <100 viral particles required to produce infection in humans). 4) Analyzes early findings from experiments which attempt to investigate scalable improvements to defenses that monitor the internal activations of production transformer models (such as probes) and demonstrates how these enable targeted interventions on known distributions which are more difficult to achieve with input/output only methods (such as prompted classifiers) in certain cases (such as long context windows or latent reasoning models) ​​​**Event Schedule** 6:00 to 6:30 - Food and introductions 6:30 to 7:30 - Presentation and Q&A 7:30 to 9:00 - Open Discussions ​​​​​​If you can't make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

The playbook for AI agent integration is becoming predictable: build an MCP server, expose your APIs as tools, and define the rules in prompts. That approach works, but it often pushes workflow and guardrails into client-side logic, where they are harder to enforce and easier to bypass. This talk presents a different approach. HATEOAS (Hypermedia As The Engine Of Application State)—a largely overlooked part of REST—allows an API to describe allowed actions and constraints at runtime. That makes it a natural fit for agents, which need clear, machine-readable guidance about what they can safely do next. We’ll show this in action with MoneyMate, an AI agent that performs sensitive operations such as money transfers. Using the Spring HATEOAS project, the agent is guided entirely by the API rather than by hardcoded tools or fragile prompt logic. AI hype aside, this is ultimately a talk about architectural validation. For years, HATEOAS was the hill REST purists loved to die on—complete with finger-wagging about “doing REST correctly”—while everyone else quietly shipped simple JSON and moved on. It turns out the purists weren’t wrong—just 20 years early. Come see why that extra structure finally pays off when your client is an LLM. **About the venue** Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk. **Speaker Bio** Adib Saikali is a distinguished engineer at Tanzu by Broadcom, focused on helping Tanzu’s largest customers design and build cloud native applications and platforms using Spring and Kubernetes. Adib is the author of Securing Cloud Applications a book that teaches application developers the fundamental security technologies and protocols required to secure cloud native applications. Over the past 25 years Adib has worked at startups and global enterprises on numerous software systems in a variety of roles, from software developer, architect, agile coach, and CTO. He has developed a 360-degree view of what it takes to build software systems efficiently, and economically.

**Meet new people over great food in a relaxed, social setting.** This is a small-group social dining experience for people who enjoy good food, good conversation, and expanding their circle in a natural way. Everyone attending is there to meet others — no pressure, no awkward networking. **What to expect** * A small group (usually 4–8 people) * A friendly, low-pressure atmosphere * Easy, natural conversation **How it works** We coordinate the group and reserve the table once attendees confirm. The venue and details are shared with the group beforehand. Just show up, order what you like, and enjoy the experience. Each guest covers their own food and drinks. To keep groups balanced and confirmed, seat confirmations happen through #dine: https://www.hashtagdine.com/

Call on 416-938-2223 to find me :) -Ritik

*To join this event, you must be able to speak full sentences in Mandarin. This event is for those wanting to practice Mandarin and/or English. Here, you can chat with others and play board games in either language to improve your linguistic skills. Feel free to join our WeChat group during the event, as it is the best way to stay connected with us. If you have any questions, leave a comment on this event page. ＜中文版＞ 此活动是以聊天和玩桌游练习中文或英文，等级不限，平时有6-10位参加者。此活动微信群可在活动中加入，互相学习，天天向上。 如果您有任何疑问，请随时在活动页上留言或联系主持人

A relaxed space to meet new people, connect, and make new friends over coffee. Come as you are and enjoy good conversation.

Come join us for an evening of drinks, laughs and painting in a relaxed, social setting.!! **Limited Spots For This Event! Get Your Tickets Now** **[https://tickets.nationalsocialnetworking.com/events/tommehra/1967494](https://tickets.nationalsocialnetworking.com/events/tommehra/1967494)** Tickets help cover the cost of hosting the social, ensuring a great venue, and a well-organized event for everyone. **Demographics** Ages 20-37 All attendees are fluent English speakers **Follow us!** [https://www.instagram.com/nationalsocialnetworking/](https://www.instagram.com/nationalsocialnetworking/) **Limited Spots For This Event! Get Your Tickets Now** **[https://tickets.nationalsocialnetworking.com/events/tommehra/1967494](https://tickets.nationalsocialnetworking.com/events/tommehra/1967494)** Tickets help cover the cost of hosting the social, ensuring a great venue, and a well-organized event for everyone.

Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together. Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions. If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming! Want to learn by watching how others code and solve problems? Join someone else’s project at this event! Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event! **Discord**: We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event! https://discord.gg/xwjDdVSw3E **Event policy**: * We have 0 tolerance for harassment. * We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets. * The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do. * Please buy a drink, and tip the barista well.

This Is A Ladies Event Only And If You RSVP And Are Unable To Attend Please Change Your RSVP As A Courtesy!! When arriving ask the hostess for the west end women's social. Join us for a fun-filled evening at our West End Women's Hangout! This event is perfect for professional women, girlfriends, and ladies looking to hang out and make long lasting friendships. Connect with like-minded women in a relaxed and welcoming atmosphere where you can unwind and enjoy some quality girl time. Whether you're new to the area or a long-time resident, our social circle is all about building connections and creating lasting friendships. Come ready to socialize, laugh, and make memories with a fantastic group of women. Don't miss out on this opportunity to have a blast with the West End Women's Social Circle!

It's better when we're together. Come and experience the power of the WHM with a wonderful group of people. We breathe, we go into the cold and we teach our bodies to heat up properly. We develop resilience and the mindset to use these powerful healing tools over and over again, all year round. This gathering is fully guided by Wim Hof instructor Steve Beattie. If you are new to this, come on down, enjoy the support and practice in a safe way with us. If you already have a WHM practice this meetup is a great way to take it to the next level, and make lots of new friends. There will be a fire, snacks and drinks shared by other attendees. We have been doing this 6 for years! **What to bring?** * Yoga mat * Weather-appropriate clothing (better to dress too warm!) * Bathing suite, towel * Water shoes (optional) In extreme weather being prepared is very important. Especially if it's your first time, please read up on how to come prepared [here.](https://www.breathinginnature.com/wim-hof-method-meetup/) Learn more about our Wim Hof meetups, workshops, breath classes, wilderness trips, medicine work and special events at **[Breathing in Nature](https://breathinginnature.com/)**. Join the "**[Wim Hof Toronto](https://www.facebook.com/groups/1714218015474146/)**" group on Facebook to see all of our local events. This is a free event made possible by our Gift Economy. You can learn more about the Gift Economy [here](https://breathinginnature.com/gift-economy/).

Hello everyone, **\*\*Kindly Read Carefully\*\*** Please join me and my other groups for a relaxing and fun Sunday afternoon leisure nature walk through the Don Valley Trail along the Don River followed by an enjoyable dinner at a local pub near our meeting location. **Meeting Location with free Parking:** We will meet conveniently out front the **Tim Hortons directly across the street from the Davisville Subway (Yonge Line)** This will give us an opportunity to introduce ourselves as everyone arrives; then make our way on our small adventure through quieter and more natural parts of the city we don't usually get to see. More details below: Sincerely, Steve Flemming (Organizer/Host) **Event Details:** **Spring has Arrived Leisure Nature and Neighbourhood Walk! (with Dinner Party after)** -A great day planned as we explore parts of the city we don't see every day (great nature trails and old beautiful neighbourhoods) -Play a couple ice breaker games near the beginning of the walk as well to help us get to know one another -During the walk we will stop and rest at different spots, bathroom breaks, take some lovely scenic photos, group photos and share some laughs together -Followed by food and beverages at a nearby Irish Pub \*This event is a great way to naturally make connections, get some fresh air and (re) connect with some wonderful people **Bonus after our Leisure Nature Walk: (Optional)** \*Stick around after the walk for a fun Saturday social gathering at a local Irish Pub for beverages and food right after the walk \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Event Fee:** 10 dollars (cash only) when you arrive (HST is included) or e transfer in advance to Steveflemming11@gmail.com \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Time and Location: Where to meet us?** We will meet at out front of the **Tim Horton (1910 Yonge Street)** \*Arrive early if you like (however we will meet out front at 4:00 p.m. (we will wait for everyone to arrive until roughly 4:30 p.m.) **Drivers & Free Parking:** Plenty of parking on Yonge and residential too :) Free parking on Duplex, one street west of Yonge :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ***Thanks for reading everyone, remember to RSVP and see you real soon!*** :) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Move. Sweat. Smile. Repeat. This is a fun, high-energy Zumba class designed for real people — not performers, not fitness models, just humans who want to move, feel good, and leave happier than they arrived. Expect: Easy-to-follow Zumba routines Great music (Latin + global vibes) A welcoming, judgment-free space A workout that feels like a party (but still burns calories 😉) No dance experience needed. No pressure to “get it right.” Just show up and move. Followed by yoga for 20 mins. Sweat first, snacks after. If you’re free, we may head to a nearby spot to eat together. Class fee: $5 (helps cover space and music). Email money transfer to: monasalahuddin@hotmail.com

**📅 DATE:** Friday, May 1st, 2026 **⏰ TIME:** 7PM–9PM (Check-in from 7PM–8:30PM) **📍 WHERE:** DraftKings Sports & Social – 840 N. High St., Columbus, OH **🎟️ Check in:** at the host stand when you arrive say, **"DK Meetup Social"** 🍻 Join us for a fun, social night out! Meet new people, grab a drink, and kick back in a high-energy atmosphere right in the heart of Columbus 🎉 🎯 **What to Expect:** 🎶 DJ starting at 9PM 🏓 “Water” Pong + games 📺 Huge 37ft TV wall for all the live sports action 🥂 **Drink & Food Specials (7PM–9PM):** $3 Domestic Drafts – Miller Lite & Coors Light $3 Well Liquor Cocktails $4 Select Call Liquor – Tito’s, Bacardi, Tanqueray, Dulce Vida Blanco, Jameson & Jack Daniel’s $4 Topo Chico Seltzers $5 White Tea & Green Tea Shots $3 OFF Appetizers (excluding traditional bone-in wings) **📌 Quick Details:** 🔞 21+ only 🚗 Parking available at Hubbard Garage (behind venue) Pull up, bring your crew (or come solo), and get ready for a great night out 🥂

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

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

📍 **Where:** PBR Cowboy Bar + Smokehouse in Easton 📆 **When:** Thursday, April 30th ⏰ **Time:** 7PM–9PM 🕖 Check-in: 7PM–8:30PM at the host stand Say **“PBR Meetup”** at the host stand to get your wristband for drink specials from 7PM–9PM 🍻 **Drink Specials (7PM–9PM)** $3 Domestic Drafts – Miller Lite & Coors Light $3 Well Liquor Cocktails $4 Vizzy Seltzers $5 Select Call Liquor – Tito’s, Bacardi, Bombay, Dulce Vida Blanco & Jack Daniels $5 Select Shots – White Tea & Fireball 🤠 **What’s Going On** 🎸 Live Music: 6:30PM–8:30PM 🐂 Bull Riding: 8:30PM–Close 💃 Line Dancing (w/Instructor): 9PM–10PM 🎧 DJ & Dance Floor: 9PM–Close 📍 **Location** 3950 Gramercy St., Columbus, OH 43219 🅿️ **Parking** Free parking in the lot across the street or Easton West Garage ✔️ **Good to Know** 21+ event Check in starts at 7pm and ends at 8:30PM to access specials Tell the host you’re with the "PBR Meetup" group when you arrive Grab a drink, meet some new people, and kick off your weekend the right way 🍻🤠

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

We’re bringing back Adult Field Day. Last year was a good mix of competition and just hanging out, so we’re doing it again with some new games mixed in. Think team-based challenges, simple races, and a few things inspired by game shows. You don’t need to be athletic. Most of the fun is just being part of a team and getting to know people you wouldn’t normally talk to. The goal isn’t really winning. It’s meeting people, laughing a bit, and leaving knowing a few more names than when you showed up. If you stick around after, we’ll have a potluck, a bonfire, and a couple comedians in the evening. Bring: * Please Bring Something to share for the potluck cookout signup sheet [https://www.signupgenius.com/go/10C0E49ABA92EA2FAC70-63781787-saturday](https://www.signupgenius.com/go/10C0E49ABA92EA2FAC70-63781787-saturday) * Clothes you can move around in RSVP on Meetup is free. A small contribution helps keep events sustainable and ensures those who RSVP actually show up. Great events take time, effort, and consistency to organize. Most people contribute $2–5 per event to help keep these going. Appreciate everyone who supports — it genuinely makes a difference. If you find value in these events or maybe even made a new friend, consider contributing what feels fair to you. **Contribution link** listed below in the comments

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).