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Frequently Asked Questions
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AI Agents Memory Systems + Gemini Embedding 2 Rich Context Simplified RAG Search
Welcome back to our meetup in June.
* **06:00 PM** Registration, dinner, networking
* **06:30 PM** Talk starts
Talk 1:
Practical AI from Gemini Embedding 2 for Simplified RAG Search with Rich Context and Less Preprocessing - Imagine the possibilities if you could find a document using an image, or find audio from a report, or find a video with a sentence.
\- Simplifies RAG Systems \(one multimodal retrieval pipeline instead of multiple fragmented systems\)
\- Less preprocessing \(e\.g\. no transcription needed\) less infrastructure complexity
\- Richer context \(text \+ visuals \+ audio\)
\- A major step from “document chatbots” to truly context\-aware AI systems
Gemini Embedding 2 changes what Retrieval-Augmented Generation (RAG) can fundamentally do.
Instead of treating text, images, audio, video, and documents as separate systems, AI can now retrieve and reason across all of them together in one shared understanding layer.
This means users can search videos with natural language, retrieve diagrams from spoken conversations, match screenshots to documentation, or ground AI agents with real-world multimodal context — capabilities that were previously complex or unreliable without multiple specialized pipelines.
Talk 2:
Designing Memory Systems for AI Agents
AI agents need memory to maintain context across sessions, learn from experience, and handle long-running tasks. The challenge? Deciding what to remember, where to store it, and how to retrieve it when it matters. In this workshop, you'll learn a practical framework for architecting memory systems that actually work in production. We'll cover:
\- Types of memory in agentic systems
\- Storage patterns: Where to persist memories and how to structure them for retrieval
\- Retrieval strategies: Combining vector search with metadata\, recency\, and other signals
\- Memory lifecycle: When to create\, update\, or prune memories to keep your system performant
You'll apply this framework by building memory into an AI agent and seeing how different design choices impact behavior.
You will be provided with all the resources required to successfully execute the hands-on portions of the workshop, including Jupyter Notebook templates with pseudocode. During the workshop, you will replace the pseudocode in the templates with your code.
At the end of the workshop, you will also be able to check your learning and earn a skill badge to share with your network! https://learn.mongodb.com/courses/memory-for-ai-applications
## **Future Talk: TBA**
**Awaiting confirmation: Federated Layer to Manage a Multi-Agent Synthetic Workforce**
Agents are starting to act as workers in real production systems, and workers need a management layer. The question everyone should take back to your laptop: in my own agent stack, what happens on the second concurrent write, and can I prove, today, under whose authority my agent acted? How do I manage my synthetic workforce in production.
Sip & Spark - Mixed-Gender Social Night/ Networking Event (Real Convo, Real Ppl)
Sip & Sparkle is a laid-back social night for anyone looking to meet new people in a warm, open-minded space — no pressure, no awkward games, no sales pitches.
Whether you’re here to make friends, find community, or simply enjoy meaningful conversations over drinks, you’re in the right place. It’s casual, inclusive, and welcoming — just real people getting to know one another.
Come solo or bring a friend — we’re all about genuine connections and good vibes. ✨💬🍸
Entrance fee $5: you may redeem a canned drink or a cup of single scoop ice cream of your choice.
Sapa Trekking Adventure (beginner friendly) <FULL>
**Please click [https://www.facebook.com/share/p/182NMgTpDU/](https://www.facebook.com/share/p/182NMgTpDU/) .**
**For full trip details, please WhatsApp:**
Janice- [https://wa.me/6590491636](https://wa.me/6590491636)
**For more adventure trips, please click** [https://linktr.ee/thetravellingbackpack](https://linktr.ee/thetravellingbackpack)
Tue 7pm FitFam bootcamp @ SportsHub
🚨 ***FIRST TIMERS*** 🚨
* This is a 90-min Intermediate-level fitness bootcamp suggested for those who do HIIT/bootcamps/F45/etc at least 2x/week
* Depending on weather/WOD, we rotate between 5 different spots, thus check comments/photos here on Tue 6pm for exact location & grouping
* Rain-or-shine event: won't be cancelled. Held under shelter if it rains
* RSVP closes on Tuesday 530pm. If you’re unable to attend, kindly cancel your RSVP by then, so our leaders have a more accurate count to plan the workouts more effectively
* Recommended: Water, Mat, Gloves, Light weight/bottles for added resistance
Cya then!
🔊 ***DISCLAIMER*** 🔊
Please take a minute to read the following information regarding your participation in FitFam workouts. By signing up for this session, you confirm that you have read and understood the terms and risks detailed in our Disclaimer and Release of Liability Agreement: https://drive.google.com/file/d/1MV9siOKELtbsSmCwwvp1rzJ-_GiAHGEW/view
Argentine Tango Beginner Class
Argentine Tango Beginner Class
The best place to start your Tango dance journey. Suitable for pure beginners. No partner required. Mingle with the largest beginner community. We believe the community is an important factor to new dancers.
**Class is confirmed 👍🏻**
Fee : $20
Advertising Agency Events This Week
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OOOH Club: Social Mixer 🥂 (Expats & Professionals Mixer)
**Skip the awkward networking events. It's time for the OOOH Club Saturday Social. 🌍✨**
If you are an **expat, local, or working professional** in Singapore looking to upgrade your weekend, you are in the right place.
Welcome to the **OOOH Club (Out of Office Hour)**. We are a private, curated community of 250+ professionals who believe your network should be global, your weekends should be high-energy, and your drinks shouldn't always be full price.
This Saturday, we are taking over one of our favorite venues for our signature Bi-Weekly Social.
**✨ THE VIBE** Imagine walking into a room where everyone is actually excited to meet new people. No stiff business card swapping, no awkward silences, just great music, excellent cocktails, and a room full of Singapore's most welcoming expats and creatives. Come solo; our hosts will make sure you are introduced to the crowd within your first five minutes!
**🗓️ THE DETAILS**
* **Date:** Saturday, 6 June 2026
* **Time:** 8:00 PM - 10:00 PM (Feel free to stay later, the party usually continues!)
* **Location:** Will send once you have been confirmed!
* **Ticket**: LADIES FREE ENTRY \| MALES $20 / ENTRY
* **Complimentary:** 1x Drink Included!
**🎟️ HOW TO SECURE YOUR SPOT (IMPORTANT)** *Please RSVP here and drop Chloe (+65 8813 2083) your Name, Age and Gender. Wait for the confirmation message (if slots are still available)*
Suzhou × Shanghai × Disneyland Singles Trip
🌿 Trip Highlights
🏯 Suzhou – Master of the Nets Garden, Pingjiang Road & Jinji Lake
🌆 Shanghai – The Bund, Nanjing Road, Tianzifang & more
🏰 Full Day at Shanghai Disneyland
✈️ Fly Singapore Airlines (SQ)
🏨 4-star hotels throughout
👥 Fully private tour – exclusively our group
Plus our signature structured rotations throughout the journey and mutual matching on the final day
📋 Full detailed itinerary:
[https://forms.gle/VmMrwi6GQjqqRmkN7](https://forms.gle/VmMrwi6GQjqqRmkN7)
This is an exclusive, private group journey. Every detail of this trip has been purposefully designed to create the ultimate environment for connection.
From our meticulous selection of premium hotels and flight to our signature Social Rotations & Matching Experience, this programme is built entirely around our group’s comfort and quality interaction.
Full Experience Package includes:
* Premium Accommodations: Specifically selected for quality and proximity to key attractions.
* All-In Attractions & Dining: Entrance tickets, guided tours, and most meals are taken care of.
* Signature Social Rotations & Matching: Our intentional, structured movement throughout the trip to ensure you meet everyone in a natural setting.
Package Rates (Land Only):
Single Room: $1,770
Twin Sharing: $1,250
Note on Flights: Participants are required to depart together from Singapore for the full rotation experience. Please book the following flights (approx. $720 as of 26 March):
SQ 826: SIN/PVG – Fri 5 June (0115 / 0635)
SQ 835: PVG/SIN – Tue 9 June (1910 / 0035)
**What Makes This Trip Different?**
This is not just a sightseeing tour—it is a thoughtfully curated social experience. CompleteMe ensures you maximize your exposure to the opposite gender in a natural, pressure-free setting:
* Structured Rotations: We rotate the gentlemen at every opportunity—at the airport, during the flight, on coach transfers, and during attraction visits.
* Meaningful Interaction: Instead of one seatmate, you’ll enjoy multiple deep conversations over 5 days.
* Intentional Matching: On the final day, we conduct a private mutual matching session. If there is a match, you’ll have dedicated quality time together before the flight home!
**Booking & Terms**
Travel Arrangements: All travel logistics, land packages, and tour services are fulfilled by our Appointed Licensed Travel Agent: CBE PTE. LTD. trading as Chan Brothers Express (STB License: TA01382).
Exclusions:
* Flight tickets (Self-booked to group timing)
* Travel insurance (Mandatory) & Entry visa (if required)
* Personal expenses & additional drinks during meals
For any enquiries, please contact us at [completeme@outlook.sg](mailto:completeme@outlook.sg) or WhatsApp (65) 81252321.
This event is organised by **CompleteMe Dating Agency**. Founded in 2012, CompleteMe is a Singapore-based dating agency known for its curated dating events and speed dating sessions designed for working professionals. Having organised over 1,000 dating activities, the agency has helped countless singles meet, connect, and build meaningful relationships over the years. As a legit dating agency, CompleteMe conducts verification checks to ensure that all participants are legally single.
Fun Shoot (All Ages, All Levels)
**For ages 7 and above. Children aged 5 to 7 require parental assistance.**
Want to test your skill at the sport? Be the Willliam Tell or Robin Hood?
Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports.
Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students.
### **Address**
CIDC Building, 90 Eu Tong Sen Street CIDC Building, car park, 059811
### **Schedule**
Saturdays 1PM - 2PM
### **Booking Information**
* Please contact **98225900** to find out how to book this class.
* The instructor will reach out to you once you've booked the class.
3 ENCHANTING HIKES : SUNRISE ARONG + SCENIC MAWAR & SELANTAI LEISURE
**\*\*\*3 ENCHANTING LEISURE HIKES\*\*\*\***
**GUNUNG ARONG 240m SUNRISE->BUKIT SELANTAI 192m**
**->PULAU MAWAR STONE ARCHES SCENIC HIKES**
**Date: 5-6 JUNE 2026(Fri-Sat)**
**SLOTS ARE AVAILABLE!!!**
**INTERESTED, WHATAPPS 94884478 Wilfred or RSVP via Meetup:**
[https://www.meetup.com/wilfred-travel-hiking-adventure-group/events/314888191/](https://www.meetup.com/wilfred-travel-hiking-adventure-group/events/314888191/)
**Mersing is a small town** on the east coast of Johor, has exceptionally picturesque pristine islands and beaches. Hiking along those beautiful beaches are refreshing and cooling!
**◾Tour Highlights:**
☆**Sunrise Gunung Arong Panoramic Hike@ 240m**
The trail is quite okay (suitable for beginner hikers) and one can reach at the summit in less than an hour. Its 898 feet to summit enough satisfy your craving for nature adventure. As you exit this protected forest is a beautiful beach awaiting you with the white sands and the sea calling you to take a dip and be refreshed!
☆**Bukit Selantai Leisure Hike**
is a small hill at 192 m will take 1 hour to summit and 1/2 hour to descend.
☆**Bukit Mawar Stone Arch Hike**
Pulau Mawar is leisure across the sandbank and mangrove forest before the breath-taking scenic view of majestic stone arch resembling “Gate of Heaven” and every corner of the island is a perfect photo spots.
**◾Event Detail:**
**Cost: $140/person**
**4 persons or more sign up in single payment is $130/person**
**◾PAYMENT:**
**Please Paynow $xxx/person to UEN 201727764C** Wilfred Go Travelling & Hiking Pte or Bank Transfer to DBS Current Account 0029069789 and Text 94884478 with Print-screen Receipt
**TA License No 03066**
**TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD**
**◾INCLUDE:**
\* 1 Event Host
\* Transportation
Van < 14 person
Bus >15 person
\* Dinner included if group-size is 10 or more
• Mountain Guides
• Hiking Permit
**◾EXCLUDE:**
• Travel Insurance
• Things not mentioned in Itinerary
**\*\*To Connect With Us With Latest Events Broadcast & News:**
**1\. Telegram Channel:**
[https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg)
**2\. Whatapp Channel:**
[https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l)
**3\. Facebook:**
[[[https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar)]
**◾Suggested Itinerary:**
(Friday)
1130pm -Meet Maxi-Cash next to Marsiling MRT Bus Stop
1135pm -Depart to Woodland Custom
(Sat),(D)
12am-JB Custom
2am-Pagoh Rest Area Clean up / Breakfast
(Those cannot sleep will eat/drink)
5am –Depart to Gunung Arong Trailhead
530am-Commene Hike
645am- Summit and waiting for Sunrise (Breakfast/Pictures)
730am-Descend
10am-Bukit Selantai Leisure Hike to 192m(2)
12pm-**Bukit Mawar Stone Arch Hike (3)**
3pm- Wash up & Get Change
5pm-**Dinner**
6pm- Depart to JB Custom
9pm-Marsiling MRT
**◾Disclaimer, Indemnity and Terms of Participation:**
The participant acknowledges that this is an adventure trip.
The itinerary serves as a guide only and changes may be required.
All participants are strongly advised to have travel insurance.
The participant agrees to assume all risks and indemnifies the organizers against all claims, disputes.
Fun Shoot (All Levels)
Want to test your skill at the sport? Be the Willliam Tell or Robin Hood?
Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports.
Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students.
**Past Experiences**
* National Team (Compound) 2000 - 2002
* National Junior Development Team Coach (Compound) 2013 - 2015
* Community Club Compound Coach 2013 - 2018
* National Team (Compound) 2018 - 2020
* Tampines Meridian Junior College Archery Coach 2018 - now
### **Address**
9 Ah Hood Rd, East Asia Institute of Management
### **Schedule**
Fridays 1030AM - 12PM
### **Booking Information**
* Please contact **98225900** to find out how to book this class.
* The instructor will reach out to you once you've booked the class.
Dragon Horns Via Ferrata Adventure <Closed>
Please click [https://www.facebook.com/share/p/1G5Dp3qULU/](https://www.facebook.com/share/p/1G5Dp3qULU/) for trip details.
\
For trip payment & confirmation, kindly WhatsApp:
Kelvin [https://wa.me/6593838649](https://wa.me/6593838649) or
Magdalene [https://wa.me/6597914105](https://wa.me/6597914105)
For more adventure trips, please click: [https://linktr.ee/wlcadventure](https://linktr.ee/wlcadventure)
Advertising Agency Events Near You
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Feel Good Friday: POWER BALLAD at the Gateway Film Center + SHAKE NO. 8!
Join us as we get together to see Paul Rudd in the latest comedy-drama-musical from John Carney, POWER BALLAD! The film follows a washed-up wedding singer, a fading boy band singer and a stolen hit song. Here’s a description, trailer and plan for this event:
DESCRIPTION: Rick, a washed-up wedding singer, and Danny, a fading boy band star, bond over music and a late-night jam session. When Danny turns Rick's song into a hit, Rick sets out to reclaim the recognition he believes he deserves. Power Ballad is written/directed by John Carney, the master of the modern musical and creative mind behind Once, Begin Again and Sing Street! It stars Paul Rudd, Nick Jonas, Peter McDonald, Marcella Plunkett, Havana Rose Liu and Jack Reynor.
BUZZ & ACCLAIM: The film premiered to rave reviews at this year’s Dublin International Film Festival where critics call it “a sure-fired crowd-pleaser” that “just might be the feel-good hit of the year!” Others say, “Paul Rudd delivers a career-best performance in this charmer” that’s both “hilarious and deeply moving." The film continues John Carney’s “long run of success with yet another charmer” and “a sharp, hopeful crowd-pleaser that strikes the right notes!”
SUMMER OF ICE CREAM, VOL 2: SHAKE NO. 8! Ranked the #1 Ice Cream Shop in Columbus, this is a perfect early stop on our Summer of Ice Cream! Their menu uses made-from-scratch recipes in an array of traditional, specialty and vegan shakes, hot cocoa, crepes, waffle sticks, specialty coffee & espresso, and more! Their specialty shakes are as delicious as they are over-the-top and they offer an extensive vegan menu! You can check out their full menu here: [https://www.shakeno8.com/menu.php](https://www.shakeno8.com/menu.php)
PLAN: Please purchase your ticket for the 6:45pm showing and we’ll meet in the upstairs lobby between 6:25 and 6:35pm! Advance ticket purchase is advised for this opening night showing! Once you have yours, please list your seat number in the Comments section of this event. We'll head to nearby Shake No. 8 immediately following the show!
Should be a fun one, Dan
Saturday Morning French Club
Bienvenue! We host a twice-a-month French conversation club at La Chatelaine on Lane. All levels welcome! Whether you're new to French or running for Président de la République you are welcome here! We often read plays together, play vocabulary games, and generally enjoy the delicious food available at La Chatelaine! We will be at the long table in the back of the restaurant. A bientôt!
Marketing Monday Networking
Monthly working lunch for Columbus business owners. One specific topic, one to three actions you can run this week.
You can be the best at what you do and still be invisible. If local buyers cannot find you, the phone does not ring.
Marketing Monday Lunch + Learn is a monthly working lunch for Columbus business owners focused on building relationships, local networking, and local marketing. Every kind of local business welcome. No pitch round, no pressure, no upsell.
**This month**
Most local businesses pick one or two places to be visible and call it good. The result is inconsistent calls and a feeling that marketing is not working. We will walk through the three places every local business needs to show up, plus the fourth place most owners ignore that quietly produces the warmest leads.
**What to expect**
Doors open at noon. Order lunch and drinks at the cafe counter or bring your own. You get real conversation with other local owners and a focused marketing lesson. You leave knowing people and with one to three actions to run that week. The room is reserved through 1:30 PM.
**Who this is for**
Any local business owner who wants clearer marketing direction and real local relationships. Service businesses, retail, home services, professional services, online owners building local presence, anyone serious about being part of the Columbus business community.
**Not the right fit if**
You are here to pitch the room or recruit for an MLM.
**Details**
* Second Monday of every month
* 12:00 to 1:30 PM
* Good Cafe Easton, 4400 Easton Commons, Ste 150, Columbus, OH 43219
* Order lunch and drinks at the counter when you arrive
* Free to attend, RSVP required, space is limited
**About the host**
Rita Suzanne is a local marketing strategist and the founder of Local Marketing Method. She runs Visibility is Profitability, the membership where local business owners build the system that keeps their phone ringing. Learn more at learnlocalmarketing.com.
Register here: [https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator](https://www.eventbrite.com/e/1989964540509?aff=oddtdtcreator)
Stop Guessing: A Product Person's Guide to AI Adoption
## 🤝 Host Information
A co-hosted event by ProductTank Columbus & Women in Product Columbus
💡 About the Workshop
AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge.
This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow.
Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required.
🛠️ What to Bring
Laptop: Fully charged and ready to go.
AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!)
🍕 Logistics & Perks
Food & Drink: Pizza and drinks provided!
Parking: Plenty of free spaces available on-site.
###
Pistacio Vera Mid-Morning June Birthdays Tea
Happy Birthday to all June birthday people! I put this on the schedule because it's my birthday month, and this is my favorite place; it's also Dave Koczur's (MAFIA meetup leader) birthday on June 8; if you who are reading this have a June birthday as well, tell us in the Comments!
For anyone off work or with a flexible schedule, come to Pistachio Vera in German Village for a tea and pastry. We will try to get a table outside. If convenient, you could put a fold up chair in your car in case we can all sit outside but we run out of chairs.
https://www.pistaciavera.com/



















