Data Analytics

## Struggling to Get Leads from People Who Don’t Know You? You’re posting content… trying different strategies… maybe even using AI tools… But still not getting consistent leads or customers. If that sounds familiar, this session is for you. ## How AI Can Help You Attract Cold Leads (Without Overcomplicating It) In this live, in-person workshop, you’ll learn simple and practical ways to use AI to: * Reach cold audiences more effectively * Generate interest without sounding “salesy” * Create content that attracts potential customers * Approach lead generation in a clearer, more structured way Everything will be explained in a beginner-friendly manner — no technical background required. ## Imagine Having a Clearer Way to Attract Customers Instead of guessing what works… You’ll start to see how to: * Turn strangers into interested leads * Use AI to save time and effort * Build a simple approach to attract potential customers This session focuses on practical understanding — not theory. ## Secure Your Seat This is a small-group, in-person session to ensure quality learning and interaction. 👉 Reserve your seat now to learn how to start attracting leads and customers using AI.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-25jun2026) only.** Singpass is the backbone of Singapore's national digital identity, but what does it actually take to run, scale, and evolve the infrastructure beneath? In this engineering-focused Meetup, we'll trace the evolution of Singpass’ infrastructure from its early days to the present. Deep dive into the modern architectural strategies being deployed today by the team to ensure that this critical digital product is secure and resilient by default. Moving past the buzzwords, we will dissect what truly constitutes PaaP or Platform as a Product, and pull back the curtain on the real-world realities of leading a platform engineering team. Whether you are currently building internal tooling or seeking inspiration on scaling your cloud-native systems, this session will challenge you to rethink how your organisation can approach infrastructure.​ Who should attend: ​​Software Engineers, Cloud and Infrastructure professionals, and Product Managers working on infrastructure platforms. Attendees should have a basic understanding of Kubernetes or Cloud Service Providers. **Programme** 6:30pm: Networking 7:00pm: Introduction By STACK Community 7:05pm: Opening By Tay Li Soon, Deputy Director, Product Management and Head of Product, Singpass, GovTech Singapore 7:15pm: What’s In A Platform? The evolution of Singpass infrastructure and the latest unification efforts [Part 1] By Lian Yuanlin, Engineering Manager, Core Platform, Singpass 7:35pm: What’s In A Platform? The evolution of Singpass infrastructure and the latest unification efforts [Part 2] By Adinda Savitri, Lead Product Manager, Core Platform, Singpass 8:00pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-25jun2026)\*** to sign up! \*Registration will be accepted via GovEntry only.

**RSVP here: [https://luma.com/469nzlb5](https://luma.com/469nzlb5)** System design interviews can feel intimidating, but they don’t have to be. As part of the **Code Mentoring Programme**, we’re bringing together engineers, job seekers, mentors, and mentees for a practical workshop on how to approach system design interviews with more clarity and confidence. Led by **Victoria Lo**, Solutions Engineer Lead and WomenDevsSG Director, together with **Aishwarya**, Community & Programs Lead, this session will walk through a repeatable framework for structuring your answers, communicating tradeoffs, and focusing on what interviewers actually want to see. Instead of memorising patterns, you’ll learn how to apply a method to any system design problem. Through a guided case study, we’ll cover how to: ✅ Break down requirements, entities, and APIs ✅ Sketch a high-level architecture ✅ Dive deep into critical design areas ✅ Practise applying the framework in real time with other attendees 🎯 **Who this is for:** Engineers, job seekers, and professionals preparing for technical interviews who want to build confidence in tackling system design questions. 📅 **Date:** 25 June 2026, Thursday 🕖 **Time:** 6:30 PM – 9:00 PM 📍 **Venue:** The Trade Desk 🔗 **Register to be a mentor or mentee:** Apply by **15 June 2026** → [https://linktr.ee/juniordevsg_mentoring](https://linktr.ee/juniordevsg_mentoring?utm_source=luma) Come ready to learn, practise, ask questions, and grow together. ​**Venue Sponsor:** The Trade Desk

This month, we return to the crowd-favourite topic of Agentic Systems & Harnesses! Talks: **"Patterns of Successful Agent Harnesses" - Sam Witteveen** In a talk he previously delivered at Google Cloud Next in Las Vegas, Sam will focus on the core patterns and components of successful agents and harnesses, covering patterns from coding agents like Claude Code & Codex through personal agents like OpenClaw & Hermes. These patterns clearly show what is working in building modern agents. **"Trying to download more RAM for my life" - Raghav Bhardwaj** In this lightning talk, Raghav describes his month-long journey hacking in OpenClaw to build a personal agent OS. He goes over changes made for continuity across hundreds of projects, and turning scattered chats, files, tasks, tools, and memories into a working loop that can keep up with the mess. **"Local Models & Self-Evolving Harnesses" - Martin Andrews** In his talk, Martin will first explain how a number of the recently announced self-updating harness systems work. Then, in light of the recent turbulence in the world of Foundation Models, he'll talk about Local Models, and how to increase business robustness. **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event \-\-\- Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers. Due to some recent security incidents at the venue please take note of the new DevSpace security procedures [https://bit.ly/devspace-security](https://bit.ly/devspace-security) Attendees will not be admitted later than 15min after the talks have started. As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.

* Understanding why native AD tools fall short in change tracking * Tracking who changed what, when, and from where in real time * Detecting unauthorized or suspicious changes instantly * Simplifying forensic investigations with detailed audit trails * Strengthening accountability with actionable insights

**You’ve built a career—but are you building something that truly matters?** If you’ve ever wondered whether your skills could be used for something more meaningful, you’re not alone. Join us for a morning walk near Raffles Place for networking and knowledge sharing focused on meaningful work and venture building. Connect with like-minded professionals and founders, engage in meaningful conversations, and discover opportunities to contribute to a more sustainable future. This meetup is the perfect platform to expand your network, exchange ideas, and learn the secrets behind venture building. Let’s explore how your experience can help build a better future—alongside others who are turning that same restlessness into real impact. [Note: Please be on time as this is a walk! We may grab a coffee after the walk, so please message me if you would like to join for that only!]

Hi everyone, We will be having our monthly meetup event on 27th June Saturday at 2pm at Two Blur Guys cafe (Level 2 Lecture Room) at 387 Jalan Besar. Look for Mr Teddy Lee when you reach the place. My hp no. is 9645 7493. This is a AI Lead Generation Masterclass and networking event for everyone interested in AI or ChatGPT and to discuss about the latest developments in the use of AI for Lead Generation. You can join our LinkedIn group at [https://www.linkedin.com/groups/14301790/](https://www.linkedin.com/groups/14301790/) and also our Telegram group at [https://t.me/+oJTJ-6fBKs04MTI1](https://t.me/+oJTJ-6fBKs04MTI1) Event Description: ✅ How AI is transforming lead generation and telemarketing ✅ Common challenges in traditional sales prospecting and how to overcome them ✅ How AI-powered calling can engage prospects 24/7 ✅ Best practices for qualifying leads automatically before handing them to your sales team ✅ Real-world examples of businesses using AI to increase productivity and reduce operating costs ✅ How to integrate AI outreach into your existing sales process Speaker: Eron Hwang • **Eron Hwang** has built his career around helping businesses acquire customers and secure growth opportunities. Beginning in the IT industry before moving into insurance advisory and SME financing, he has accumulated over 8 years of experience in sales, business development, and client engagement. • As an advocate for AI-driven business solutions, Eron now works with companies to modernize their lead generation processes through AI telemarketing and automation technologies. His sessions focus on practical, real-world strategies that help SMEs increase sales productivity and stay competitive in an evolving business landscape. Agenda • 2pm start of registration • 230pm start of sharing by the speaker from AI Nexus Communications Pte. Ltd. • 250pm Q&A session • 3pm start of networking event • 4pm end of event Note: Please bring along your name cards for networking purposes or exchange your LinkedIn profile is also possible.

Ace Your Writing Workshop: Master A-Level General Paper Essay Writing Trying to turn facts into strong, persuasive arguments for your A-Level General Paper? Join this focused, hands-on workshop to master argumentative techniques, rhetorical strategies, and persuasive writing styles. Learn practical frameworks and proven tips to write with greater clarity, structure, and impact. Details Friday, 26 June 20263:00 PM – 5:00 PM Fee: $10 (Limited seats) Location shared upon registration Perfect for A-Level students who want to improve their essay writing and score higher in the General Paper. Brought to you by Elleron Asia, in collaboration with Asia AI Association (AAIA) and Casco Publications. \*Speaker Profile\* Pauline Natalie is the author of the Ace Your Writing series, including Writing the World: The Dynamic Student’s Guide to A-Level General Paper. With a background in education and technology governance, Pauline delivers interactive workshops that equip students with tools they can immediately apply to improve their A-Level General Paper performance. She specialises in helping students develop clear, persuasive, and well-structured writing through practical techniques and real exam-focused strategies.

Note: This sign-up is **exclusively for SMU students.** Are you interested to try out modern AI-powered development workflows? 🤖✨ Join us for an exclusive hands-on workshop with AWS and Kiro where you will learn how to use Kiro and explore the powerful tools available within the Kiro IDE to build real-world projects more efficiently 🚀 This session will include guided workshops, live demonstrations, and opportunities to connect with fellow student developers and industry professionals from AWS 👨‍💻👩‍💻 🍕 Dinner and swags will be provided 🎁 💻 Bring your own laptop and charger for the workshop 🚀

🎓 SIT Student-Only Event Join us for an evening of hands-on learning with Kiro and modern AI development workflows. Students will have the opportunity to explore real-world AI tooling, build projects, and connect with fellow student developers and industry professionals across Singapore universities. 📍 Venue Amazon Web Services (AWS) Singapore 2 Central Boulevard, IOI Central Boulevard Towers, Level 5, Singapore 🚆 Getting There by MRT Downtown MRT Station (3-minute walk) • Take Exit E • Walk straight and cross the road towards IOI Building • Take the escalator up to Level 2 • The East Tower lobby will be on your left Shenton Way MRT Station (5-minute walk) • Take Exit 3 • Walk through Asia Square and cross Commerce Street • Enter IOI Building and turn left • Take the escalator up to Level 2 🍕 AWS will be providing food, refreshments, swags, and workspace access for participants. 💻 Please bring your own laptop and charger for the workshop.

### 📚 Wiser Faster Club - Jun 2026 Meetup Hi there learners and Wiser Faster community members! See you at our next meetup in Jun 2026, [Update : In addition to signing up here on this Meetup page , could you also please register under the National Library's GoLibrary events page: https://nlb.libcal.com/event/5905731 This will help us with room logistics. 🙏🏻] Life gets busy. Books pile up. And sometimes what would be great is finding someone to share the *aha!* moments with us. That’s what Wiser Faster is all about: a space for curious, growth-minded people to come together, share what they’ve learned from a great non-fiction book, and spark deeper conversations. Join us to build a quality network and accelerate your own growth! ### What To Expect **📍 Date:** Sat, 27th Jun 2026 **🕙 Time:** 10:30am–12:30pm **📌 Venue:** Visitor Briefing Room, Level 1, Central Library , 100 Victoria St **👥 Group Size:** Small & focused (20-25pax) so everyone gets to contribute Rather than the *typical* book club where everyone has to read the same book beforehand, WFC is a relaxed brunch-time huddle with 2-3 “Book Sharers” taking 15min turns to present insights from a piece of non-fiction that they’ve read which is followed by open discussion. Bring your curiosity and let’s bounce ideas around. ### How You Can Join **🙋 Learner**-Sit in, listen actively, and join the discussion if you feel like it **📚 Sharer**\- Read a non\-fiction book that blew your mind? Present your key takeaways in 15min\-s\. **🎙️ Host**-For returning members keen to try light facilitation or emceeing *"We become good by reading. We become great by writing. We gain mastery by teaching"* ### Agenda \*Introduce yourselves (15mins) - Sharer A (15mins) \*Discussion A (30mins) - Break (15mins) \*Sharer B (15mins) - Discussion B (30mins) \*Group selfie and break off - (Optional) Post-event meal, buy your own (OTOT) **[RSVP etiquette]** • Update your RSVP if you can’t attend to help with planning. • No-shows are unfair to those on the waitlist. • Consistent no-shows may result in blacklisting from future events 📩 *Interested in being a future book reviewer/sharer? Join our Telegram channel to talk to other WFC members and get the latest updates [https://t.me/+Im6CfPzD60RlNTA1](https://t.me/+Im6CfPzD60RlNTA1)* Let’s get Wiser, Faster - Together.

Register at [bit.ly/gdgsg-cnx26](https://bit.ly/gdgsg-cnx26) \-\-\- ​More event details coming soon! **​#GoogleCloudNext #GoogleForDevelopers #GDGSingapore** \-\-\- By attending this event, you acknowledge that you have [read and agreed to follow these security guidelines](https://bit.ly/devspace-security). We appreciate your cooperation in keeping our office and community space safe and welcoming for everyone. Let’s focus on building the future — safely and responsibly!

Connecting Global Asians & The World 🌏 We are finally coming to Singapore ! The premier community for Global Asians — connecting the modern Asian diaspora, expats, and internationally-minded locals. 📍 Location: BQ Bar 39 Boat Quay, Singapore 049828 ⚡ Who is this for? We are a hub for people who identify with the "Global Asian" experience: 🌏 Living Abroad: Asians living, working, or studying overseas. ✈️ Cross-Cultural: Returnees, Third Culture Kids (TCK), or expats within Asia. 🤝 Global Mindset: Locals in Japan/Vietnam/Philippines who want to connect with the world. ⚡ Why Join? ✅ Instant Connection: Meet people who share your unique cross-cultural background. ✅ English Friendly: The common language for our global community. ✅ Safe & Chill: A relaxed "Third Place" for genuine conversations. 🚀 Our Vision "Connecting Asia & The World" Building a borderless community where you always have a "home away from home," whether you are in Sydney, Tokyo, Nagoya, or Saigon. 📈 The Network 🇦🇺 Australia: Brisbane, Sydney, Melbourne (4,500+ Members) 🌏 Asia (2026): Launching in Tokyo, Nagoya, Ho Chi Minh, and Cebu. 🛡️ Zero Tolerance Policy To ensure a high-quality community, we strictly ban: 🚫 Soliciting: No MLM, business recruitment, or poaching. 🚫 Harassment: No pickup artists or creepy behavior. Violators are removed immediately. 🎁 BECOME A FOUNDING MEMBER (VIP) We are building an official app to connect our community safely! Join the VIP list for early access and priority invites to special parties. 👉[ \[Join the VIP List here\]](https://forms.gle/T2KukvgEiGWEz3VR9)

**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 Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9

📊 **Profit from Predictions – Polymarket Strategy** Stop guessing on Polymarket. Learn the analytical system that generates real profit. ⚠️ Complete registration below — RSVP alone doesn't reserve your spot. ### [🔗 CLAIM YOUR SPOT](https://aiventurelab.org/product/Polymarket?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you'll learn: - A systematic approach to forecasting outcomes - How to identify high-value markets before the crowd - Polymarket strategies that generate consistent daily profit *The forecasters who win have a system. Get yours.* 🎯

Our next much-awaited **COLUMBUS** meetup is **Tuesday June 30th from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

🤖 **Create a Working AI Agent – OpenClaw Workshop** Create a working AI agent from your browser in one session. No prior coding needed. ⚠️ Register via the link below to secure your place — RSVP won't do it. ### [🔗 CLAIM YOUR PLACE](https://aiventurelab.org/product/OpenClawMasterclass?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you get: - A real, working AI agent by the end of the session - A browser-based setup you can use immediately - Hands-on experience building AI workflows from scratch *Don't just use AI. Build it.* 🤖

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm

Come chat about Atlassian tools and best practices at the Reynoldsburg Sunny Street Cafe and Breakfast is on Atlassian! Let's get the day started off with breakfast with your ACE Leaders! We're always excited to talk about Atlassian Products, share our knowledge and hand out swag! Come chat with us about new product news and anything you are working on within the Atlassian product stack. This is a great opportunity to come see what we are all about, hear new business news and share with other Atlassian users your questions and experiences. We'd love to see new and old friends come out to chat and learn about Atlassian! Agenda --- Moderators Kimberly Deal - Columbus Atlassian User Group Leader Kevin Stanley - Columbus Atlassian User Group Leader Greg Sprowls - Columbus Atlassian Community Leader Hosted By Kimberly Deal, Atlassian User Group Leader Kevin Stanley, Chief Everything Greg Sprowls, Agility Lead --- Global Partner Atlassian (http://atlassian.com) Millions of users globally rely on Atlassian products every day for improving software development, project management, collaboration, and code quality. Partner Atlassian --- For over a decade, Atlassian customers have come together to network, share ideas, solve problems, and find new ways to use Atlassian products. Today, more than 15,000 people take part in Atlassian community events in more than 30 countries. --- Complete your event RSVP here: https://ace.atlassian.com/events/details/atlassian-columbus-presents-rise-and-shine-with-atlassian-reynoldsburg-5/.