Distributed Ledger Technology
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Frequently Asked Questions
Yes! Check out distributed ledger technology events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
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Distributed Ledger Technology Events Today
Join in-person Distributed Ledger Technology events happening right now
STACK Meetup [AI]: Delivering AI as a Capability
**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-2jul2026-mc) only.**
Moving AI from prototype to a reliable production often raises questions about optimisation, scalability and compliance. At this STACK Meetup [AI], we strip away the hype to offer an exclusive look under the hood of PlatformAI, GovTech’s developer-first platform built to scale AI capabilities reliably for the Government.
Take a peek into how PlatformAI provides an enterprise-ready platform layer to govern and orchestrate large-scale AI model and capability deployments. Our speakers will share strategies on unifying secure model access, balancing costs using Pay-As-You-Go (PAYGO) versus Provisioned Throughput, and leveraging managed multimodal pipelines – Vision, Document, and Audio – without the overhead of maintaining fragmented infrastructure.
Walk away with fresh insights on how GovTech is democratising AI deployment at scale, whilst ensuring proper governance like prompt security, throughput optimisation, and architectural guardrails to address modern scaling bottlenecks.
**Secure your spot for STACK Meetup [AI] today: [https://go.gov.sg/stackmeetup-2jul2026-mc](https://go.gov.sg/stackmeetup-2jul2026-mc)**. Limited seats available!
Who should attend: Product managers, software engineers, AI/ML developers, infrastructure specialists, and system architects, who are looking to bridge the gap between AI prototyping and production-grade software engineering.
**Programme**
6:30pm: Networking
7:00pm: Introduction
By STACK Community
7:05pm: Opening
By Ethan Goh, Director, Product Management, AI Programme, GovTech Singapore
7:15pm: Introducing PlatformAI – GovTech’s one-stop platform for AI Capabilities
By Daniel Yuen, Product Manager, AI Programme, GovTech Singapore
7:35pm: PlatformAI – Models: Unified Access To LLMs
By Tan Xiu Quan, Product Manager, AI Programme, GovTech Singapore
7:55pm: PlatformAI for Multimodal Capabilities, across Vision, Documents and Audio
By Suresh Kumar Sarad, Senior Product Manager, AI Programme, GovTech Singapore
8:15pm: Q&A
8:30pm: End of STACK Meetup
Click **[here](https://go.gov.sg/stackmeetup-2jul2026-mc)\*** to sign up!
\*Registration will be accepted via GovEntry only.
Bitcoin Runners Singapore - Fort Canning Park
**DISCLAIMER: NOT FINANCIAL ADVICE**
Casual run of about 3.5km - 4km.
Route can be lengthen if group is small.
We will meet 7:00pm at BK eating house beside the zebra crossing:
https://maps.app.goo.gl/ntCCoQz1UDvcKT8r9
Nearest MRT can be Clarke Quay OR Raffles Place
At the moment no bag drop provided. Please do offer if you have a place for bag drop.
Warm up 15mins and start at 7.15pm latest.
Running route brings us to around Fort Canning Park and back.
Please note that we are running Fort Canning Park area in the night and runners must be comfortable in a dimly lit environment.
We will usually end off our runs at BK Eating House for a drink / Meal.
This is a group about discovering bitcoin as a savings technology. We welcome anyone who is interested in knowing more about saving in bitcoin or simply just want to join us to have a good run.
We start out casual and as things get more consistent, we might do what others have been doing worldwide: https://www.bitcoinrunners.org/community/
Dont say I Bojio - Sign up @ meetup.com/runningbitcoinsg
**DISCLAIMER: NOT FINANCIAL ADVICE**
Casual run of about 3.5km - 4km.
Hais, seems like there isnt a a community run group on bitcoin in Singapore.
Please visit below page to sign up (Dont pangseh hor).
https://www.meetup.com/runningbitcoinsg
It is the only way I can filter out the bots.
There is always more things to learn about Bitcoin. One of it being low time preference.
The group welcomes anyone who is interested in knowing more about saving in bitcoin or simply just want to join us to have a good run.
Pickleball & Drinks — 6 Strangers. (90 mins pickleball)
Ever wished making new friends as an adult was actually fun? This is your weekday evening sorted.
**Welcome to Gotomo — where strangers become Tomos.**
**Pickleball & Drinks** — we're keeping it small, real, and ridiculously good — a Circle of Six on the court, followed by breakfast with your new Tomos. No awkward intros. No giant crowds. Just six people, good energy, and a morning you'll actually want to repeat.
**No experience needed.** Pickleball is one of the fastest-growing social sports for a reason — it's dead simple to pick up, laughably fun, and ridiculously good at breaking the ice. We'll have paddles, balls, and our patient coaches who'll show you the ropes at the beginning.
**Here’s how the morning flows:**
* ☀️ Arrive, meet your Circle of Six
* 🏓 Warm up & play — 1.5 hour of pickleball (beginner-friendly, I promise)
* 🍳 Head out for drinks together (self-paid — good food, better company)
* 💬 The Gotomo Moment — connection happens here
* 🤝 Grow your circle or join the next one
**What to bring:**
* Comfortable sports clothes & sneakers
* A water bottle
* Your actual self (leave the awkward small talk at home — we've got games for that)
**What we've got covered:**
* Paddles & equipment
* Pickleball court + breakfast spot, all booked for you
Spots are capped at 6 — so every Circle gets its own vibe.
**How to join your Circle of Six:**
Head over to gotomo.co to register and book a slot
📍 A pickleball court within 6 mins of an MRT station — exact location revealed 24 hours before the event.
🎾 Register via gotomo.co to confirm your slot 🎾
*Strangers today. Tomos tomorrow.*
*gotomo.co*
*📲 Follow us for updates and early access to upcoming events:*
*Instagram: @gotomo.sg*
*Telegram: t.me/gotomo_sg*
*Whatsapp: chat.whatsapp.com/E7rG7vXOkwbJaVEYDaqbiv*
Singapore Business Networking Meetup
**💡 Topic**: "Sound & Silence"
**🗣 Speaker 1:** Kelvin Lim
**💡 Topic**: "93 Years Later... We're Still Here."
**🗣 Speaker 2:** Thahirah Nazran
📅 **Date**: 3rd Jul 2026
🕒 **Time**: 7.30AM - 9.30AM
📍 **Venue**: Online Zoom
**💰 Cos**t: $60/pax
**👔 Attire**: Professional or formal.
**Here's how you can join us.**
Send your details to [https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7)
\- The meeting date \(**3rd Jul 2026** for this case).
\- Your full name\.
\- Your email\.
**What you can get from our online Networking:**
✅ plenty of business contacts to expand your network. We expect about 35-45 business owners or self-employed from various trades.
✅ Introduction of yourself and your products/ services to the face-to-face meeting.
**What this MeetUp is NOT:**
This is not a platform for MLM companies' recruitment (nothing wrong with MLM companies; we welcome you but respect the meeting and do not do recruitment during the physical networking. It never works out this way in any case)
**P.S.**: This is a BNI-setting networking event.
Here is the **link to register** again;
[https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7)
Technological disruption has changed how businesses are run. The advent of technology has phased out many business models. However, no matter how advanced technology can be, human connection and relations remain essential aspects of the business.
**How can we stay lean and keep ahead of competitors?**
We welcome you to our online Business Networking Day, where you can meet with like-minded business owners to make connections and seek collaborations for business growth. If you are an enthusiastic business owner, you are in the right place. See you there.
Join us for 120 minutes of guided networking with business owners from different trades, and find out how you can grow your business using our BNI platform of:
✅ weekly face time with members and visitors;
✅ quality referrals;
✅ Regular showcases for every member.
To join us for our networking session, go to [https://forms.gle/Gt7UemdzUjgRG4ci7](https://forms.gle/Gt7UemdzUjgRG4ci7)
How to Use AI to Attract Leads & Customers from the Cold Market
## 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.
Business Networking Singapore — SEN First Thursdays (Free Entry)
Looking for genuine business networking in Singapore without the hard sell or the tech-startup echo chamber? You've found it.
The Singapore Entrepreneurs Network (SEN) has been running free, no-frills entrepreneur networking sessions since 2005 with roots going back to 2002. This is one of our regular monthly sessions. Drop in, buy a drink, and start a conversation.
With over 20,000 members and 633 events hosted across two decades, SEN is one of Singapore's longest-running and most active entrepreneur communities.
**Who shows up**
SEN attracts a genuinely mixed crowd, and that's the point. On any given Thursday you'll meet:
* Students and aspiring founders with their first business idea
* Fresh startups and early-stage founders
* Established entrepreneurs and SME owners
* Corporate professionals seriously considering the leap
* Freelancers and independents building their own path
* Investors and advisors
* Foreign entrepreneurs and expats building in Singapore
Every industry. Every stage. All equally welcome.
**What to expect**
No agenda, no formal programme, no keynote speeches, no hard pitching. Just a room full of people who are building something or thinking seriously about it, talking openly with others who get it.
SEN is known for being genuinely diverse, refreshingly direct, and free of the "tech founders only" attitude that dominates most Singapore networking events. People disagree here. People speak freely. That's what makes it worth showing up.
**Our community standard**
This community runs on one principle: honest conversation between real people doing real work. Claims are welcome. Fabrications are not. If you state credentials, be prepared to substantiate them.
**Practical details**
* Venue: Rocky Master, 18 Tai Seng St, #01-28, Singapore 539775
* Date: First Thursday of the month
* Time: 7:00 PM onwards
* Free entry
**Ground rules**
* Buy something at the venue. There is no entrance fee, but we are guests of Rocky Master. It is compulsory to purchase a drink or meal. If you are not hungry or thirsty, buy something and gift it to someone else; you will get thirsty after an hour of conversation.
* No hard selling. Network freely, but do not force other attendees to sit through your pitch.
* Basic decency. SEN welcomes people with differing views and backgrounds. Disagree openly but respectfully.
**About SEN**
In 2002, Nicholas Chan was one of eight co-founders of Project:Senso, a pioneer entrepreneur gathering in Singapore. Nicholas subsequently spun off the Singapore Entrepreneurs Network in 2005; the networking events were working, people kept coming back, and he decided they deserved a permanent home and a life of their own. Two decades on, SEN counts over 20,000 members and runs affiliated chapters in Malaysia, Myanmar, and Taiwan.
Distributed Ledger Technology Events This Week
Discover what is happening in the next few days
AI in Legal Industry & Implications For Knowledge Workers
**Curious about how AI is changing the legal profession and what that means for every knowledge worker?**
Join us for this week's **The Stage**, our weekly lightning session where founders, builders, and operators share practical ideas, real experiences, and lessons they're actively applying today. Expect actionable insights, thoughtful discussions, and plenty of opportunities to connect before getting back to building.
### **Topic**
**State of AI Adoption in the Legal Industry**
### **Speaker**
**[Zeng Hanyi](https://www.linkedin.com/in/zenghanyi/)**
Hanyi has worked as a litigation, arbitration, and investigations lawyer across leading Singapore and international law firms, as well as serving as in-house counsel in the oil & gas industry. Today, he explores what it means to become an **Authentically Integrated Lawyer**—embracing AI while staying grounded in professional judgment and ethics.
### **What You'll Learn**
As AI reshapes professional services, the legal industry sits at the intersection of innovation, expertise, and responsibility.
In this session, Hanyi shares his personal journey of adopting AI in legal practice, the opportunities it unlocks, the risks it introduces, and what every knowledge worker can learn from the legal profession's experience.
Whether you're a founder, builder, consultant, or simply curious about AI's impact on specialized work, you'll leave with fresh perspectives on integrating AI thoughtfully into your own workflow.
### **You'll Leave With**
✅ A clearer understanding of how AI is transforming legal work
✅ Practical insights for adopting AI in knowledge-intensive professions
✅ A balanced perspective on the opportunities, limitations, and risks of AI in professional practice
Bring your questions, grab your laptop, and stay afterwards to continue building alongside the community.
[Get your Free Ticket here! ](https://luma.com/sxhi40i8)
Paddle with the German Dragons
Want to check out what dragonboat paddling is all about? W
ether you are seasoned paddler or a newcomer, we welcome you to try out dragon boating with the German Dragons and end off the session with IC**E COLD BEER!**
l paddling equipments and life vests are provided!
**AT to bring: \**
comfortable sports attire\, flip\-flops\, hat\, sun glasses \
water \( min 1.5L) \
sun lotion
**WHERE and WHEN: \**
8.30AM meet at the boat nursery\, 5 Stadium Rd (
e on time at our cage as we cannot wait for late-comers) \
grab your paddle\, life vest\, lock your belongings\, then warm\-up \
water training till 11AM
- after 11AM cool\-down\, chilled drinks\, freshly brewed Paulaner beer
**Cost**
$25 includes your training session and an awesome time over a keg of beer as post-training fuel!
Pay on-site
Send us a message for further enquiries.
Looking forward to meeting you this Saturday!
Flutter Singapore Meetup #2 2026
Hello Flutter developers and enthusiasts! Flutter Singapore is hosting its Q1 meetup at the Launch/National Library room @ Bugis.
**📖 1. Summary**
Get ready to learn about different aspects of the Flutter Ecosystem! Our talks are focused on the technical details of Flutter and our speakers will share their insights from their experience. If you are interested in learning about cross-platform app development or want to meet the Flutter community in Singapore, join us! Further details can be found below.
**📝 2. Registration**
**🗣 A) Speakers**
* We are looking for 1 speaker. If you would like to present a topic at this event, kindly join the telegram group and let us know in the chat room. [https://t.me/flutter_sg](https://t.me/flutter_sg)
**👂 B) Participants**
* RSVP on this page to reserve your spot!
**IMPORTANT**: The venue does not allow food and drinks. We will head to another location to have food AFTER the event.
**🎙 3. Presentations**
Presentations will be **20-25mins** long with time for Q&A at the end.
* **🎤 Talk 1: Flutter with non-Dart languages**
**Speaker:** Eugene Toh.
**Presentation summary**: Foreign function interfaces (FFI) for connecting Flutter with other languages like Rust and C/C++
**🎤 Talk 2: Build and Deploy Apps with FlutterFlow MCP**
**Speaker:** Prashant R
**Presentation Summary**: Discover how to build and deploy AI-powered applications using FlutterFlow MCP (Model Context Protocol). In this hands-on session, we'll explore how MCP enables FlutterFlow apps to connect with AI models, external tools, and data sources seamlessly. You'll learn how to build a real-world application, integrate AI capabilities, and deploy it efficiently for production use.
**🗓 4. Timetable**
* 18:30 \| Registration & Networking\!
* 19:00 \| Presentation \#1: Flutter with non\-Dart languages
* 19:30 \| Presentation \#1: Build and Deploy Apps with FlutterFlow MCP
* 20:30 \| Networking
* 20:30 \| End of Event
What does the Church-Turing thesis actually mean?
**ANNOUNCEMENT: [Venue change] SQ Collective has generously offered to host the venue for this session for free. It is only appropriate that we allocate some capacity to them (via a Luma event). This is a chance for folks in the AI builder community to participate in our group’s philosophy practice, and for us to broaden our audience within that community. If you have already signed up via Meetup, there is no need to double-register through Luma, should the Luma event be made public.**
“You insist that there is something that a machine can't do. If you will tell me precisely what it is that a machine cannot do, then I can always make a machine which will do just that.”
—John von Neumann, in a talk at the Institute for Advanced Study at Princeton, 1948
“Everything is computer!”
– Donald J. Trump, sometime in 2025
What is computation? These days, it seems more provocative to stipulate what *isn’t* computation. For instance, to suggest that the brain can be functionally anything other than a kind of computer is suspect in the current technological zeitgeist. It seems self-evident that any system of information processing to achieve some output can be explicated in terms of computation. At the foundation of this conviction is the Church-Turing thesis, which both gave a logical definition to and circumscribed the bounds of computation in the form of the Universal Turing Machine, “a most general formulation of machine” (Alan Newell 1980). The idea that the Universal Turing Machine is an abstract design template that can encompass any kind of information-processing system has led some to extend the scope of the thesis to physics itself: “any finite physical system can be simulated by Universal Turing Machines” (David Deutsch 1985).
What do we make of such ideas? Instead of fumbling in the accreted fog of the present, a quiet philosophical dialectic was already underway at the time Alan Turing demonstrated Universal Turing Machines in his seminal paper *On Computable Numbers* in 1936. Ludwig Wittgenstein was a contemporary of Turing’s, and made a number of keen observations in the years that followed\*. In particular, Wittgenstein anticipated readings of the Church-Turing thesis such as the above as resulting from an uncritical acceptance of some inferences within Turing’s demonstration. In this session, we will recount the Church-Turing thesis, its various interpretations, the Wittgensteinian response, and what it all means. Join us to discuss and re-examine the notion of computation, in the hopes of coming to a clearer understanding of it.
The format of this session will be a presentation followed by an open-ended discussion.
*Compiled in Remarks on the Foundations of Mathematics. By L. Wittgenstein
The Great Cash-Leak Hunt
🕵️♂️ Where Did My Money Go?! The Great Cash-Leak Hunt
Your income is your high score. Your cash flow is how you win the game.
Ever feel like your bank account has a hidden glitch? You’re hitting your income targets, but your savings balance isn't leveling up. It’s time to play defense.
Welcome to The Cash-Leak Hunt—a 30-minute interactive strategy session where we audit your money, hunt down the hidden financial leaks, and reclaim your cash.
🎮 What’s the Game Plan?
Identify Your Financial Avatar: Are you The Wealth Builder, The Lifestyle Optimizer, or The Accidental Sponsor (paying for subscriptions you don't use)?
Map the Map: Visualise exactly how your money moves through your ecosystem.
Plug the Leaks: Spot the top 3 "hidden boss battles" draining your account.
Claim Your Prize: Walk away with a custom, actionable roadmap to keep more of what you earn.
Ready to unlock your next financial level?
The Smart Walking Method: Burn More Fat And Feel More Energized
Are you walking correctly?
Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool.
Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement.
Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk.
**What You’ll Learn in This Session:**
* **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles.
* **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take.
* **🧘♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism.
**Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome.
**Event Details:**
* **Time:** 7:30 AM – 9:00 AM
* **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html"))
* **Instructor:** JJ Mok, Accredited Mindfulness Coach
**What to Bring:**
* Comfortable walking shoes or trainers
* Water bottle
* Sun protection (hat/sunscreen) if outdoors
* An open mind ready to learn!
**Start your weekend with intention, movement, and vitality. Secure your spot today!**
Distributed Ledger Technology Events Near You
Connect with your local Distributed Ledger Technology community
NFT AI ART Columbus
NFT's are here to stay folks!
This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more.
**PLUS**
This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.
Data & Analytics Wednesday - Learning from Everyday Data
**Practical Curiosity: Learning from Everyday Data**
How do we actually get better at utilizing our day-to-day data? Fancy dashboards and complex models might look nice and draw attention, but that’s not where most of us spend our time. In fact those shiny outputs frequently sit unused, while the real insights are drawn from the analyst’s daily practice.
Sometimes it’s as simple and as powerful as noticing that a segment is shrinking, a channel is underused, or certain links keep getting all the clicks. There’s many different places that the spark of insight can come from, but you have to keep your head in the data and know where to look.
In this session, we’ll explore real-world examples of how segmentation, testing, and click behavior can uncover practical digital marketing opportunities. You’ll leave with inspiration for your own use cases, along with a few simple ways to ask better questions, spot meaningful patterns, and make smarter decisions without overcomplicating it.
**About Our Speaker:**
[Elaine Armbruster](https://www.linkedin.com/in/elainearmbruster/) is a Director of Digital Experience at the [American Diabetes Association](https://diabetes.org/), where she focuses on using data and insights to create smarter, more effective digital experiences. A lifelong Columbus resident, she has built her career in email marketing and the broader digital user journey, and is finding she most enjoys working in the messy middle where systems, data, and big ideas don’t quite line up yet.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
Christians in Tech - Meetup #39 @ Improving
Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you.
Our Website
[https://linktr.ee/citcbus](https://linktr.ee/citcbus)
Sponsors and Partners
* Improving (Venue Sponsor)
* Bethel World Prayer Center (Fiscal Sponsor)
* Fruits & Roots (Coffee Partner)
Azure CBUS July
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/azure-cbus-2026/
ServiceNow AI Deep Dive: Hands-On Learning Session
We're planning a hands-on technical session focused on building AI solutions in ServiceNow - think skills, agents, and real-world use cases. If you’re curious about AI on the platform, RSVP now and stay tuned for more details. Let's build together!
Stop Guessing: How to Measure and Improve LLM Outputs
Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on.
That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable.
In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork.
This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it.
We’ll cover:
* Why “it looks good” is not enough
* How to improve prompts by changing the input, context, and constraints
* How to compare LLM outputs more systematically
* Basic evaluation techniques for accuracy, consistency, and usefulness
* How embeddings, cosine similarity, and scoring can help evaluate results
* Where automated evaluation works — and where humans still need to stay in the loop
By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve.
LOGISTICS AND PARKING:
The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks!
The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.
IxDA Chat n Pancakes
You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday.
But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to.
Thanks to the team at Nationwide of supporting the group.

![STACK Meetup [AI]: Delivering AI as a Capability](https://secure.meetupstatic.com/photos/event/4/b/0/6/highres_534979206.webp?w=640)



















