Software Development
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Frequently Asked Questions
Yes! Check out software development events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the software development events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find software development events near your location here. Connect with your local community and discover events within your area.
Software Development Events Today
Join in-person Software Development events happening right now
Beach Tennis Class (All Levels)
We are launching a new Beach Tennis Group Class every **Wednesday from 745–915 PM at Pasir Ris Park**.
Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**:
* Beginners will learn the fundamentals — strokes, movement, and coordination on sand.
* Intermediate and advanced players can work on strategy, consistency, and competitive drills.
You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register
Agentic Engineering & the Future of AI-Driven Development
With the rise of AI, software and application development is changing fast. Today, it’s less about whether you code in Vue, React, or another framework—it’s about **how you leverage AI-driven development** and which languages and frameworks work best with LLMs.
At this meetup, we’ll explore how AI is transforming software development. Even if you focus solely on frontend, you’ll discover new approaches and practices that can reshape the way you build applications.
Join us to discuss **Agentic Engineering** and the new horizons AI opens for developers!
Pickleball Group Class (Adults & Teens, Intermediate)
Our classes are led by certified instructors who will teach you the proper techniques and strategies to help you dominate on the court. You will have a great time getting some exercise, meeting new people, and improving your pickleball game in a way that is efficient and impactful.
### **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
### **Cancellation Policy**
Credits will be considered used if class is cancelled within 24 hours before the start of the lesson
Agentic Engineering
Join us for an evening of deep technical insights into the future of AI-assisted software development. This meetup brings together industry leaders to explore cutting-edge approaches to agentic engineering, from specification-driven development to preserving human flow states in AI-powered workflows.
**Venue:** Suntec Tower 3, 8 Temasek Boulevard, #30-01/02, Singapore 038988
**Date:** 25 Feb
**Schedule:**
* 6:00 PM - 7:00 PM: Registration & Networking
* 7:00 PM - 9:00 PM: Speaker Sessions & Q&A
## Featured Speakers
**Sergey Saburov, Director of Software Engineering, Acronis**
**Topic:** *Spec-Driven Development: Modern Strategies for Human-AI Collaboration*
Dive into an in-depth comparison of specification-first methodologies in the era of AI-assisted engineering. This session evaluates different approaches to Spec-Driven Development (SDD), contrasting rigid, blueprint-heavy frameworks with lightweight, iterative change-tracking systems. Sergey examines practical workflows—from initial design to automated implementation—discussing how treating specifications as the "Source of Truth" helps teams eliminate technical debt, minimize AI hallucinations, and maintain architectural integrity in complex codebases.
**Sanjeev Solanki, NLP Lead Engineer (AI),** **Constructor Technology**
**Topic:** *AI Research Assistant: From Papers to Production with Agentic AI*
This talk explores how AI can go beyond chatbots to become a structured research collaborator. We’ll look at an AI Research Assistant that reads papers, analyzes code, understands datasets, and generates executable plans using multi-agent orchestration. Learn how agentic workflows and context engineering help reduce hallucinations and bridge the gap between research ideas and production-ready solutions.
**Ake, Developer Experience Director, Chainstack**
**Topic:** *Building a Flow State Companion for Agentic Coding*
We as humans have the capability of entering flow states—the deeply productive, creative, and rewarding sessions that almost always produce the best results. Flow requires consciousness. AI doesn't have one, and it can easily snap yours. Multi-instance agents, parallel workflows, and orchestrated swarms are TikTok for builders. In this talk, Ake shares his experience building a solution to protect flow, navigating the intricacies of cognition and metacognition along the way.
## What to Expect
* Cutting-edge insights into AI-assisted development workflows
* Practical strategies for human-AI collaboration
* Networking opportunities with engineering leaders and practitioners
* Q&A sessions with industry experts
**Registration opens at 6:00 PM. We look forward to seeing you there!**
Pickleball Group Class (Beginner)
Ready to learn a fun and exciting sport while getting some exercise? Our pickleball group classes offer a welcoming and supportive environment where you can learn and improve your skills while also making new friends. Our certified coaches will guide you through the basics of the game and help you to develop your technique and strategy. So, whether you are a seasoned athlete or just starting out, come join us for a thrilling and energizing game of pickleball!
### **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
### **Cancellation Policy**
Credits will be considered used if class is cancelled within 24 hours before the start of the lesson
Sengkang transformation night - hiit/yoga
Every Wed night
HIIT or Yoga
Transform yourself
from simple to better
From fat to slim, slim to fit
Make it happen in your life
Through our workout community
Welcomed all to join
Location: 250c Compassvale
Time: 8pm-9pm
Please bring your own yoga mat, water, wearing sport shoes. DM me if you need more details
Wednesday Night Seletar Airport Loop
Come out burn some calories midweek riding 2 loops at Seletar airport follow with after ride MBG small session
You will Never ride alone with MBG as no rider will be left behind (unless extreme circumstances).
Weather check at 7.00pm
Meet at 8.00pm
Rolling off 8.15pm
Do look out for updates in comments section. Exact meeting point is The Essen next to the PCN
Group Size : Limiting group size for compliance to LTA regulations. Do still sign on Waitlist and we will open up if we are able to manage another pack.
Ride Grading: 3.0 (1 easy - 5 very strenuous)
Terrain: Road
Bike Type: Any
Distance: Est 30Km
Speed: rolling 25-30 km/hr
Route : 2 Loops around SA
Rolling off : 8.15pm
Start/Endpoint: Anchorvale CC/ Jalan Kayu
**Ride Safety Instructions:**
1\. Come on time to NOT miss pre\-ride briefing
2\. No overlapping of wheels
3\. Do not overtake appointed Pullers
4\. Pullers will give instructions on direction\, filtering and lights\. The rest shall not\!
5\. Do not fall behind the appointed sweepers\. If you have to break off\, inform the sweepers
6\. Ride predictably; ride well inside \(2/3 when in double paceline\) inside traffic lanes \- do not drift close to the line on the ride causing disruption to oncoming vehicle on the right lane
7\. Do not filter to next lane without instruction from pullers and/or sweepers
8\. No free wheeling \- play with gears and tap brakes
9\. Pass on messages\, and point to obstacles and potholes
10\. No sudden brakes\. If you drop anything\, inform the lead and continue to ride\. Stop at convenient location and pick up safely
***
Important Safety Instructions!
1. **Strictly comply to LTA rules on riding formations : 5 riders in Single file, or 2x5 in when riding abreast. Maintain 30m gap between packs**
2. Follow traffic rules. Stop at the red light. (Do not follow the front rider blindly)
3. No overtaking on left
4. When overtaking on right, check blind spot & signal to the cyclist on the left, keep left after overtaking.
5. Ride in a predictable manner and keep to your lane
6. Keep one-meter length from the front cyclist.
7. Do not ride or stop beside tipper truck or bus. Always stay behind big vehicles.
8. No helmet no ride!
9. Rides must have rear red lights and front lights.
***
Participation agreement - disclaimer
Terms and conditions:
The organizers/event host are just volunteers organizing for cycling trips and we are not liable for any damages and injuries for our events. All participants are to read up and abide by the Road Traffic Act stated in the discussion tap. By signing up for this event, you agree to the terms and conditions outlined above.
Software Development Events This Week
Discover what is happening in the next few days
Basketball Group Class (Ages 13 & above, All Levels)
**For ages 13 and above.**
***Teens Basketball (Ages 13-18) – “Elite Development”***
For teens looking to take their game to the next level, we focus on advanced skills, footwork, game strategy, and competitive play. This class includes structured training in shooting techniques, ball-handling, defense, and game IQ, preparing players for school teams, competitive leagues, and beyond.
***Adult Basketball (Ages 18+) – “Game Ready”***
Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active.
### **Address**
195B Punggol Rd, Singapore 822195 Punggol Rd, Singapore 822195
### **Schedule**
Sundays 11AM - 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.
Basketball Group Class (All Levels)
***Adult Basketball (Ages 18+) – “Game Ready”***
Whether you’re a beginner or an experienced player, our adult sessions provide skill development, fitness training, and competitive play. These sessions focus on shooting accuracy, defensive strategies, and game execution, ensuring players stay sharp and active.
### **Address**
604 Elias Rd, Block 604, Singapore 510604
### **Schedule**
Thursdays 5PM - 6PM
### **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.
Walk, Dine and Social #13: Punggol Coast - Coney Island.
## Walk, Dine & Social #13
### Punggol Coast → Coney Island
**28 February 2026 (Saturday)**
⏰ **4:30 PM – 7:30 PM (3 Hours)**
Join **Social Singapore** for our 13th Walk, Dine & Social — this time exploring the northeast’s hidden coastal gem.
We’ll start from **Punggol Coast MRT** and make our way toward **Coney Island**, enjoying sea breeze, nature trails, and meaningful conversations along the way.
***
## Meeting Point
**Punggol Coast MRT Station (Exit A)**
Please arrive by **4:20 PM**.
Walk starts **4:30 PM sharp**.
(Punctuality is respected. RSVP is required.)
***
## Route Overview
* Punggol Coast MRT
* Punggol Promenade / Waterway stretch
* Coney Island West Entrance
* Coastal trail & beach area
* Return toward Punggol Settlement area
Estimated distance: \~6–8 km (relaxed pace)
This is not a race. It’s about movement, conversations, and shared experience.
***
## What to Expect
**Nature & Coastline**
* Rustic trails
* Beach views
* Sunset scenery
**Meaningful Social Connections**
* Open group conversations
* Meet professionals, creatives, entrepreneurs, and explorers
* Expand your network organically
**Light Urban Trekking**
* Beginner-friendly
* Comfortable walking pace
* Rest stops included
***
## What to Bring
* Comfortable walking shoes
* Water bottle
* Light snacks (optional to share)
* Mosquito repellent (recommended)
* Positive attitude
***
## Optional Dinner (Post-Walk)
After the walk, we may head to **Punggol Settlement** for dinner
***
## Who Should Join
* Newcomers to Social Singapore
* Regular walkers
* Entrepreneurs & professionals
* Anyone who enjoys light adventure and good conversations
Whether you come alone or with a friend, this is a safe and welcoming environment.
***
## Group Chat
Join the WhatsApp group for updates and coordination:
[https://chat.whatsapp.com/EC1RJAR5oz3C6zX3DUEl2y](https://chat.whatsapp.com/EC1RJAR5oz3C6zX3DUEl2y)
***
## Notes
* Event duration: \~3 hours
* Weather dependent (update will be posted if heavy rain)
* RSVP required
* Respect nature, leave no trash behind
Walk with intention.
Connect with purpose.
End the week strong.
See you on the coast
Sailing on Sundays for enthusiasts, old salts and beginners
Welcome to my sailboat. **Please read this notice**. These are crew opportunities, not for passengers, non-swimmers, people afraid of the water or get seasick. Bring a change of clothes, a towel, a hat, non-marking footwear with heelstrap and sunblock. There is a toilet and drinking water on board. Participants like to contribute to expenses in appreciation of this opportunity.
**Also**, please confirm your attendance by SMS or Whatsapp on Saturday for sailing on Sunday, to avoid no-shows and missed sailings. No-shows deprive others of a place, so be responsible and remove your reservation if you are not attending, and please do it in good time. Places unconfirmed by Saturday will not be reserved, and I can't wait for you if I'm not sure you're coming. Keep me informed and reply to my messages. Don't be late. Thank you. Derek 9807-5827.
🌿 Saturday Sunset Walk: Punggol Coast to Lorong Halus Red Bridge 🌅
Saturday Sunset Walk: Punggol Coast to Lorong Halus Red Bridge
Looking to unwind and get some fresh air this Saturday? Join us for a relaxing late afternoon walk from Punggol Coast MRT station to Coney Island, ending at the scenic Lorong Halus Red Bridge.
Date: 28 February 2026 (Saturday)
⏰ Time: 3:30pm - 6:30pm (please arrive 10 minutes earlier)
Meeting Point: NE18 Punggol Coast MRT (Passenger Service)
Meeting Time: 3:20pm
We’ll stroll along the beautiful Punggol coastline, enjoy sea views, greenery, and possibly catch the sunset glow near Lorong Halus. Expect a casual pace — perfect for light exercise, friendly conversations, and de-stressing after a busy week.
Bring water, wear comfortable walking shoes, and dress light.
Don’t forget your camera — plenty of photo-worthy spots along the way!
This is a relaxed, no-pressure walk. All fitness levels welcome. Let’s move, chat, and enjoy nature together!
See you there! ️
Nomad Walk : Coney Island Explore
## Nomad Walk: Coney Island Explore
Join **The Nomad People** for a coastal trekking adventure!
**Group chat:**
[https://chat.whatsapp.com/EC1RJAR5oz3C6zX3DUEl2y](https://chat.whatsapp.com/EC1RJAR5oz3C6zX3DUEl2y)
We’ll meet at **Punggol Coast MRT Station (Exit A)** at **4:20 PM** and embark on a leisurely walk into **Coney Island**, exploring scenic coastal paths and rustic nature trails.
This is a perfect opportunity to explore one of Singapore’s hidden natural gems, enjoy the sea breeze, and connect with fellow urban nomads.
***
### What to Expect:
**Scenic Route:**
Enjoy the blend of coastline views, forest trails, and peaceful beach stretches as we walk through Coney Island.
**Great Company:**
Meet like-minded explorers who enjoy movement, meaningful conversations, and discovering new places together.
**Relaxed Pace:**
This walk is designed for everyone — whether you're a seasoned trekker or simply looking for a refreshing Saturday evening outdoors.
***
### What to Bring:
* Comfortable walking shoes
* A water bottle
* Mosquito repellent (recommended)
* A positive attitude and spirit of adventure
* A small bag with snacks to munch and share
***
Whether you're new to the group or a regular explorer, this event is about enjoying the journey, discovering new corners of Singapore, and building genuine connections along the way.
RSVP now, and let’s explore Coney Island together!
Optional: Dinner at Punggol Settlement (pay individually)
Punctuality is always respected :) and RSVP is a must!
Beach Tennis Class (All Levels)
We are launching a new Beach Tennis Group Class every **Friday from 745–915 PM at Pasir Ris Park**.
Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**:
* Beginners will learn the fundamentals — strokes, movement, and coordination on sand.
* Intermediate and advanced players can work on strategy, consistency, and competitive drills.
You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register
Software Development Events Near You
Connect with your local Software Development community
Columbus Code & Coffee 84 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Spec-Driven Development with GitHub Spec-Kit - Barret Blake
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
*Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation*
Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification.
You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written.
This talk will cover:
--What spec-driven development is (and what it isn’t)
--How GitHub Spec-Kit fits into modern developer workflows
--Using specs to align product, engineering, and AI-assisted development
--Real-world examples of turning specs into implementations with confidence
Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects.
**YouTube Link**
TBA
Christians in Tech - Meetup #30 @ 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)
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way.
In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents.
In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding.
What You'll Learn - Core Kiro concepts and development philosophy
Feature evolution: pre and post re:Invent 2025
Practical examples: API creation, hooks, and steering docs
Live coding demonstration with real-time problem solving
Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows.
**Speakers Bio:**
Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale.
[https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/)
Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry.
Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives.
Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation.
https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/)
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
[GitHub Copilot Dev Days | Columbus] #10
We're excited to launch **GitHub Copilot Dev Days**, a global in‑person community event series running **March 15 – April 30**!
Let's come together as developers, grow our local community, and showcase the power of GitHub Copilot with **free, high‑quality training materials** from Microsoft + GitHub.
* GitHub Copilot in VS Code
* GitHub Copilot CLI
… and more!
* **Intro Talk (30–45 min):** GitHub Copilot + AI development
* **Local Community Talk (30–45 min):** NOT ME, **[Matt Eland](https://www.linkedin.com/in/matteland/)**
* **Hands‑on Workshop (1 hour):** Practical exercises using GitHub Copilot
***Bring your laptop and expect to write some (non-AI-generated) code!***
Food and drinks will be available.
**LOCATION:**
6515 Longshore Loop, Suite 300, Dublin, OH 43017
**FREE PARKING:**
6725 Longshore Street, Dublin, OH 43017
Columbus Code & Coffee 85 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
BrowserStack QA Meetup | Columbus (March 12)
**Hello Columbus!**
**The community is buzzing and growing well.**
**We are thrilled to bring our third BrowserStack QA Meetup on March 12th!**
We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss.
**What to expect:**
* **Connect:** Network with Columbus' top engineering and QA minds.
* **Learn:** Real-world tactics and trends you can use immediately.
* **Enjoy:** Food, drinks, and great community spirit.
**Agenda**
* **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs."
**RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!**
**Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017
**Free Parking:** 6725 Longshore Street, Dublin, OH 43017
**Date & Time:** March 12, 6:00 PM
**Stay Connected!**
Want to continue the conversation beyond the meetup?
Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!**
[\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW)
**A Few Notes:**
✅ This is an **in-person event**
✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event.
**TALK ABSTRACT:**
AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints.
In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process.
By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.




























![[GitHub Copilot Dev Days | Columbus] #10](https://secure.meetupstatic.com/photos/event/1/c/9/f/highres_532807327.webp?w=640)
