Performance Engineering
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Frequently Asked Questions
Yes! Check out performance engineering events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the performance engineering events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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Performance Engineering Events Today
Join in-person Performance Engineering events happening right now
Melbourne's Property Market 2026 – PLUS Data-Backed Suburbs Set to Outperform
Melbourne’s property market is entering a **critical transition phase**.
After years of uncertainty, shifting policy, and uneven performance across suburbs, **2026 is shaping up as a defining year** for property investors, renovators, and developers who understand **where to move — and when.**
The question is simple:
**Will you be early — or late?**
**Melbourne Developer-Renovator Network Meetup**
**Tuesday 17 February 2026**
**NEW VENUE: Amora Hotel Riverwalk Melbourne** (Park Room)
649 Bridge Road, Richmond
For our first Melbourne meetup of 2026, we’re bringing in one of Australia’s most respected **independent property market analysts** to deliver a **clear, data-driven outlook** on what’s really ahead for Melbourne property.
**Featured Speaker: Brendan Kelly**
**CEO, Property Predictions**
**Director, Results Mentoring**
Brendan will break down:
• What the Melbourne market is actually doing right now (beyond the headlines)
• The key economic, policy, and supply-demand forces shaping **2026 outcomes**
• Which locations are positioned to **outperform — and which to avoid**
• How different strategies (buy-and-hold, renovation, development) are likely to perform in the next cycle
**Exclusive Bonus (Attendees Only)**
Brendan will also reveal **two Melbourne/Victorian suburbs** he expects to **outperform the broader market in 2026** — areas that:
• Are still under the radar
• Are backed by real data (not hype)
• Most investors haven’t moved on… yet
⚠️ These suburbs will **not be shared publicly**.
**New Venue · Better Networking**
We’re excited to announce our **new Melbourne home for 2026** at the Amora Hotel Riverwalk.
✔️ Comfortable, professional setting
✔️ Easy access from inner Melbourne
✔️ Arrive early for dinner or stay back for drinks
✔️ Network with active investors, renovators & developers
**Secure Your Seat (FREE) – In-person or Zoom**
This session will fill quickly – especially with forward-looking market insights involved. If you can’t attend in person, you can still join us on Zoom.
**[RSVP now (free)](https://events.resultsmentoring.com/meetup-vic.html?utm_source=meetup&utm_campaign=drn)**
Book your spot to stay ahead of Melbourne’s next property phase and avoid costly timing mistakes.
**FAQ's**
**-> Can I bring someone else along?**
Yes, you are welcome to bring anyone who is interested in property investing, renovating, developing - it's all about learning and networking with like-minded investors. Please ask them to RSVP so that we know how many people are coming.
**-> What are you selling?**
Nothing, these meetups are all about learning and networking with like-minded people.
**-> What are my Parking options?**
There is plenty of parking in the street.
We look forward to seeing you there.
Best regards,
– Tony
P.S. If you’re investing in Victoria in 2026, this session could save you years of trial-and-error by getting your timing and location right upfront.
**PPS** You can attend in person or online by **[clicking here](https://events.resultsmentoring.com/meetup-vic.html?utm_source=meetup&utm_campaign=drn)**
Meet ABI AI in the real world, aigogo & Deep Listening AI
The MLAI Meetup is a community for AI researchers and professionals which hosts monthly talks on exciting research. Our format is:
* 6:00 - 6:20: Socializing
* 6:20 - 6:40: Announcements and AI news
* 6:40 - 7:40: Talk(s) and Q&A
* 7:40 - 8:00 Networking
* 8:00: Head to the nearest pub for dinner
**THREE amazing talks tonight:**
1. **Chaehan So: “Deep Listening AI: A Psychologist's Blueprint for Building a Virtual Friend”**
2. **Dushan Karovich-Wynne: “aigogo: Packaging AI Agents for Production”**
3. **Adam "Spidey" Purdie & Rohan Nowell: "Meet ABI AI in the real world"**
Talk descriptions and speaker bios:
**Adam "Spidey" Purdie & Rohan Nowell: "Meet ABI AI in the real world"**
**Synopsis:**
Andromeda's purpose is to build technology that strengthens connections and preserves purpose in people’s lives. This purpose shapes what we build and how we build it. The soul of the product matters as much as its capabilities, and our values are encoded through everyday decisions.
Abi is our friendly humanoid robot who is built for this purpose. Where she most strongly differs from a LLM chatbot is in embodiment, she shares a physical environment with you. This comes with a whole new range of challenges, she doesn’t just need to know what to say to hold a conversation, she now also needs to control her body language through gestures.
Spidey and Rohan will go through the purpose of Andromeda, how Abi is driving this and how we incorporate machine learning into her physical communication.
**Speaker Bios:**
**Adam Purdie Spidey**, Mad Scientist / Engineering Manager.
Spidey regular meetup goer is best known for his ambitions to take over the world with an army of robotic spiders - furiously developing the spiders and other cuddly horrors by night, by day Spidey is an Engineering Manager in charge of customer applications and platform automation (SRE/Dev/Sec/Ops) and physical robotics. My team do awesome things and I give them all the direction, certainty and space to do it.
**Rohan Nowell** is a Machine Learning Engineer at Andromeda Robotics with over 10 years of experience in robotic and autonomous systems. His broad expertise spans control systems, mechanical engineering, physics modelling, and autonomy, including work on uncrewed defence vehicles and miniature robots from his PhD at Monash University. He is currently focused on the complex challenges of Human-Robot Interaction, specifically optimizing for 'delightfulness' in embodied AI systems.
**Dushan Karovich-Wynne: “aigogo: Packaging AI Agents for Production”**
**Synopsis:**
aigogo ( https://github.com/aupeachmo/aigogo )is an open-source project exploring what it actually takes to package, ship, and run AI agents in real production environments.
In this talk, I’ll walk through how to use aigogo to package and distribute a real agent that does useful work.
This talk isn’t about a finished framework, but an open exploration of what it takes to package and run AI agents in real production environments. Using aigogo as a concrete example, we’ll look at the practical tradeoffs that show up once AI systems move beyond experimentation and start behaving like deployable services.
The session is designed to be collaborative and discussion-driven, drawing on the experiences of engineers and data scientists in the room. The goal is to surface what matters most in practice and to help shape the roadmap for aigogo and similar open-source efforts going forward.
**Speaker Bio:**
Dushan is the founder of Subrosa AI (www.subrosa.ai), he is building at the intersection of AI, risk mitigation, and governance, with a focus on making AI systems secure, auditable, and trustworthy in production environments.
On top of his companies products which address data leakage and governance challenges as well as production-level AI agents, Dushan builds and maintains open-source projects that help people instrument, understand, sandbox and distribute AI agents.
Outside of work, he's a lifelong dog lover who has been known to pull over to talk to dogs.
**Chaehan So: “Deep Listening AI: A Psychologist's Blueprint for Building a Virtual Friend”**
**Abstract:**
What if AI could truly listen—not just respond with generic empathy, but recognize when you're avoiding a difficult topic, stuck in a thinking loop, or seeking validation you won't accept?
In this talk, psychological-researcher-turned-AI-startup-founder Chaehan So shares what building Virtual Friend revealed about creating AI for deep emotional conversations. You'll discover why common approaches like fine-tuning and RAG fail for psychological applications—and what actually works.
Key takeaways:
* Why "respond with empathy" prompts don't work (and what to do instead)
* How to engineer psychological awareness into AI conversations
* The hidden patterns that unfold across a conversation—revealing what someone can't say directly
Whether you're building AI products, interested in mental health tech, or curious about the intersection of psychology and AI, you'll leave with practical insights applicable far beyond chatbots.
**Speaker Bio:**
Dr. Chaehan So bridges psychology and AI to create technology that genuinely understands people. As founder of Virtual Friend, he's building an AI companion specifically designed to support young adults navigating anxiety, loneliness, and life transitions—combining clinical listening techniques with cutting-edge language models.
With a Ph.D. in Social Psychology, Dr. So brings psychological research methodology to AI development. His interdisciplinary background spans social psychology (Humboldt University Berlin), engineering (TU Berlin), and management (ESCP France), with previous experience as Assistant Professor of Information & Interaction Design at Yonsei University, South Korea.
His mission: making AI that doesn't just talk to you, but truly listens.
Intention Setting Workshop
Happy New Year Legends! With 2026 well under way now, it’s a great time to pause and see if we have everything we need to make 2026 a kick ass year. To do that, we need to know what we want.
Susan will be guiding through some reflection time, a chance to consider where you are at and what you most want from the year ahead. Together we will set some intentions and paths forward.
If you aren’t sure what you want from the year ahead, or how to get it, or just want to connect & network with some like minded folks this session is for you!
**Agenda (time in Melbourne/AEST)**
* 5:15pm Networking
* 5:45pm Welcome
* 5:50pm Main Presentation & Workshop
* 6:30pm Come back together & Share
* 6:45pm Networking
* 7:15pm Close
**This will be a HYBRID event.**
**Zoom link -** To be posted 1hr before event starts.
**In person attendees -** Someone will be in the lobby to let you up to the meet up floor via the lifts near Australia Post.
Contact organisers on the community Slack (preferred) or Meetup if you need access to the venue after 5:45pm
**Our Speaker**
**Susan Brander**
Susan is currently the co-founding CTO at Kaleida, a start up that is passionate about building diverse, high performing tech teams that represent the Kaleida-scope of society.
She has a strong history of leading teams that balances the need to experiment and learn in an emerging market with reliability expected of customer focused systems.
She is also an organiser of Tech Leading Ladies, a community focused on bridging the gender gap in technical leadership.
Afro-Brazilian Percussion and Music Workshop Series
**Estrela do Mar** Inc is a Not-for-Profit organisation and this is a ticketed event, however don't let the investment be in your way, **please reach out** if you are experiencing financial difficulties to learn how can you contribute.
Find out more at **[our](maracatu.org.au)** website. Workshops are held every Tuesday night at the Multicultural Hub in Melbourne, opposite the Vic Market. As the front door is locked after hours, please walk to Victoria Street, and turn right. You will find the door to Maracatu workshops on the right hand side just after Yarn Strong Sista.
We teach **rhythm, song & movement** at regular workshops. Our style is traced through the lineage of groups (or "nations") such as **Maracatu Aurora Africana, Maracatu** **Estrela Brilhante**, **Maracatu** **Leão Coroado**, and others.
We share a **living tradition of maracatu locally** to promote **social inclusion, break cultural barriers, and facilitate community building** & **engagement**.
* **No musical experience** is required
* **All instruments provided**
* Not suitable for **children**
Come along to learn & play this exhilarating rhythm.
Please arrive at 6.25pm. The workshop will start at 6.30pm.
\*\*Tickets: [https://events.humanitix.com/maracatu**](https://events.humanitix.com/maracatu**)
$30 workshop or $20 concession
Packages and Membership available
Shut Up & Write!® at Melbourne Connect
We are a multi-disciplinary group of PhDs and academic staff who write together regularly and help one another to achieve our writing goals through supportive community, focus and a structure that works. We welcome anyone who wants to get some writing done in a collegial, supportive, encouraging environment. You don’t have to be from University of Melbourne (you don’t have to be from university at all!).
We use the Pomodoro method, which means we write in timed intervals of silence, then chat and catch up for 5 mins and repeat the cycle. Arrive when you like, leave when you like. The goal is to keep our writing projects progressing and reduce the isolation that can be part of the academic and/or writing life.
**Session Outline:**
Welcome: 9.00-9.05 (5 mins)
Pomodoro 1: 9.05-9.30 (25 mins).
Break: 9.30-9.35 (5 mins)
Pomodoro 2: 9.35-10.00 (25 mins)
Break: 10.00-10.05 (25 mins)
Pomodoro 3: 10.05-10.55 (50 mins)
Break: 10.55-11.05 (10 mins)
Pomodoro 4: 11.05-11.30 (25 mins)
**A note about the format**
We don’t host critiques or readings. These events are a safe space for writers of all skill levels and genres to work on their craft, so no one will read or critique your writing.
For our full event schedule, visit [https://shutupwrite.com](https://www.shutupwrite.com).
**Other Important Details:**
WiFi name/password: There is free public wifi available at the Melbourne Connect Superfloor (speak to the concierge for details). University of Melbourne staff and students can connect to the university wifi; staff and students from other universities can join Eduroam using their home institution's log in credentials.
Travel / Parking info: Public bike parking along Swanston and Grattan Streets. Tram routes 1, 3, 3a, 5, 16. 16, 64, 67, 72 along Swanston Street (Stop 1) and 19 along Royal Parade (Stop 10). The nearest train station is Parkville Metro Station. Bus routes include 200, 207, 250, 251, 401, 402, 403, 505, 546. There is no public parking available at Melbourne Connect, however the area is well serviced by nearby public carparks, including Cardigan House Parking at 96 Grattan Street and the University of Melbourne Eastern Precinct Car Park at 375 Grattan Street. A taxi rank is located on Grattan Street.
English dance in Melbourne
Join us for a fun-filled evening of English country dance at our class in Melbourne! Whether you're a seasoned dancer or new to the world of English country dancing, this event is perfect for all skill levels. Our experienced instructor will guide you through various English dances. Get ready to connect with fellow dancers and embrace the joy of movement in a friendly and social atmosphere.
Don't miss this opportunity to get some exercise and learn new dance patterns. Meet new friends, enjoy charming music, and experience the sense of community that comes from dancing together. Come solo or bring a partner - everyone is welcome! Let's celebrate the beauty of English country dance together in Melbourne. The class is held every week, alternately Tuesdays in Bennettswood, and Fridays in Surrey Hills.
General session
Visitors and newcomers are very welcome, please see https://hackmelbourne.com/newcomer-faq/ for more details.
COVIDSafe restrictions are also in place, please see https://hackmelbourne.com/covid-19-restrictions/ for the latest.
Short walk from Glenferrie train station. Car parking at Hawthorn town hall.
Bring a laptop and a project you are working on. There is also a number of group projects that you are welcome to join in.
We have starter kits for Arduino, a couple of 3D printers, various tools and equipment available for use.
Typically our sessions run from 6:45pm till later in the evening (depending on our members' availability to close) but if you're new please come early.
Performance Engineering Events This Week
Discover what is happening in the next few days
Melbourne Data Eng meetup, February Edition
Hey all, please join us for our February Edition of the Melbourne Data Eng meetup. Join us for an engaging session filled with exciting discussions and networking opportunities.
Don't miss out—RSVP to secure your spot. Please reach out if you'd like to host us! 🎉
🏠 Location: Stone & Chalk Melbourne
🍕 Catering: Easygo 😊
💬 Join our Slack Group here: [Data Engineers Slack Channel](https://docs.google.com/forms/d/e/1FAIpQLSd09iTwpNulQH0b1BdslM1RzgImOGlX4WgOx6_rzvmVANwGmw/viewform)
**Schedule:**
\- 5\.30pm: Doors Open
\- 6\.00pm: Announcements and Welcome
\- 6\.10pm: 1st Talk
\- 6\.40pm: 2nd Talk
\- 7\.10pm: Networking
\- 7\.30pm: Doors Close
**Speakers:**
🎤 Anirban Roy Chowdhury, SD2 - Data engineering @ Easygo
**Talk Title**: Multi tenant/region data engineering
**Talk Summary**: Servicing multiple markets and challenges faced in multi-tenant architecture.
**Speaker Bio**: Anirban is a versatile data professional with cross-industry expertise. Beginning his career as a software engineer at BlackRock in Delhi, India, he pursued his passion for data by relocating to Australia to earn a Master's in Data Science from Monash University. With experience spanning retail, consultancy, and real estate technology sectors, he specialise in bridging the gap between data insights and business outcomes. His work focuses on empowering organisations to implement data-driven decision-making processes that deliver measurable results. Through his practical approach to data engineering, he helped his teams to transform raw information into strategic assets that drive business growth.
🎤 Muhammad Ali, Sr. Solutions Architect at ClickHouse
**Talk Title**: Engineering for Real-Time User-Facing Analytics
**Talk Summary**: Building a dashboard for a dozen internal analysts is a solved problem. Building an analytical feature for a million concurrent users is an engineering nightmare. The fundamental laws of data processing change when we move analytics from the "back office" to the "front end”. In this session we will discuss engineering demands for building web facing low latency realtime analytics, and how to accomplish it without breaking the bank.
**Speaker Bio**: Architecting the next generation of real-time AI workloads and observability
If you'd like to **present** at future meetups, please submit your talk [here](https://dataengbytes.com/forms/meetup-talk)!
Remember to bring along some great questions! See you all there...
Event Streaming with GCP DataFlow
Starting the year with exciting topic:
* **Topic:** Event Streaming with GCP DataFlow
* **Date:** Thursday 19th February 2026 at 6.00 pm - 8.00 pm
* **Networking:** 6 pm - 6.30 pm and 7.20 - 8 pm
* **Presentation Time**: 6.30 pm - 7.20 pm
*(includes welcome, presentation 30 mins & community marketplace)*
* **Location:** Fabric Group, Level 9, 446 Collins Street, Melbourne VIC 3000
* **Ticket:** Free of cost, however, registrations and RSVP are required!
* **Sponsor:** Fabric Group, Thoughtworks
**Event Streaming with GCP DataFlow**
Learn about real time event streaming using GCP stack! This scalable event consolidation service orchestrates the real-time processing of millions of distributed data points into unified events. Built on GCP Dataflow and Pub/Sub, the architecture ensures high-throughput stream processing and seamless data synthesis for complex, distributed environments.
###
**About The Speaker**
*Abhishek is a Lead Software Engineer at Fabric Group with over 10 years of industry experience. He has worked extensively on data engineering problems, building ETL solutions and scalable event-driven systems. His interests include infrastructure automation and designing cloud-native solutions on AWS and Google Cloud.*
Melbourne Workshop: Building Resilient Event-Driven Systems with Kafka and Flink
Please register for this event [here](https://factorhouse.io/events/melbourne-workshop-building-resilient-event-driven-systems-with-kafka-and-flink).
**Go beyond theory and build a production-ready event stream**
Join us for a practitioner-led, hands-on workshop where you'll design, build, and operate a complete real-time operational system from the ground up.
We're teaming up with NetApp Instaclustr and Ververica to run this intensive half-day workshop.
**What You'll Build**
A resilient, real-time operational backbone powered by a Quarkus API, Kafka Streams, Apache Kafka®, and Apache Flink®. You'll implement a stateful order processing and inventory management system that processes live events in real time, the kind of critical infrastructure that powers payment processing, fleet coordination, inventory systems, and customer-facing applications across industries.
**Two Architectural Patterns, One Mission**
You'll implement and contrast two powerful approaches to building event-driven systems:
**\- Pattern 1: Direct Event Publishing**
Build a pipeline where the API writes events directly to Kafka, with a Flink job managing downstream state. Experience the challenges of application-level dual writes in real time.
**\- Pattern 2: Change Data Capture \(CDC\)**
Refactor for resilience by capturing database changes with CDC. Your API simplifies to database-only writes while Flink handles event publishing, demonstrating how CDC decouples applications from event pipelines and creates more robust data flows.
**Operate With Confidence**
Integrate **Kpow** and **Flex** to gain deep visibility into your Kafka and Flink data flows. You'll learn how to make your streaming systems more observable, accessible, and operationally efficient, skills that translate directly to production environments.
**Who Should Attend**
Software and data engineers, platform/SRE teams, and architects adopting streaming and event-driven architectures. Whether you're building payment systems, logistics platforms, or real-time analytics, this workshop gives you practical experience choosing the right patterns for your workloads.
**Please note:** Spots are limited and attendees in engineering roles will be prioritised to ensure an optimal hands-on learning environment.
Reformer Pilates
Join us for a reformer Pilates session that brings people together through movement.
This class focuses on controlled, strength-based exercises performed in a continuous flow, keeping the whole group moving and engaged.
You’ll build strength, improve stability, and move with intention alongside others, creating a shared rhythm in the room. It’s a space to challenge your body, feel supported, and enjoy the energy of moving together.
From Prompt to Product
**Product Talk** exists because in modern SaaS companies, the product isn’t “owned” purely by PMs, it’s shaped by everyone. Engineers, designers, data, growth, product marketing, sales, customer teams, founders, if your work changes what customers experience, you’re in the product business. The goal is to get the whole product mix in one room, learn how other functions are approaching the same problems, and leave with ideas and language you can actually use at work the next day.
The format is simple: two talks from operators who've been deep in the work, plus time to meet smart people in the product ecosystem. The goal is signal, what’s changing right now, what trends actually matter, and the tradeoffs teams are making to keep shipping.
**This event**
AI talk is everywhere right now. This session focuses on real-world applications, workflows, constraints, and outcomes.
So yes, Product Talk is doing an AI night too, but with Actual Intelligence, and real operators who’ve built real things.
* Two speakers, two different worlds, both with outcomes.
**[Jared Korinko](https://www.linkedin.com/in/jared-korinko-76b68851/)** ***(Product @ Google, Google Photos)*** *is shipping for 1B+ users, and will share how he built a revenue-generating side hustle purely with AI, the approach, the tools, and the parts that didn’t work as advertised.*
***[Joel Kenyon](https://www.linkedin.com/in/joel-kenyon/) (FMR Head of Product, Amused Group)*** *has led the design and delivery of a wagering platform powering 10 brands, and has embedded GenAI into product workflows to accelerate validation and roadmap intelligence. He’ll talk about what AI looks like when it’s part of a real product organisation, with constraints, compliance, and customers who do not care about your tooling.*
*If you’re building SaaS as a PM, designer, engineer or even founder, and you want practical signal over AI noise, this one will be worth your time.*
**When:** Wed 18th
**Doors:** 17:30
**First speaker:** 18:15
**Wrap:** \~19:30
**Where:** Ippon Technologies office, 8/607 Bourke St. Cnr Bourke and King St's.
This is an accessible venue. Enter the building via the Bourke St Entrance and use the lifts to come to Level 8.
Call Simon on 0459 59 22 01 if you require assistance or are lost.
No 85 - Bronze to Gold: A Practical Testing Strategy for Microsoft Fabric
Join link:
[https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF](https://teams.microsoft.com/meet/41790991030013?p=F3QrbogyC5Iyss1AtF "Meeting join")
**Details**
Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts
**Agenda:**
5:30PM - 6:00PM Welcome and Networking
6:00PM - 7:00PM Speaker Session
**Topic:** From Bronze to Gold: A Practical Testing Strategy for Microsoft Fabric
**THE SPEAKER -** Mikhail Koptelov
**THE SESSION**
Testing in Microsoft Fabric requires different strategies depending on where your logic lives. In this talk, we explore how to apply unit and contract testing across the Fabric stack:
* Pipeline unit tests for reliable orchestration and data movement
* Python notebook testing using both notebook-first and package-first approaches
* SQL contract testing to ensure downstream dependencies remain stable
By the end, you’ll have a practical blueprint for building robust, testable Fabric workloads from Bronze to Gold.
**Pre-requisites**: Basic understanding of Fabric and python
**Sponsors:**
**Vivanti**
A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees.
**Sirius Technology (https://www.siriuspeople.com.au/)**
A big thank also to our co-sponsor, Sirius Technology, for their ongoing support of our Meetup and providing us with food for each event.
Sirius Technology recruits across all Technology Disciplines from Development (Front and back-end), Testing, Network, and Security, Project Services (PM's, BA's, Project Coordinators) & Data - across all technology stacks.
**The Power BI Developer Checklist**
You can download Greg's Power BI developer checklist here: [Power BI Report Development Checklist](https://www.dearwatson.net.au/checklist)
Feb Meetup - What's new in Azure and Simplifying Build Agents for Azure DevOps
**AJ Bajada & Danidu Weerasinghe - What's new in Azure and GitHub**
A fast, practical tour of the newest innovations across Azure and GitHub. We’ll break down the latest cloud capabilities, AI‑powered developer tools, security enhancements, and DevOps integrations that are transforming how teams build and ship software.
**Dylan McCarthy - Managed DevOps Pools - Simplifying Build Agents for Azure DevOps**
Managing build agents for Azure DevOps has always been a bit of a pain, requiring teams to create VMs or VM Scale Sets, maintain their images, manage spinning up and down resources to manage cost and build times.
In this talk I want to show you how you can abstract away a lot of that pain by using Managed DevOps Pools. I will walk you through what the service is, it's features and then show you how to connect a pool to an Azure DevOps environment.
Performance Engineering Events Near You
Connect with your local Performance Engineering community
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
Speak Easy (Storytelling)
The topic for February is "Transitions"
Speak Easy: true stories, told live.
The idea is simple: an audience, an open microphone, and great stories. Hilarious, gripping, poignant- it's up to you. Audiences are invited to come to listen or come to tell as folks from all corners of Columbus offer their stories live on stage! Held at Wild Goose Creative's warm, intimate space, this night of tales occurs on the 3rd Thursday of every month. Doors open at 6:30 pm, show starts at 7:00 pm. Please arrive early if you want to tell, as we generally only have room for a limited number of tellers, and the sign-up sheet has a tendency to fill up fast.
Formed around the idea that people need stories--they're what hold and draw us together--SpeakEasy celebrates the strangeness and commonness of being human. And in a world of smartphones, Facebook, Twitter, and more . . . it gives people a real, breathing, in-person way to connect.
The night is geared for true stories of all kinds, taking the best tales told around kitchen tables, in darkened pubs, on the street corner, and at late-night parties and giving them an audience. Speak Easy is also a great outlet for performers, writers, and artists looking to share their favorite stories and perfect their skills. We strongly encourage tellers to please tell the story rather than read it so we keep within the spirit of good storytelling and stay engaged with the audience. All are welcome. Hang around after the show for a drink and build community!
Columbus HUG February
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/cbus-hug-2026/
Agile Coaching Circle -- IN-PERSON
Join other experienced and aspiring agile coaches and professionals to:
* develop and practice your coaching skills in a peer-to-peer environment
* share current successes and challenges in your work environment and get support from each other
* learn from each other, build better relationships and experiment with new ideas
COhPy Monthly Meeting
**NEW LOCATION: 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).
See the handy Parking Map - we recommend street parking.
[Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing)
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 centralohpython@gmail.com
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)





















