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Building the wrong things faster. AI and the Build Trap
**đą Hosted at:**
Fabric Group
**đ Building the Wrong Thing Faster: AI and the Build Trap**
AI has dramatically compressed the time it takes to build software. But it hasn't stopped us building products that nobody wants.
If anything, it's accelerated the problem - to the point we've invented a new word for the output: ***slop***.
Drawing on observations from Brendan's consulting work and conversations with friends at ***Google, Meta and Spotify***, He'll explore how this ***isn't really a new problem*** and why now, more than ever, we need human centricity, sound product strategy and product discovery.
**đ€ Speakers:**
***Brendan Marsh*** is a Product & Org Advisor and Director at ***Organa***, where he helps organisations improve product strategy, org design and execution at scale.
He previously served as ***Chief Product Officer*** of a mental health non-profit and spent five years at ***Spotify*** during its hyper-growth phase, first as an ***Agile Coach*** supporting innovation and product discovery teams and later as a ***Product Manager*** responsible for the Mac and Windows clients (40M+ MAU).
***Ruben Cardoso*** is the ***Head of Product & Design*** at ***Fabric Group***. An experienced UX/UI designer specialising in product design and delivery, with a strong track record running discovery-to-delivery cycles for large enterprise clients.
***Dzmitry Yaltykhau*** is the ***Delivery Practice Lead*** at ***Fabric Group.*** Leads large-scale product design and delivery programs end-to-end from presales through discovery, build and rollout while driving best practices, coaching and AI-accelerated ways of working across the team.
**đ Agenda:**
Arrival and light refreshments
Featured Talk
Panel discussion with contributions from Fabric and the audience
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.
MHFA Depression Support Group Face to Face - South Yarra
Join in at 10 Yarra Street, South Yarra for the Mental Health Foundation Australia Monthly Depression Support Group.
Introducing Akshay as our current facilitator. Akshay has completed a Bachelor of Psychological Sciences and is passionate about understanding and managing depression, anxiety and stressed based disorders. Akshay takes a non-judgemental, compassionate approach to addressing mental health issues and engages participants to share in a positive and safe environment.
Come along and be with people who understand and share in your experiences. They may start out as strangers but they will quickly become friends.
To register your attendance please see:
[https://supportgroup.mhfa.org.au/depression-support-group](https://supportgroup.mhfa.org.au/depression-support-group)
You can also sign up for the Online Depression Support Group which is held on the second Monday of each month on the same page.
For other MHFA support groups please see:
[https://supportgroup.mhfa.org.au/](https://supportgroup.mhfa.org.au/)
If you need any further information feel free to contact us at supportgroup@mhfa.org.au
GrafanaCON Local 2026 Meetup: Melbourne
A taste of [GrafanaCON](https://grafana.com/events/grafanacon/) is coming to you!
Join your local observability community for an evening of open source inspiration, real-world stories, and meaningful connections - all in a laid-back, meetup-style setting.
This event will feature a recap of the [GrafanaCON](https://grafana.com/events/grafanacon/) keynote, combined with fresh voices from your own community.
Grafana team members walk through Grafana 13 and the most impactful improvements across the platform. Learn about how Grafana is becoming easier and safer to operate as production infrastructure, with updates that improve configuration management, recovery, and long-term maintainability. The session showcases significant advances in core user workflows, including more flexible and powerful dashboards, with improved performance.
Whether youâre building dashboards, scaling Kubernetes, contributing to open source, or just getting started - this meetup is for you!
**đ** Free to attend
đ Pizza + soft drinks provided
đ€ Built for connection
**đĄ** Real talks from real practitioners
Agenda:
5:00-5:30PM: Arrivals and pizza
5:30-6:15PM: GrafanaCON recap presentation [Brian Stinehart, Staff Solutions Engineer at Grafana Labs]
6:15-6:30PM: Q & A
6:30- 7:00PM: AWS DevOps Agent Integration with Grafana [Ankita Saxena, Technical Account Manager at AWS]
7:00-7:30PM: Observability in Agentic AI: Upgrading OpenTelemetry with OpenInference [Thiago Shimada Ramos, Cloud Engineer at DNX, Chapter Organiser at Cloud Native Melbourne]
Note that by registering for this event you consent to related event & product communications from Grafana Labs and agree to our [code of conduct](https://grafana.com/events/events-code-of-conduct/).
Mel<video> with Netflix, Fastly and Eluvio @ Kick HQ. Melbourne Video Tech
We are back for our second of four meetups in 2026. Whether youâre deep in the code or just curious about the future of streaming, it's a perfect chance to grab a slice of pizza, a cold drink, and catch up with the local engineering scene, make some friends and check out Kick.com (Easygo) HQ.
Talks in May are from two leaders in Video Technology Industry sharing:
**[Garrett Singer (US Remote) - Software Engineer @ Netflix](https://www.linkedin.com/in/gesinger/)**
Garrett shared technical strategies and insights on reducing toil and debugging video-related operations in software engineering pipelines.
**[Zac Shenker (US) - Senior Director, Media Strategy @ Fastly](https://www.linkedin.com/in/zacshenker/)**
Weâre making the most of a rare visit from the States from Zac Shenker- a genuinely great guy and renowned leading expert in video streaming who is currently shaping the industry's most ambitious new streaming architectures by drawing on his experience from events like the Super Bowl.
**[Sean Curran - APAC Director @ Eluvio](https://www.linkedin.com/in/curransean/)**
*Kill the Encode Farm: The Case for Just-in-Time Video*
Eluvio is a decentralised, blockchain-backed distribution network that replaces traditional CDNs and cloud stacks by streaming premium video directly from source objects with just-in-time transcoding and built-in monetisation.
đ Easygo â 271 Collins Street Melbourne
đ
Tuesday 26 May, 6:00â8:00pm
đ RSVP is essential for Easygo building access
**Sponsors**
Our thanks to **Easygo** for hosting and sponsoring pizza + drinks at the venue.
Melbourne Video Technology is a volunteer group, as part of many groups independently run around the world.
Tonightâs hosts will be: [Jeremy Brown - Kick](https://www.linkedin.com/in/jeremybrownau/), [Nick MacPherson - Fastly](https://www.linkedin.com/in/nicholasmacpherson1/) and [James Broberg - StreamShark](https://www.linkedin.com/in/james-broberg-8654052/)
Melbourne Cocoaheads Social Night
Come along and join in a relaxed evening of dev and tech talk, drinks and dinner.
Conversations with the Cards
Nurture your Tarot-loving light as we gather together each fortnight with our cards to engage in conversations that aim to keep our connection with our decks lively, prescient, insightful, and exploratory.
Develop your own dialogue in respectful relationship with one another and the cards feeling empowered to participate irrespective of your âlevelâ of card-conversing ability.
Each conversation shall be instigated via creative prompts, questions, and pithy talks on a broad range of Tarot-related influences in a ritually-held circle that ensures ample time is provided for reading the cards for one another and sharing our own unique perceptions, wisdom's, experiences and reflections on life.
All Tarot decks and levels of experience are welcomed.
*âThe Tarot is a nomadic cathedral and constitutes first and foremost an apprenticeship in seeing.â*
Marianne Costa from **The Way of the Tarot; the Spiritual Teacher in the Cards**
**PLEASE NOTE: ATTENDANCE ON THE NIGHT FOR THIS CLASS COSTS $15 TO BE PAID AT THE DOOR UPON ENTRY.**
**The MTS is committed to providing events that align with and further The three objects of The Theosophical Society:**
* To form a nucleus of the universal brotherhood of humanity, without distinction of race, creed, sex, caste or colour.
* To encourage the study of comparative religion, philosophy and science.
* To investigate unexplained laws of nature and the powers latent in the human being.
However this being stated, the MTS does not endorse any health, spiritual, science-related, philosophical or theological /other assertions or claims made by any facilitator we host.
SAP Professional Events This Week
Discover what is happening in the next few days
WHAT DOES IT TAKE TO BE SUCCESSFUL?
Have you ever felt or been told that it is too hard to be successful?
What does it take to stand out from the crowd, or be considered a professional?
Find out what it takes to succeed, whether it be in relationships, in a job or in creating your own business. What ever the area, you can be a professional. That is a fact.
This seminar will include topics, such as:
* Professionalism
* The Five Ways to Address a Problem
* How to "WEAR YOUR HAT"
* PLUS MORE
There will also be a personality test after the seminar is completed which will help to isolate which areas of your life need to be addressed, so that you can then improve on those areas!
The Creative Hustle: Monthly Community Drinks For Creative Professionals
Join us at our monthly networking drinks in May at our new venue, **Village Belle, St Kilda.**
*(Please note a ticket is now required to attend this event, these can be purchased via this link [here](https://www.eventbrite.com.au/e/social-drinks-for-creative-professionals-tickets-1989803804744?aff=oddtdtcreator&keep_tld=true)). You can read more on this below.*
Welcoming all professional visionaries, creators and artists in the Melbourne entrepreneur and creative scene. You may be a musician, writer, photographer, designer, model, dancer, comedian or perhaps you run a business in the creative field or anything in between.
The Creative Hustle is a social events group aimed at providing a hub for the professional artists, creatives and entrepreneurs of the Melbourne creative and arts scenes!
**(Please only attend if you fall in to these categories! There are plenty of other social meetups for people who do not have a creative hustle.)**
You know those conversations that just light you up? Make you remember why you started this journey and inspire you? This is where youâll find them.
This group is more than just networking, itâs about meeting people who are on a similar journey to you where you can share your experiences to support each other, make genuine friends and perhaps find some people to collaborate with too!
Creativity can be bombarded by digital interactions, and require us to spend hours alone to work on our craft, often leading many people to mental health issues and feelings of isolation and loneliness. The Creative Hustle believes in the power of genuine friendships and human connection. As creatives, we know that some of our greatest inspirations and collaborations stem from the bonds we form with one another. This group is equally about social networking as it is business.
Itâs time to stretch outside the comfort zone to forge new pathways in your profession all while building lasting friendships that enrich our lives in ways that only real connections can.
**NOTE ON TICKETS:**
I have always run Creative Hustle events for the last 3 years+ for free, and my mission has always been to keep them accessible for creatives. However I sacrifice time away from clients on Thursday nights, meaning that whilst keeping it accessible for others I haven't been able to keep it viable for myself. Moving forward, to keep it viable, cover costs of running the event, book better venues, help manage numbers and continue to attract people who are serious about what they do, I will be introducing a small fee. For this event your $20 ticket gets you a drink on entry (most house beer, wines and spirits are about $14-$15 at Village Belle) and the rest will be split across the above. Thank you for your understanding!
This format is very loose! Sometimes we follow, sometimes we let the conversation flow - it largely depends on sound levels at the venue:
15 min - General networking & social chat
30 min - 45 min - Round table intros: space for each person to share their creative endeavour for 1 min
15 min - Conversation & discussion cues (letâs chat on some deep topics with a stranger )
15 min - general networking & social chat
Iâm excited to meet you all!
I know that coming to a meetup and meeting new people can feel scary for some people but we are a very welcoming and open group and canât wait to meet new people. Most people that come to our events donât know anyone! Life is better with great people in it!
Shoot me a message if you have any questions or just want a point of contact before your first meetup
**Definition of a Creative Hustle:**
Something that you are pursuing either as a side business, full time business or professional/semi professional that involves you creating something from nothing.
If you are a: Musician, Dancer, Fashion Designer, Photographer, Videographer, Graphic Designer, Actor, Interior Designer, freelancer, business owner, work for a company within the arts industry, or anything else I have missed that qualifies as creative, then this Meetup is for you.
Please respect that this is a group for people who put their heart and souls in to their work, and not just a group anyone can come to for networking unless you fall into the above categories. Please message if unsure.
Look forward to meeting you at our next event!
\*\*\*
**CODE OF CONDUCT:**
1. You have a creative hustle which means you are pursuing something which requires you to create, and you are pursuing this professionally as your full time business, side business, you work in a creative industry or because you love it.
2. All members will show respect to other members and patrons in the meetup/event/venue. Respect can be shown by not boxing people out of conversations, welcoming all new and old members, not continuously interrupting people, not continuously speaking over the top of others, respecting someoneâs personal space and boundaries.
3. You must consider others in conversation and ensure it is two-sided, you may equally talk about your creative hustle as much as you are willing to ask somebody about theirs.
4. We encourage each other on our journeys and ask someone if they are open to advice before giving it. No one likes being told what they should do!
5. This is not a group or event to be used for dating. Contacts can be made on the basis of friendship or networking.
6. If anyone is made to feel uncomfortable for any of the above reasons, they should contact me directly.
7. People will not attend who are unwell, even if it is just a cold. People in this group rely on their health to show up to self-employed work, please do not put that at risk by showing up unwell.
8. Anyone who is understood to be breaching any of the above rules may be removed or banned from the group within reason. Some people may be given a warning, or if more serious, no warning will be given and people will be instantly removed.
Thank you all for your understanding and I look forward to seeing you at the next event.
Realâtime & Batch on Fabric
* **Topic:** Realâtime & Batch on Microsoft Fabric
* **Date:** Thursday 28th May 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:** Thoughtworks HQ Level 35/360 Collins St, Melbourne VIC 3000
* **Ticket:** Free of cost, however, registrations and RSVP are required!
* **Sponsor:** Thoughtworks
**Realâtime & Batch on Fabric**
This session presents the end state of a mixed realâtime and batch analytics platform on **Microsoft Fabric**.
Live event streams are handled using KQL/Eventhouse, enabling lowâlatency dashboards and operational insights with minimal processing overhead. In parallel, near realâtime and batch data is processed using governed, lightweight Fabric patterns designed for efficiency and scale.
The outcome is a single, capacityâaware Fabric platform where realâtime and analytical workloads coexist cleanly, with Power BI as the unified consumption layer.
**About The Speaker**
Arjun Shankar has over a decade of experience turning data challenges into scalable, cloud-first platforms that drive real business decisions. He has worked across banking, finance, transport, insurance, and energy, specialising in the Azure stack: Synapse, Data Factory, Databricks, PySpark, and Fabric.
From reducing platform costs, to accelerating delivery, and putting self-service analytics in the hands of the people who need it.
Outside work, he's usually out on a trail, training for his next marathon, or keeping up with two young boys.
Weâre excited to bring the Data Engineering Melbourne Meetup group together for an evening with Arjun and his insights!
From social clubs to strategyâunleashing true business value from communities.
Rebecka Isaksson and Lukas WĂŒnsch will give some impulses on and thereafter moderate a lively discussion to Communities of Practice (CoPs). The goal of the session would be to demonstrate and discuss how Communities of Practices can evolve beyond simple âsocial clubsâ to become engines of strategic value. The impulse outlines the basics of effective CoPs, showing how they enhance innovation, creativity, employee wellbeing, and, ultimately, organisational productivity and profitability. The speakers will make very sure to properly blend the basic input re Communities of Practice with their practical experience from Community work across sectors.
**Expected outcomes**
Participants will walk away with a clear understanding of what makes Communities of Practice truly effective - and how they can evolve from informal social groups into engines of strategic value. Through a mix of practical impulses and a lively, moderated discussion, the session will unpack how CoPs strengthen innovation, creativity, wellbeing, and organizational performance. Attendees will gain concrete insights grounded in realâworld community work across sectors, leaving with actionable ideas for building and sustaining Communities of Practice that actually make a difference
**Speaker Bios**
"Rebecka Isaksson is the Founder of KnowFlow Value and a Content AI & M365 Knowledge Strategist who helps organizations cut through content chaos and build knowledge practices that hold up in realâworld collaboration. A Microsoft MVP and former Director of Knowledge Management at Microsoft HQ, she brings more than 15 years of experience in designing governance and knowledge strategies that stay resilient long after the slide decks are closed. She hosts the Knowledge Fika podcast, where she blends Swedish fika with sharp, practical conversations on AI, collaboration, and knowledge in M365. Recognized as a Microsoft MVP in 2024, she continues championing ethical, humanâcentric approaches to AI adoption that move organizations forward without losing the plot.
"Lukas WĂŒnsch is a Knowledge Strategy and Organizational Development Leader who helps organizations build knowledge ecosystems and communities of practice that actually work in realâworld conditions. At MHP (global IT consultancy and subsidiary of Porsche AG), he focuses on strengthening knowledge flows, maturing communities, and designing service portfolios that scale in dynamic market environments without collapsing under cultural or structural friction. He writes regularly on the dynamics of effective knowledge work - from cultural debt to community leadership to the interplay between strategy and knowledge. Lukas is known for his clear, grounded perspective on what truly enables knowledge to move, grow, and create value inside complex organizations."
If you want to get up to speed on this topics before the meeting, jump on the [Knowledge Fika podcast and have a listen here](https://podcasts.apple.com/au/podcast/episode-31-from-knowledge-silos-to-engage-how-communities/id1744394778?i=1000758048806).
**Session Details:**
* **Date & Time:** 6:00pm AEDST, Fourth Wednesday of each month
* **Format:** Virtual session on Teams
* **Agenda:**
* 6-6:30 pm networking
* 6:30-7:45pm exploration of the topic
* 7:45-8pm wrap up
* 8pm dinner for those interested.
KMLF has run monthly, almost uninterrupted since 1998, serving the Victorian Knowledge Management community with close ties to Change Mgt, Records Mgt, Information Governance and Academic communities.
Influencing change with science as your friend
**Your workshop:**
Product managers are often working from incomplete information - a customer or leader asks for a change, but the real need underneath it isn't always clear. And even when ideas are strong and teams invest real effort, there's no guarantee that what gets shipped will actually change behaviour or become part of everyday practice.
This workshop is an opportunity to slow down for an hour and explore how behavioural and implementation science can help design the human side of your work.
From understanding what people are really trying to do, through to validating ideas, bringing your team along, and measuring impact that goes beyond the pilot phase.
We'll work through some practical frameworks and implementation science strategies for influencing change. You'll also have time to apply these to something from your own work and share with the group.
Come ready to think, discuss, and leave with something you can actually use.
Doors: 6pm
Start: 630pm
**Our workshop lead:**
[Dr. Alex Waddell](https://www.linkedin.com/in/alexandrawaddell/) is a behavioural and implementation scientist and the founder of CoFormed, a consultancy that partners with expert teams to turn excellent ideas into real-world impact. Alex brings expertise across behavioural science, implementation science, and service design to help teams design the human side of change by understanding what drives behaviour, what gets in the way, and what makes something part of everyday practice.
**Our Host:**
Zendesk https://www.zendesk.com
EUXMELB - May Meetup
With our next EUXMELB meetup on the 28th of May, I'm excited to announce that **Natalie Ellis, Partner and COO at The Product Bus, will be presenting 'Your skills *are* the product'.**
According to Harvard Business School 95% of new products launched every year *fail.* Natalie is here to argue that the reason for these failures isn't a lack of talent or tools, but because no one stops to ask whether the market actually wants or needs these things before shipping them. Online rhetoric discusses how AI is transforming the design, product and engineering worlds, but from her perspective, Natalie believes AI is actively multiplying the rate of failure because it's now possible to build something no-one asked for in an hour from your Mac mini.
Natalie is here to tell us why evidence-based, commercially focused product thinking is more critical than ever for countering the wasted time and resources spent shipping products no one asked for. She will explain why the skills designers and researchers already possess are the real commercial asset and how people in these roles can start treating them as such.
Natalie has spent her career turning consumer insights into product and commercial decisions across startups, enterprise, government digital services and institutional programs. Following a decade rising through a global market research agency, she jumped ship to an early-stage market research startup before spending several years as a product strategist designing and delivering national digital health services. As Partner & COO at The Product Bus she is passionate about helping founders, teams and businesses make real progress through evidence based decisions and passionate about helping them stress-test ideas before they commit to building. She escaped the city for rural life in the Alpine Shire several years ago where she has become an accidental pumpkin farmer and enjoys crocheting while watching crime drama.
Event will start at 5:30pm with Pizza, Drinks and networking with the talk starting at 6pm. We are in the Jenny Florence Room on Level 3 at The Ross House Association.
**Please enter code #TBC and come up to level 3 where you will need to enter the code again to gain access.**
This event is sponsored by [askable](https://www.askable.com/) ([https://www.askable.com/](https://www.askable.com/)) and Experience Design "UX" Agency [blueegg](http://www.blueegg.com.au/) ([http://www.blueegg.com.au/](http://www.blueegg.com.au/))
SAP Professional Events Near You
Connect with your local SAP Professional community
Ensuring Software Quality in the world of AI Developers - Matt Eland
**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**
Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod.
**YouTube Link**
TBD
ServiceNow Knowledge 26 Recap + Topgolf Happy Hour
Couldn't make Knowledge? Or want to debrief the dancing robots or Autonomous Workforce? Join us for a Knowledge '26 recap, insights sharing, a couple rounds of golf, and fun at Topgolf. As always, drinks and food will be provided. More details to come â mark your calendar, RSVP, and save your spot today!
Building a Voice Over Business
Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business.
This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, May 30, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.
Gold Star Business Networking
Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!
QA or The Highway 2026
QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry.
This is a ticketed event please register here:
https://www.qaorthehwy.com/
Featured Keynote Speakers:
**Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Masterâs of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\.
**Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.






















