Information Retrieval
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Frequently Asked Questions
Yes! Check out information retrieval events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the information retrieval events taking place this week here. Plan ahead and join exciting meetups throughout the week.
Absolutely! Find information retrieval events near your location here. Connect with your local community and discover events within your area.
Information Retrieval Events Today
Join in-person Information Retrieval events happening right now
After Work Social Mixer! VIP entry @ Story Toronto *No meetup fee* 🎉🥂🍾
Join Toronto’s leading founders, builders, investors, and creatives for a refined post-conference experience during Tech Week. Whether you’re a professional in a STEM field, an entrepreneur, or simply a music lover eager to connect with like-minded people, this is your night. Enjoy a blend of networking and nightlife as we dance and mingle at one of Downtown Toronto’s newest standout venues, Story Toronto. Come for the great vibes, stay for the even better connections.
What to expect:
Music
Immersive lighting + elevated venue vibe
Bar + late-night atmosphere
📍 Where: Story Toronto, 214 Adelaide St W
📅 When: May 28, 2026
🕕 Time: 7pm
💵 Cost: Absolutely FREE!
Plan before you build: Deterministic planning patterns for AI agents
Can your agents scale without bankrupting your API quota or your compute budget? Join this session to explore a production-ready architecture that uses the LLM Council pattern, Google’s Agent Development Kit (ADK) for Java and Spring AI, all deployed on Cloud Run. And discover how replacing probabilistic reason-and-act (ReAct) loops with LLM Council enable goal-oriented action planning (GOAP) creates agents that are not only smarter but also significantly lighter and faster – making them the perfect workload for serverless execution.
**About the venue**
Free Times Cafe has bistro-style seating and a full food and drink menu. Please consider helping to support the venue by planning to have supper during the talk.
**Speaker Bio**
Dan Dobrin is an App Architect in Google Cloud, helping customer teams adopt modern AI technologies, cloud-native patterns, practices and technologies in GCP.
Dan focuses on building GenAI applications, adopting AI coding assistance tooling with Gemini, Native Java Images, Spring AI, event-driven architectures, production-readiness and performance optimization.
Prior to joining Google Cloud, he has built highly scalable, low-latency, frameworks for technology, security and financial services organizations.
SPRING Toronto Film and TV Industry Networking & Social
HELLO EVERYONE !
It's this time of the month again : let's get together for a fun evening of networking in these slow industry times.
If you're available, please join us on the SECOND FLOOR of Urban House Kitchen & Bar, for your favourite Film and TV Networking evenings.
To book your free admission, go there : [https://tinyurl.com/TFIMay2026](https://tinyurl.com/TFIMay2026)
Rain, Shine or Blizzard, WE WILL BE THERE! AND THERE WILL BE PRESENTS :D
Of course, if you feel sick, have a fever, a cough, or don't feel comfortable with attending such an event post COVID times, please, don't put yourself and others in a bad position, and wait for the next one, because there will always be a next one. :D
Bring your smiles and business cards!
See you there !
DISCLAIMER : The organizers are not responsible for the potential stupid behaviour of some people, and you and us know that there is always a possibility of these happening, so by RSVPing to this event, you assume all responsibility and won't be able to hold the organizers responsible if anything happens that is related to your decision of attending.
================
MAY Toronto Film and TV Industry Social Evening
Thursday, May 28th 2026, 6PM
The SECOND FLOOR at Urban House Kitchen & Bar
718 Queen St E.
Toronto, ON M4M 1H2
The Safety Portfolio: Where Should AI Safety Effort Go?
**This is a ticketed event. Please register at [this lin](https://luma.com/trajec-bgfb)[k](https://luma.com/9cs5o16b).**
If AI is one of the most consequential technologies humans have built, then how we try to make it go well matters a lot. But "AI safety" includes a variety of approaches across technical research, governance, evals, international coordination, slowing things down, building better culture inside labs — and they're not interchangeable. Some of these matter much more than others, and reasonable experts disagree about which.
You'll get 100 points to allocate across seven safety interventions, weighted by how much expected reduction in catastrophic AI risk you think each one produces per dollar. Then we'll compare, argue, and try to get to the cruxes of where people's ideas about how we can be prepared for the future are.
Cortex Code (CoCo) hands-on lab
🚨📢 **Please register using this link:**
👉 https://usergroups.snowflake.com/e/mwgfby/
**Bring your laptop fully charged. No prior CoCo experience needed.**
Join the Snowflake Toronto User Group for **CoCo Labs** — a hands-on evening dedicated to **Cortex Code (CoCo)**, Snowflake's AI coding agent that takes data teams from natural language to production-ready code.
You'll get a live demo from Snowflake SMEs, guided hands-on lab time, and the chance to build real things: fix a data pipeline and create your first Cortex Agent — all through conversation with CoCo. Wrap up the night by showcasing what you built (only for the brave!), then stick around for networking and happy hour.
A light meal and refreshments will be served.
**Agenda 🗓️**
5:00 – 5:15pm - Arrival and check-in
5:15 – 5:30pm - Welcome + Cortex Code Overview
5:30 – 5:45pm - Account sign-up and set up of Cortex Code
5:45 – 6:30pm - Cortex Code Workshop
* Diagnose a stale pipeline, fix it, and onboard new sources
* Build your first agent: enable business users to ask natural language questions on our data
6:30 – 7:00pm - Explore Cortex Code on your own
7:00 - 7:20pm - Brave Soul Showcase
7:20 - 8:00pm - Networking & Happy Hour
After Work Networking! VIP entry @ Story Toronto *No meetup fee* 🎶🎉🍾🥂
Join Toronto’s leading founders, builders, investors, and creatives for a refined post-conference experience during Tech Week. Whether you’re a professional in a STEM field, an entrepreneur, or simply a music lover eager to connect with like-minded people, this is your night. Enjoy a blend of networking and nightlife as we dance and mingle at one of Downtown Toronto’s newest standout venues, Story Toronto. Come for the great vibes, stay for the even better connections.
What to expect:
Music
Immersive lighting + elevated venue vibe
Bar + late-night atmosphere
Inclusive AI in Practice: A Cross-Sector Roundtable
**Moving from Conversation to Implementation**
Artificial intelligence is rapidly reshaping workplaces, products, services, and decision-making systems across sectors. As organizations accelerate AI adoption, many teams are being asked to make high-impact decisions without clear governance structures, shared implementation standards, or practical guidance for assessing risk, accountability, accessibility, and long-term impact.
Across workforce, technical, and community contexts, organizations are grappling with how to ensure AI is implemented in ways that are inclusive, responsible, and grounded in real-world realities. HR professionals, AI practitioners, nonprofit leaders, governance stakeholders, and community advocates each hold critical perspectives on how AI systems can either reinforce existing inequities or help build more equitable futures.
This in-person QT Inclusive AI Roundtable brings together professionals across sectors for a facilitated cross-sector working session focused on one core question:
**What do organizations actually need in order to implement inclusive AI responsibly in practice?**
This session is designed as a collaborative implementation lab where leaders and professionals can explore the real-world challenges of implementing AI responsibly, share practical insights across sectors, and help shape the tools, frameworks, and approaches organizations need to move from theory into action.
Through guided dialogue, peer exchange, implementation exercises, and collaborative activities, participants will explore:
* where AI is already influencing organizational decisions and systems
* the governance, operational, and accountability tensions organizations are navigating
* how different sectors experience and define AI risks differently
* where misalignments and gaps currently exist
* what practical tools, frameworks, and supports are needed to move from theory into implementation
Grounded in queer-informed approaches to systems, safety, accessibility, and community-centred accountability, this session centers lived experience as a critical source of implementation insight. Participants will examine how AI systems can unintentionally reproduce invisibility, exclusion, surveillance, or harm when deployed without meaningful community grounding or governance structures.
This session is part of QueerTech’s broader initiative to move from conversation into practical implementation. Insights gathered through this roundtable will directly contribute to the development of community-informed toolkits, frameworks, case studies, and practical resources designed to support organizations implementing inclusive AI across sectors.
The session will include both implementation perspective-based discussions and cross-sector exchange, creating space for participants to deepen within their own organizational realities while learning from different approaches, constraints, and experiences across the ecosystem.
Participants are encouraged to bring:
* real organizational scenarios
* current implementation challenges
* governance questions
* operational tensions
* decision points they are actively navigating
**Following this roundtable, there is a QT Connect for the broader community at the same location in the evening.**
**Participants will Leave With:**
✨ A clearer understanding of the governance, operational, and accountability challenges organizations are currently facing in AI implementation
✨ Cross-sector perspectives on how AI risks, tensions, and opportunities are experienced differently across workforce, technical, governance, and community contexts
✨ Greater insight into the practical tools, frameworks, and supports organizations need to move from intention into responsible implementation
✨ New ways of thinking about inclusion, safety, visibility, and accountability through queer-informed and lived-experience perspectives
✨ Practical ideas, questions, and next steps to bring back into their organization, team, or community
✨ Connections with peers across sectors navigating similar implementation realities and decision-making challenges
✨ The opportunity to contribute to the development of future QT Inclusive AI resources, frameworks, and toolkits
This roundtable is supported by WAGE (Women and Gender Equality) Canada and by RBC’s approach to helping strengthen the capacity of Canada’s nonprofit sector.
**Who Should Attend**
This session welcomes professionals working across:
* HR, workforce, and organizational leadership
* AI, product, design, and technical systems
* Nonprofit, public, and community-serving organizations
* Governance, policy, accessibility, legal, and strategy roles
* Research, advocacy, and ecosystem-building spaces
No advanced technical expertise is required.
**Event Details**
📅 May 28, 2026
🕑 2:00 PM – 4:30 PM ET
📍 Toronto \| In Person
🗣 Language: English
**About QT Inclusive AI**
QT Inclusive AI is a national initiative designed to support professionals across Canada in understanding, assessing, and applying inclusive AI practices within real organizational contexts. Through curriculum, assessment tools, facilitated dialogue, and community-informed resource development, participants examine how AI systems are being used in practice and where risks, tensions, and opportunities are emerging.
The goal of QT Inclusive AI is to help translate responsible AI principles into practical implementation across technical and non-technical environments.
Read more on the QueerTech website:[ https://queertech.org/en/qt-inclusive-ai](https://queertech.org/en/qt-inclusive-ai)
If you have questions about the program, contact:
Amos B.
Program Manager, Community Learning and Development
amos@queertech.org
Sign up today!
Information Retrieval Events This Week
Discover what is happening in the next few days
Improv Class for New Friends
Don't be disappointed if you don't see a bunch of people attending. I advertise this on multiple platforms and the class usually sells out.
\*\*If you don't use Paypal, email me at ralph@socap.ca and we'll figure it out. You can pay be etransfer or with a credit card/cash at the venue.\*\*
Improv comedy uses several techniques to create laughter. These include, creating an atmosphere free of judgement, saying 'yes', active listening, being positive, putting your focus on others, and the importance of play and laughter.
Not coincidentally, these are the same things that happen to us naturally when we are bonding with another person.
In this class, we'll explore these techniques not with the goal of being funny, but with the goal of being people that other people want to be around.
The teacher, Ralph MacLeod, is a co-founder of two independent improv clubs in Toronto - Bad Dog Theatre and Social Capital Theatre. He's been teaching improv for over 30 years. He also teaches these same techniques to several organizations including UofT, Google, Kraft, Shopify and many, many more.
Please feel free to ask any questions you may have!
FAQs and Good To Know....
After every event, a group from this class sit down and have a drink together so be prepared to stay if you want! Of course, you don't HAVE to.
You also don't have to be single or bring a friend. The vibe of this class is much more 'making new friends' than a 'singles' mixer'.
We usually run to 8:15 so pay for extra parking!
dbt Meetup, Toronto Tech Week 2026 Edition!
Welcome to the dbt Meetup, Toronto Tech Week 2026 Edition!
dbt Meetups are networking events open to all folks working with data. Talks predominantly focus on community members' experience with dbt, however, you'll catch presentations on broader topics such as analytics engineering, AI, data stacks, data ops, modeling, testing, and team structures.
**To attend, please read the Health and Safety Policy and Terms of Participation: [https://www.getdbt.com/legal/health-and-safety-policy](https://www.getdbt.com/legal/health-and-safety-policy)**
Toronto Tech Week is a citywide celebration of the people building what’s next. From May 25–29, 2026, founders, investors, and builders come together for hundreds of community-led events across Toronto, connecting tens of thousands of people around Canadian tech. Torontotechweek.com.
**Agenda**
* 6:00 > Arrive, Eat, Drink, and be Merry (aka Socialize)
* 6:30 > Speaker 1 and 2 presentations
**Instructions**:
* Meet at entrance and someone will escort you for check-in
**Speaker Sessions:**
**1st Speakers:**
* [Josh Harris](https://www.linkedin.com/in/josh-harris-86188983/), founder of AnswerLayer.
* **Topic**: Open Semantic Interchange shipped in January 2026 with dbt Labs as one of the co-leading vendors. OSI v1.0: what it is, why it exists, and what it means for dbt users.
**2nd Speaker:**
* [Daria Sukhareva](https://www.linkedin.com/in/dariasukhareva/), creator of [kWwhat](https://www.linkedin.com/company/108154470)
* **Topic:** Let’s chat: grounding ChatBI with dimensional models, semantic models, and rules - why your AI shouldn't be connecting dots.
Reach out if you're interested in volunteering/speaking!
➡️ Join the dbt Slack community: [https://www.getdbt.com/community/](https://www.getdbt.com/community/)🤝For the best Meetup experience, make sure to join the #local-toronto channel in dbt Slack ([https://slack.getdbt.com/](https://slack.getdbt.com/)).
dbt is the standard in data transformation, used by over 40,000 organizations worldwide. Through the application of software engineering best practices like modularity, version control, testing, and documentation, dbt’s analytics engineering workflow helps teams work more efficiently to produce data the entire organization can trust. Learn more: [https://www.getdbt.com/](https://www.getdbt.com/)
Sunday Night with Friends! (Dinner, Cocktails and Conversations)
Hello everyone,
I'd like to invite you out to our **Sunday Night with Friends-Dinner, Cocktails and Conversations** get together.
-Reserved seating, friendly people, good conversation and great food awaits!
So please plan to join us if you can :)
\*Joined by my other groups too; so we can anticipate a fantastic evening
**Time: 6:30 p.m. -9:30 p.m.**
**Location:** La Carnita - Good Fortune Bar (Main Floor)
**Address:** 130 Eglinton Ave. Toronto, ON M4P 2X9
Free Paring on Eglinton on Sundays on the North Side (Just East of the Restaurant)
Event Details Bellow:
Sincerely,
Steve Flemming
(Organizer/Host)
Event Details:
**Sunday Night with Friends! (Dinner, Cocktails and Conversations)**
-The great thing about this dinner party is you're free to move around to different tables and meet the other members too throughout the evening
**Dinner Party Topics** may include but not limited too: Travel, Culture, Spirituality, Relationships, Modern Dating, Life after Marriage, Work/Life balance, Art, Technology, Economy, Music, Movies, Sports, Fashion, Hobbies, Books, Psychology, Philosophy, the Future, History, Pop Culture, Theatre, Living the Good life etc.)
**Arrival Time:**
\*Join us any time between 6:30 pm and 7:15 pm (if you can) for a fun and highly interactive evening as we get to know the members over dinner and great conversations (of your choice)
Event goes until roughly 9:30 pm (stay later if you like)
**Event Fee:**
5 dollars (cash only please) (HST included)
or in advance by e transfer to **[steveflemming11@gmail.com](http://steveflemming11@gmail.com/)**
\-\-\-\-\-\-\-\-\-\-\-\-
**Friendly Reminder:**
\*One beverage or appetizer minimum to support the venue- this is greatly appreciated :)
\-\-\-\-\-\-\-\-\-\-\-\-
**Parking Available:**
\*Plenty of free street parking on Eglinton and (Residential area south/east of venue for free)
**Close to Subway Station:**
\*Also right beside the Yonge/Eglinton subway station
\-\-\-\-\-\-\-\-
Beach Volleyball All level Learn and Play
Join our WhatsApp group
[https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ](https://chat.whatsapp.com/F7838OJWfkiAlMEyNffVfZ)
Welcome to beach volleyball All Level Learn and Play Event in Spanish Banks. If you never play before but want to, no worry, you can learn basic skills over here. All the equipment is prepared. This event is for come to meet new friends, improve your volleyball skill and build your team. **Only 20 spots**
**If you can HOST our volleyball event, peope learn basic Skills from you. Reserve as HOST, get paid**
* People will **learn basic skills and rules from** **Our Host Leon** in the first hour.
* In the next hour, we will be divided into the different teams to play on the court.
* People who purchase the summer pass will be put into the same team, play with your same team players and build your team.
**Drop In $10**
**Flash Sale 2026 All summer Pass $69**
and May 17 2026 - Sep 6 2026 Sunday (No Events in Holiday or Raining)
[https://www.extremelyshy.com/toronto&RAP1VF](https://www.extremelyshy.com/toronto&RAP1VF)
**Book online only**, you will receive details and contact information in your confirmation email. Show your QR code to our host Natalie to verify.
Legal Stuff - Liabilities, Obligations, and Responsibilities
We are a group composed of volunteers. We are NOT a professional organization or pro trail guides and/or pro event organizers. However, as a group of friends and acquaintances, we will look out for each other. The organizer and any/all assistant organizers and other attendees are in no way responsible and liable for your personal safety and health state, before, during, and at any time after this event. By RSVPing "Yes", for this event, You acknowledge that you fully understand and accept the aforementioned conditions and following event attendance conditions and, you are solely responsible for your health, safety, and well-being before, during, and at any time after the event as stated previously. All attendees shall forever hold harmless the organizers and other attendees and unconditionally waive any liabilities resulting from attending and/or participating in this event
#94: AI 双面圆桌派 02 ~ AI 时代的理财之道
你有没有试过,让 AI 帮你解释 ETF、看一只股票、算退休,或者判断该不该提前还房贷?
它说得很快。
也很像那么回事。
但理财最难的,常常不是看懂一个产品。
而是看清自己的约束:收入、家庭、税务、房贷、风险承受力,还有你晚上能不能睡得着。
这一场,我们继续用「AI 双面圆桌派」的方式,聊 AI + 理财。
我们会聊几个普通人真的会遇到的问题:
* AI 能帮我们省下哪些查资料、做比较、读文件的时间?
* 为什么同样收入、同样资产的两个家庭,答案可能完全不同?
* AI 给出的投资观点,普通人可以怎么验证,而不是直接相信?
* 金融平台越来越智能之后,效率、推荐和用户保护之间怎么平衡?
* 当金融骗局从群发话术变成个性化关系,我们该如何提高警觉?
这不是一场投资课。
也不会给个股推荐。
我们更想聊的是:
AI 可以帮我们更快看懂信息,但它不能替我们承担后果。
***嘉宾介绍***
**Melinda Hu, CFP**
加拿大 CFP 注册财务规划师,拥有 20 年中加税务与财富规划经验,专注小企业与家庭的税务及退休规划。她长期关注 AI 对财务规划行业的影响,也关注在技术快速变化的时代,人们如何重新理解财富、风险与安全感。
**Alex Luo**
资深 IT 软件架构师,15 年深耕云技术、AI 人工智能与科技金融行业。金融创业 5 年,致力于中产阶级财商教育和理财服务,关注 AI 在金融行业的应用和发展。
***About Startup4Chinese***
Started in August 2017, Startup4Chinese's mission is to INSPIRE, EMPOWER, and CONNECT entrepreneurial minds not only among Chinese but beyond. We want to inspire your passionate entrepreneurship spirit, empower your brilliant startup idea, and connect you with your future reliable partner. We value Openness. We provide Pragmatic topics. We want to help you succeed!
***关于OneHub***
OneHub商业咨询是一家领先的加拿大咨询公司,提供商业咨询和顾问服务,帮助中小企业增长和成功。该公司以其战略咨询方面的专业知识而闻名,包括商业计划、市场研究、财务建模和数字化转型。创始人Eddie Lee有30多年企业实务经验,他注意到创业者常常面临相同的问题。OneHub团队,就是要为为初创企业或中小型企业遇到的问题提供全面解决方案。
***About OneHub***
OneHub Business Consulting is a leading Canadian consulting company that provides business consulting and advisory services to help small and medium-sized enterprises grow and succeed. The company is known for its expertise in strategic consulting, including business planning, market research, financial modeling, and digital transformation. Founder Eddie Lee has over 30 years of practical experience in the corporate world and noticed that entrepreneurs often face similar problems. The OneHub team aims to provide comprehensive solutions for the issues encountered by startups or small to medium-sized businesses.
We’re Back! 🔥 DevOps Toronto In-Person Meetup
**DevOps Toronto is officially back, and we’re kicking off 2026 with an in-person meetup!**
After a pause, we’re excited to bring the community together again for an evening of learning, connection, and great conversations 🤝
This is a great chance to reconnect and meet fellow DevOps, cloud, and platform engineering professionals in Toronto.
**What to expect:**
🎤 **2 technical sessions**
1. Crawl, Walk, Scale: Building Maturity into your internal development platform by Jeferson pereira
2. Bring Your Own AI: Running LLM Models in Your Lab by Alexander Kharkevich
🤝 **Dedicated networking time** with the community
💡 Real-world insights, hands-on learnings, and meaningful discussions
**📅 Event Details:**
📅 **Date:** 28th May 2026
⏰ **Time:** 5:00 to 7:30 PM EST
📍 **Venue: 7th Floor, AWS Office,** **18 York St, Toronto, ON M5J 0B2, Canada**
**🎤 Interested in speaking?**
We’re actively looking for speakers to take the stage and share their experiences with the community.
👉 **Submit your talk here:** [https://sessionize.com/devops-toronto-2026/](https://sessionize.com/devops-toronto-2026/)
✨ Let’s bring the DevOps Toronto community back stronger than ever.
🔒 **Note:**
This is a **community-driven event**. We respect your privacy and **will never share attendee information for any monetary or promotional purposes**.
Information Retrieval Events Near You
Connect with your local Information Retrieval community
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 — mark your calendar, RSVP, and save your spot today!
Data & Analytics Wednesday - Finding Product Insights
**The Behavior Gap: Where Products Win or Lose**
Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap.
Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn:
* Why understanding customer behavior is a quant and qual challenge
* How to spot the signals that actually predict behavior change
* Where AI accelerates insight, and where it creates distraction
* How to get meaningfully closer to customers, without adding more tools
This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work.
**About Our Speaker**
[Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use.
Thanks to our 2026 sponsors:
[Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro)
More info at [cbusdaw.com](https://cbusdaw.com)
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**
https://youtube.com/live/BltmWMH1zG0?feature=share
DoJo (Informal Python Meeting)
**Latest Dojo Location!**
**Knotty Pine Brewing**
1765 W 3rd Ave,
Columbus, OH 43212
We're going to try a new dojo location for a few weeks and see how it works
Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead.
We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community.
https://forms.gle/ehSfUAC2WgR34Crq9
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 Master’s 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\.
June 2026 AWS Columbus - Topic to be announced
Topic to be announced.
**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





















