Connection To Source
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AI + Streaming: Practical Architectures That Work
We're excited to bring the community together for an evening of learning and connection!
Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security.
**Date and Time:**
Thursday, March, 12th from 5:30-7:30 pm
**Agenda:**
* 5:30 pm: Doors open; say hi, grab a seat, and eat some food.
* 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare
* 6:30 pm: Q&A
* 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent
* 7:10 pm: Q&A
* 7:20-7:30 pm: Networking & refreshments
**Talk Abstracts:**
**"Building Agentic AI on ELK stack"**
Story how I built AI Agent using pure ELK + LLM to automate incidents investigations
1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK
2. Building simple AI Agent using pure Logstash pipelines
3. Building advance AI Agent using Ruby plugin
4. Connecting AI Agent to Elastic AI Assistant
**Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper.
**"One Does Not Simply Query a Stream"**
Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures.
**Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available.
As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps.
Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning.
Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy.
**Location:**
Improving Office
171 East Liberty St
Unit 235
Toronto, Ontario M6K 3P6
**Directions (171 E Liberty St - Suite 235)**
**By transit**
Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office.
**By car/parking**
On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street.
**Entrance**
The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.
🚀 Evening: Building New Connections.
(Inside Captains Snooker Club)
Forge meaningful bonds and expand your network at our vibrant community gathering! This isn't just another event; it's an opportunity to connect with like-minded individuals in a relaxed and inspiring atmosphere.
Imagine an evening filled with engaging conversations, shared laughter, and the beginning of powerful new collaborations. You'll discover fresh perspectives, unlock potential opportunities, and strengthen your professional and personal circle within the Synergy Hub community. Don't miss out on crafting unforgettable moments and building your invaluable support system.
For added fun and easy ice-breaking, attendees will have access to shared pool tables, creating a casual and interactive way to connect throughout the evening.
• Expand your professional and personal network
• Discover potential collaborations and opportunities
• Gain fresh insights and diverse perspectives
• Strengthen your sense of community and belonging
🎟 $12 Admission — includes shared pool table access
🧑🤝🧑 Open to all! Limited to 35 attendees – secure your spot now!
🗓️ Every Thursday, 7:00 PM
📍 966 Dundas St E, Mississauga, ON L4Y 0B2
🤝 Curated networking activities for easy connection
Come for the connections.
Stay for the community.
Leave with lasting relationships.
Aligning Brain-Like AGI
This is a ticketed event. Please register at [this link](https://luma.com/hpn010ze).
Future AI systems could have action-guiding and learning systems which may plausibly resemble those of current human or animal brains. What might it take to make these systems safe? In this presentation, David Atanasov will talk about the work from people who have thought about aligning these hypothetical future systems.
**Event Schedule**
6:00 to 6:30 - Food and introductions
6:30 to 7:30 - Presentation and Q&A
7:30 to 9:00 - Open Discussions
If you can't attend in person, join our live stream starting at 6:30 pm via [this link](https://www.youtube.com/@Trajectory-Labs/live).
AI + Streaming: Practical Architectures That Work
IMPORTANT PLEASE RSVP: https://www.meetup.com/elastic-toronto-user-group/events/313240174/?eventOrigin=group_upcoming_events
We're excited to bring the community together for an evening of learning and connection! Come support your fellow developers, learn something new, and meet others who are passionate about search, observability, and security.
**Date and Time:**
Thursday, March, 12th from 5:30-7:30 pm
**Agenda:**
* 5:30 pm: Doors open; say hi, grab a seat, and eat some food.
* 6:00 pm: Building Agentic AI on ELK stack, by **Gleb Gadyatskiy**, Principal Engineer at PointClickCare
* 6:30 pm: Q&A
* 6:40 pm: "One Does Not Simply Query a Stream", by **Viktor Gamov** is a Principal Developer Advocate at Confluent
* 7:10 pm: Q&A
* 7:20-7:30 pm: Networking & refreshments
**Talk Abstracts:**
**"Building Agentic AI on ELK stack"**
Story how I built AI Agent using pure ELK + LLM to automate incidents investigations
1. What is AI Agent, ELK and why I decided to build AI Agent using only ELK
2. Building simple AI Agent using pure Logstash pipelines
3. Building advance AI Agent using Ruby plugin
4. Connecting AI Agent to Elastic AI Assistant
**Gleb Gadyatskiy** is a Principal Engineer at PointClickCare. He is a part of the Infrastructure Architecture team and describes his role as “the first line in attack and the last line in defense”. Gleb provides support for all teams to aggregate logs from various apps into Elasticsearch, use AI to get insights from logs and actively promotes Elastic stack in PointClickCare. Gleb enjoys outdoor traveling with his wife and two kids in a camper.
**"One Does Not Simply Query a Stream"**
Streaming data with Apache Kafka® has become the backbone of modern applications. While streams are ideal for continuous data flow, they lack built-in querying capabilities. Unlike databases with indexed lookups, Kafka’s append-only logs are designed for high-throughput processing—not for on-demand queries. This necessitates additional infrastructure to query streaming data effectively. Traditional approaches replicate stream data into external stores: relational databases like PostgreSQL for operational queries, object storage like S3 accessed via Flink, Spark, or Trino for analytics, and Elasticsearch for full-text search and log analytics. Each serves a purpose—but they also introduce silos, schema mismatches, freshness issues, and complex ETL pipelines that increase system fragility. In this session, we’ll explore solutions that aim to unify operational, analytical, and search workloads across real-time data. We'll demonstrate stream processing with Kafka Streams, Apache Flink®, and SQL engines; real-time analytics with Apache Pinot®; search capabilities with Elasticsearch; and modern lakehouse approaches using Apache Iceberg® with Tableflow to represent Kafka topics as queryable tables. While there's no one-size-fits-all solution, understanding the tools and trade-offs will help you design more robust and flexible architectures.
**Viktor Gamov** is a Principal Developer Advocate at Confluent, founded by the original creators of Apache Kafka®. With a rich background in implementing and advocating for distributed systems and cloud-native architectures, Viktor excels in open-source technologies. He is passionate about assisting architects, developers, and operators in crafting systems that are not only low in latency and scalable but also highly available.
As a Java Champion and an esteemed speaker, Viktor is known for his insightful presentations at top industry events like JavaOne, Devoxx, Kafka Summit, and QCon. His expertise spans distributed systems, real-time data streaming, JVM, and DevOps.
Viktor has co-authored "Enterprise Web Development" from O'Reilly and "Apache Kafka® in Action" from Manning.
Follow Viktor on X - @gamussa to stay updated with Viktor's latest thoughts on technology, his gym and food adventures, and insights into open-source and developer advocacy.
**Location:**
Improving Office
171 East Liberty St
Unit 235
Toronto, Ontario M6K 3P6
**Directions (171 E Liberty St - Suite 235)**
**By transit**
Streetcars 504 and 509 both travel close to the office (less than 10 minute walk to the office from either), the lakeshore GO train is also a 5 minute walk from the office.
**By car/parking**
On street parking is available - there are a handful of paid parking spots directly in front of the entrance - with a large city parking lot across the street.
**Entrance**
The entrance to the office is beside the Bulk Barn entrance facing Hannah Street. There is an Improving logo on the door.
AI Meetup (March): GenAI LLMs and Agents
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.
Fun & easy way to play more tennis (please read event description for details)
We’re still working to get more people into these Meetups, but our goal is to give PlayYourCourt members a few social tennis outings each week in addition to your practice sessions and Challenge League matches.
These Meetups are co-ed, super laid back, and all skill levels are welcome. Post your skill level and a suggested court in the comments section so we can round up as many players as we can for some tennis fun!
Also, if you’re looking to meet new practice partners or play some matches and you aren’t already in the PlayYourCourt Community, you can go here to see what we’re all about and sign up:
https://www.playyourcourt.com/tennis-community/toronto-ON/meetup/
If you love tennis, we’d love to have you! Be sure and watch the quick video that explains how everything works.
Happy hitting!
- Scott
AI Meetup (March): GenAI LLMs and Agents with Docker
Important Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026031214) (Due to room capacity and building security, you must pre-register at the link for admission)
**Description:**
Welcome to the AI meetup in Toronto. Join us for deep dive tech talks on AI, GenAI, LLMs and Agent, hands-on experiences on code labs, workshops, and networking with speakers and fellow developers.
**Speakers/Topics:**
\- Eli Aleyner \(Docker\)
Stay tuned as we are updating speakers and schedules. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA)
**Sponsors:**
We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 10,000+ AI developers in Toronto or 500K+ worldwide.
Connection To Source Events This Week
Discover what is happening in the next few days
How to start your first business? 👀
Millions of people dream about starting a business.
Most never begin. 🙊
This meetup is for people who have been thinking about starting a business but feel stuck between ideas, fear, and too much information.
In one session we’ll break the illusion of “perfect timing” and show how real businesses actually start — messy, simple, and much sooner than most people think.
If you’ve been saying “I’ll start soon” for months or years, this event is your moment to finally begin. 🚀
Code Diversity × TigerBaby: Clay & Connection [🚨RSVP on LUMA🚨]
🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/wzaj4vzy). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/wzaj4vzy
**$90 · TAX INCLUDED — LUMA RSVP + PAYMENT REQUIRED TO CONFIRM YOUR SPOT**
To reserve your spot, please **e-transfer $90 to**
📧 **techtankto@gmail.com**
Registration is **confirmed only once payment is received**.
Please include your **full name + “Code Diversity Clay & Connection”** in the transfer note.
Spots are limited and will be filled on a **first-paid, first-confirmed** basis.
is.
***
This winter, we’re doing something a little different.
For International Women’s Day, join **CodeDiversity ×** [TigerBaby](https://www.instagram.com/tigerbabycc) for a cozy, hands-on **pottery + coffee social** designed for **women and non-binary folks in tech** who want to connect, slow down, and have some fun.
Instead of our usual discussion-based meetup, this event is intentionally low-pressure and creative — a chance to step away from screens, work with your hands, and spend time in good company.
We’ll spend the afternoon:
* sharing coffee and conversation
* getting our hands dirty with clay *(no experience needed)*
* escaping winter isolation in a warm, welcoming space
* making new connections — **without networking pressure**
***
🧱 What’s Included
Your **$90 (tax included)** covers:
* A guided pottery workshop led by [TigerBaby](https://www.instagram.com/tigerbabycc)
* All materials
* Firing of your finished piece
***
🕰 Schedule
**11:00 – 11:30**
Welcome + mingle — grab something to eat or drink
**11:30 – 1:30**
Pottery workshop
**1:30 – 2:00**
Clean-up + wrap-up
📍 **Creeds Coffee Shop**
***
[TigerBaby Coffee & Clay](https://www.instagram.com/tigerbabycc) is a Toronto-based creative brand rooted in slowing down, working with your hands, and finding joy in everyday rituals. Founded by siblings Sarah—a ceramics artist—and Thomas—a self-proclaimed specialty coffee nerd—TigerBaby brings together craft, care, and community.
In this hands-on pottery class, you’ll create your own ceramic mug from start to finish using hand-building techniques. This workshop is beginner-friendly and designed to feel calm, welcoming, and unhurried. You’ll be guided through shaping, attaching a handle, and refining your form, with plenty of time to explore the process and make the mug your own.
Quick reminders:
* This event is intended for **women & non-binary folks**
* No prior pottery experience required
* Attendance is confirmed **only after e-transfer is received**
* Please make sure your **RSVP name matches your e-transfer name**
If you’re craving connection, creativity, and a softer way to mark International Women’s Day, we’d love to have you join us!
**Important Notes for RSVPs** We’re introducing a few questions when you RSVP to help us manage space and ensure an inclusive environment:
**This is a space created to support people who are underrepresented in tech.** We ask **cisgender men** (men who were assigned male at birth and identify as male) to respect this and not attend.
**Photography & Video Disclaimer:** By attending this event, you acknowledge and agree that photographs and/or video recordings may be taken. These may be used for promotional purposes, including social media, websites, and other marketing materials. If you do not wish to be photographed or recorded, please inform the event organizer upon arrival.
**Organized by TechTank**
Let’s continue fostering diversity, inclusion, and innovation in tech—this month and beyond!
**Join our vibrant community for the latest updates and continued discussions:**
[https://linktr.ee/techtankto](https://linktr.ee/techtankto)
Mob Programming at Mofer Coffee
Let’s do some coding together at a cafe! No more working alone in the weekend. Here, we write code together. And I mean together together. Not occupying-the-same-space-but-separate together.
Here’s how it works: Jennifer brings her mobile app project, tells everyone that it is like Pinterest for recipes and she’d like to work on the nav bar. Paul and Chloe think Jennifer's project is fascinating, and they join the group. They gather around Jennifer’s laptop and work on the nav bar for 2 hours. Jennifer is the one typing out the code while Paul and Chloe research, brainstorm, and offer suggestions.
If you’re feeling stuck on your own project or need a motivation boost, bring it to mob programming!
Want to learn by watching how others code and solve problems? Join someone else’s project at this event!
Oh and we love your half-done projects that you are a bit embarrassed to share. Absolutely bring those to the event!
**Discord**:
We use Discord to share screen & code snippets during the event. Also feel free to share your projects here before the event!
https://discord.gg/Da9fZFxPfs
**Event policy**:
* We have 0 tolerance for harassment.
* We don’t allow the projects that are not meant to be shared in public such as school assignments, interview tasks, or trade secrets.
* The goal is to write code. We discourage you from pitching business ideas here, doing code reviews, or spending the whole event on planning what to do.
* Please buy a drink, and tip the barista well.
Fast Friending: Meaningful Connections! (21-40/Happy Hours/Bring a lady free)
In a diverse, fast-moving city like Toronto, it’s easy to be surrounded by people yet still feel unsure where to start when it comes to making new friends. As adults, our routines get full, circles get smaller, and meaningful connections don’t just happen by chance.
That’s why our Fast Friending evenings in Toronto are created with intention — to give you a comfortable, welcoming space to meet others who are also looking for genuine friendships. If you’ve been wanting deeper connections but didn’t know where to begin, this is your place to start.
**Book tickets now & save money -**
[https://toro14thmarch.eventbrite.co.uk](https://toro14thmarch.eventbrite.co.uk)
\*You can use any debit or credit card to purchase your ticket at PayPal checkout. It will ask you for your email address but that is only to send you a receipt. You do not need a PayPal account.
EVENT COST:
Early Bird - CAD$ 10 per person
Regular Ticket - CAD$ 15 per person
Cash at meetup - If you have not purchased your ticket in advance then you can pay CAD$ 20 cash when you meet Sonia at the venue.
**Our venue for the evening** \- We have a reserved area where our members can meet each other in a supportive environment\.
**Here’s how your evening will flow:**
**7:00 PM – Welcome**
Arrive at 7:00 PM and be welcomed by your host, Sonia, who will guide the evening and help with introductions. Feeling shy? Come a little early and she’ll ease you into small-group conversations. You’re also welcome to bring a lady friend along for free.
**7:30 – 8:30 PM \| Fast Friending**
Chat with a new attendee every 3 minutes, ensuring you meet a variety of like-minded ladies and gentlemen.
**After 8:30 PM \| Open Mingling**
Reconnect with those you enjoyed speaking to and continue meaningful conversations at your own pace
\- We are not a close knit tight group\. Our evenings are warm and comfortable for members attending for the first time and those coming alone\. You will not feel alone\!
\- We have many groups in this city\. Members of our other groups who RSVP are included as guests of the organisers in order to give you an indication of expected people\.
\- This evening is for ladies and gents in the 21 to 40 age group\. While some will be at the younger end of this range there will also be others at the other end of the range and lots in\-between\! You will naturally gel with others of your own age range and so you will always find many attendees who fit your range\.
\- We are not a 'dating' group\. We are focused on helping ladies and gents meet other like minded ladies and gents\. You will generally find a good gender balance \(maybe not perfect\) at all our events\.
**Why do we have tickets?**
1. Cover our costs - Our host is compensated for their time and work. We also pay meetup and have dedicated staff to manage our events, hosts, venues and communication.
2. Group Safety - By securing your ticket we have a record and you contribute to a well organized evening where everyone is more committed and better behaved.
3. Management - Tickets help us better manage attendee group size, book suitable space and activity.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
ABOUT [fastfriends.co.uk ](https://fastfriends.co.uk/)-
We have connected members successfully for the past 10 years in over 30 cities (operating as Expatsclub, MeetConnectDevelop and fastfriends.co.uk).
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
You can contact our founder Dan on +447715705005 with any questions or ideas.
\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-
**Here are some videos which will give you some guidance and comfort to make your attendance more productive.**
Secrets for socialising at our meetups - [https://bit.ly/44ZdVwx](https://bit.ly/44ZdVwx)
Making new friends -[ https://bit.ly/455TsWY](https://bit.ly/455TsWY)
How to make people like you instantly - [https://bit.ly/3Vj5PeT](https://bit.ly/3Vj5PeT)
Members review - [https://bit.ly/3yHfu6d](https://bit.ly/3yHfu6d)
The Bible Timeline Study
Each week there is some recommended readings to be done before we meet. **Please see the attached schedule for this week's readings.**
The Bible Timeline® study program takes you on a guided journey through salvation history. Presenter Jeff Cavins will show you how fourteen of the Bible’s narrative books tell the biblical story from beginning to end and will give you the keys to understanding the amazing story woven throughout Scripture.
The Bible Timeline will teach you how to read and understand the entire Bible and introduce you to the wonderful narrative of Scripture in a way that will transform your life.
The online material can be bought online through the link below (optional). However, each session we can share copies for you to have discussion questions in class and reading guideline for the next session.
https://ascensionpress.com/products/the-bible-timeline-the-story-of-salvation-online-video-access
Frantz Fanon, Race, and Social Pathology
In a moment in which anti-migrant rhetoric, ethnonationalism, and authoritarian populisms are on the rise, it becomes increasingly important that political theorists do more than offer a moral indictment of racism and xenophobia. In this talk, I contend that Frantz Fanon’s sociogenic approach to the critique of ‘race’ and racialization makes a valuable contribution, even in postcolonial conjunctures that have moved beyond colonialism’s crude Manichean binaries. I read Fanon as a diagnostician of the social pathologies produced by colonialism and white supremacy, showing how he worked from the colonized subject’s experiences of inferiorization and the colonizer’s experiences of racial superiority and *self-mystification* to advance a negative critique of racial hierarchies.
Sarah Bufkin
https://www.birmingham.ac.uk/staff/profiles/gov/bufkin-sarah
Assistant Professor in Political Theory
Department of Political Science and International Studies
University of Birmingham
**About the Speaker:**
My research sits at the intersection of antiracist political theory and Critical Theory, including that of the German Frankfurt School, French poststructuralism, and the British Birmingham School of Cultural Studies. I am currently working on a book project focused on Frantz Fanon's sociogenic method of antiracist critique. Drawing in part on my doctoral thesis, I argue that the failure to theorize 'race' has substantial consequences for continental political theory including but not limited to understanding the reproduction of racial injustice. I have also written on the politics of voice and visibility in the U.S. and Northern Ireland. More broadly, I am interested in feminist thought, social epistemology, and continental philosophies of self and Other.
**\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \***
This is a talk with audience Q&A presented by the University of Toronto's Centre for Ethics that is free to attend and open to the public. The talk will also be streamed online with live chat here [to be posted].
About the Centre for Ethics (http://ethics.utoronto.ca):
The Centre for Ethics is an interdisciplinary centre aimed at advancing research and teaching in the field of ethics, broadly defined. The Centre seeks to bring together the theoretical and practical knowledge of diverse scholars, students, public servants and social leaders in order to increase understanding of the ethical dimensions of individual, social, and political life.
In pursuit of its interdisciplinary mission, the Centre fosters lines of inquiry such as (1) foundations of ethics, which encompasses the history of ethics and core concepts in the philosophical study of ethics; (2) ethics in action, which relates theory to practice in key domains of social life, including bioethics, business ethics, and ethics in the public sphere; and (3) ethics in translation, which draws upon the rich multiculturalism of the City of Toronto and addresses the ethics of multicultural societies, ethical discourse across religious and cultural boundaries, and the ethics of international society.
The Ethics of A.I. Lab at the Centre For Ethics recently appeared on a list of 10 organizations leading the way in ethical A.I.: https://ocean.sagepub.com/blog/10-organizations-leading-the-way-in-ethical-ai
AgentCon 2025: Toronto
On March 14th, 2026, [AgentCon](https://www.linkedin.com/search/results/all/?keywords=%23agentcon&origin=HASH_TAG_FROM_FEED) lands in Toronto, bringing together developers, engineers, and innovators shaping the future of AI agents.
Expect deep‑dive talks, hands‑on learning, practical demos and plenty of networking with the AI community.
This isn’t just another AI event, it’s where builders meet to talk real code.
✅ Ready to build the future? Register Now: [https://lnkd.in/dX5AVXRw](https://lnkd.in/dX5AVXRw)
Connection To Source Events Near You
Connect with your local Connection To Source community
CONNECTED Westerville Mastermind Group
Join the CONNECTED Westerville Mastermind Group for a dynamic afternoon of B2B networking! This event is perfect for professionals looking to expand their business connections, share insights, and foster collaboration within the community. Whether you are a seasoned entrepreneur or just starting out, this event offers a valuable opportunity to exchange ideas, build relationships, and grow your network in a supportive environment. Connect with like-minded individuals, explore potential partnerships, and discover new opportunities for professional growth. Don't miss out on this chance to enhance your business network and take your career to the next level with CONNECTED Westerville Mastermind Group! We meet the 4th Monday of every month from 11am-1pm. Welcome and general networking from 11am - 11:30am with core meeting 11;30 - 12:30 and a final round of networking from 12:30 - 1pm.
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way.
In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents.
In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding.
What You'll Learn - Core Kiro concepts and development philosophy
Feature evolution: pre and post re:Invent 2025
Practical examples: API creation, hooks, and steering docs
Live coding demonstration with real-time problem solving
Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows.
**Speakers Bio:**
Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale.
[https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/)
Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry.
Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives.
Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation.
https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/)
**THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/
**DIRECTIONS**
Franklin University
Fisher Hall
300 E. Main St, Columbus, OH 43215
Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8
Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map.
NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct.
**Want to sponsor the pizza and/or bar tab?**
Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Free In-Person Event: Handle Self-Confidence & Motivation to Achieve Your Goals
This is an in-person meeting.
Would you like to know the Real You, not just a shadow of yourself? Does your life energy feel somehow trapped within? Does your self-confidence get easily shaken? Do you get in the way of your own goals? We will discuss the real source of all this, what holds you back in life, and how to handle it so you can achieve more successful and happier living.
Perhaps you get weighed down with negative emotions you can't seem to shrug off. Or find yourself doing strange and irrational things - not really being yourself. We will cover why that is and tools that work to help you unearth your self, your self-confidence and motivation.
This meeting will help you learn about how to effectively overcome:
-Out-of-control unwanted emotions
-Low self-esteem
-Anxiety
-Negativity
-Stress
-Irrational fears
-Traumatic or painfully emotional incidents
-Breakups
-Betrayals
-Feeling like you're not really yourself
-Self-doubt...
We will discuss how to unleash the inner you and tap into your true potential. So come to this online meetup!
This meeting is sponsored by the Hubbard Dianetics Foundation of Central Ohio
TBD
**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
**Abstract**
TBD
**YouTube Link**
TBA
Free Seminar: How to Improve Your Self Confidence & Social Life
Come attend a free in-person seminar where you will find out why you:
-Feel isolated
-Can't express yourself openly
-Get nervous or anxious in front of people
-Run out of things to say or feel tongue-tied
-Feel introverted
-Don't feel comfortable in any social setting
-Can't make more friends
-Are shy and miss opportunities to connect in a meaningful way
And we cover what you can do about any one, some or all of the above.
This seminar is the weapon against loneliness, isolation and boredom, come join us!
COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY
This seminar is brought to you by the Dianetics & Scientology Life Improvement Center.
1266 Dublin Road, Columbus, Ohio 43215
Columbus Code & Coffee 84 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you!
**What to Expect at the Intro Circle**
\~\~\~\~\~\~\~\~\~\~\~\~\~
Near the beginning of the event (1:30 pm), we do a standup:
* Organizer announcements, updates, and logistics
Round 1 - (7 secs max):
* Your name
* What you're working on
* What you can help others with
Round 2:
* Community events you wanna plug. If none, that's cool too.
Round 3:
* Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool.
After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
Take Control Of Your Life, Freedom From Negative Thoughts & Irrational Emotions
Feeling down? Sometimes depressed? Can't focus? Negativity & stress? Recent losses? Creativity in career and personal life hindered by mental blocks? Sometimes we never fully recover from traumatic experiences.
Whether it was yesterday, last week or a year ago, traumatic experiences - a loss of a loved one, losing a job, a breakup - can leave you scarred. You talk about it and feel a little better, but it never goes away. After you hang up the phone, it's still there; the sadness, the cloud, the over-thinking, the worry, the guilt. You try to focus, but you're blocked. You try to look forward into new experiences, new relationships but a cloud is hanging over you, casting a shadow on what you once considered a bright, cheerful future.
What happened to your courage? Your strength of character? You're 'why not' attitude? Whoever said 'time heals' must have had a special time machine, because after weeks, months, years, you're wondering - when exactly does that kick in? Sometimes it seems like drinking or drugs are the way to go. But they wear off, and now the problem is still there with added side effects from the drugs.
At this free local Meetup event we will talk about:
* What causes grief, anxiety and depression to become chronic.
* Is it possible to regain your joy and happiness even after traumatic experiences?
* How to break away from negativity and focus on the future
* What are the steps to take to get control of your mind and your emotions?
Learn about a safe, gentle, do-it-yourself counseling that can be done in the comfort of your own home.
Let's explore safe, effective solutions for healing from traumatic experiences.
Be sure to click on the red "Attend" button below to come to the event. We look forward to seeing you there.
This group is sponsored by the Dianetics & Scientology Life Improvement Center.









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