High Scalability Computing
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Frequently Asked Questions
Yes! Check out high scalability computing events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.
Discover all the high scalability computing events taking place this week here. Plan ahead and join exciting meetups throughout the week.
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High Scalability Computing Events Today
Join in-person High Scalability Computing events happening right now
AI Pitch Night: From Idea to Seed
**RSVP Link** - [https://luma.com/qhj60bys](https://luma.com/qhj60bys)
**TorontoAI Pitch Night** is an evening dedicated to early-stage founders building AI-driven startups who are looking to validate their ideas, sharpen their pitch, and connect with potential seed investors, angels, and ecosystem partners.
This event creates a safe, founder-first space where builders can present what they’re working on, get candid feedback, and start real conversations around funding, traction, and next steps.
What to Expect
* **Founder Pitches**
Selected early-stage startups (pre-seed to seed) will pitch their ideas, products, or MVPs to a live audience of investors, operators, and fellow founders.
* **Live Feedback & Q&A**
Each pitch is followed by constructive feedback from experienced investors, operators, and AI practitioners—focused on clarity, market fit, and execution.
* **Investor & Operator Presence**
The audience includes angel investors, VCs, startup advisors, and senior leaders from AI, cloud, data, and product organizations.
* **Networking with Purpose**
Stick around after the pitches to connect with investors, mentors, potential co-founders, and early customers.
Here’s a **clear, application-ready section** you can add to the event page or directly reuse in the **pitch application form**. It sets expectations without discouraging early founders.
***
## Who Can Pitch at TorontoAI Pitch Night
TorontoAI Pitch Night is focused on **early-stage, execution-oriented startups** that are actively working toward their first institutional or angel investment.
Eligibility Criteria
To apply for a pitch slot, startups must meet the following requirements:
1\. Stage & Funding Goals
* Early-stage startups (Pre-Seed to Seed)
* Actively raising a **seed round between $10K – $100K**
* Clear plan for how the initial capital will be used (product, GTM, hiring, infrastructure, etc.)
2\. Product Readiness
Applicants **must have at least one of the following**:
* A working **MVP**
* A live **demo**
* A functional **mockup or prototype** (Figma, clickable demo, recorded walkthrough, etc.)
> *Idea-only pitches without any form of prototype or demo will not be accepted.*
3\. Pitch Materials \(Required\)
Startups must submit:
* **Pitch Deck** (PDF or link)
Recommended: Problem, Solution, Market, Product, Traction, Business Model, Team, Ask
* **Product Demo / Mockup Link**
(Live URL, video demo, or design prototype)
* **Brief Startup Summary**
What you’re building, who it’s for, and why now
4\. Founder Commitment
* At least **one founder must be present** to pitch in person
* Founders should be prepared for **live Q&A and feedback**
5\. Focus Areas \(Preferred\, Not Mandatory\)
While all strong startups are welcome, preference may be given to teams building in:
* AI */ML* GenAI
* Data & Analytics
* Developer Tools
* Cloud & Infrastructure
* Healthcare, FinTech, Enterprise AI, or AI-powered SaaS
***
## Pitch Selection Process
* **All applications will be reviewed** by the TorontoAI organizing team
* Startups will be selected based on:
* Clarity of problem and solution
* Product readiness
* Market opportunity
* Founder insight and execution potential
* Selected teams will be notified prior to the event with pitch format and timing details
Tuesday Night Pick-up Soccer - 10:00pm to 12:00pm
**Tuesday Night Pick-up Soccer - 10:00pm to 12:00pm**
Markham Soccer Dome
5300 14th Ave, Markham (McCowan and 14th)
Indoor Turf Field.
Game Play: 7 v 7 - 2 Fields
Fee: $20
**ALL PLAYERS MUST RESPOND TO THE EVENT TO PLAY!!!!!**
We have players coming from many different groups to play the 7 v 7 format on two fields but we can only accommodate 28 players. To control the amount of players we get we strongly suggest you create a profile on the following site to reserve a spot.
Please go to [canadiansoccerclub.com](http://canadiansoccerclub.com/)
Anytime you want to play, login to the site using your credentials.
Games will begin at 10:00pm sharp. Players are requested to arrive by 9:45pm to pick teams and kick-off at 10:00pm sharp
Players are responsible to bring the following:
\- Cleats or Turf Shoes
\- A white jersey AND a black/dark jersey
\- Shin Guards \(Strongly Recommended\)
If you're looking for a great run with some good guys ... this is the place to be!!
Thank you and please contact me if you have any questions at [admin@canadiansoccerclub.com](http://admin@canadiansoccerclub.com/)
Miguel (647) 404-7477
TechTalk (In-Person) - February 2026
We're back with the first event of 2026!
Here’s the February 2026 edition of our Tech Talk event at Super.com on February 24, 2026
Join us for some drinks, snacks, and Tech Talks.
Make sure to mark your calendars and come out and join us for this event!
** Agenda & Schedule ✨**
* 18:00 - Doors open
* 18:20 - Intro and announcements
* 18:30 - **Brief History of NPM Supply Chain Attacks in Year 2025** by **[Emily Xiong](https://www.linkedin.com/in/xiongemi/)**
*Abstract*: We'll be going over 4 supply chain attack incidents from 2025, break down the history, the technical details of "Patient 0," and how we can protect our pipelines moving forward.
* 19:00 - **Vector Embeddings and Cosine Similarity** by **[Dev Shah](https://www.linkedin.com/in/busycaesar)**
*Abstract*: In NLP, text is converted into tokens and then into vectors (number lists) that capture meaning. This talk explains how these vectors work as points in multi-dimensional space and how cosine similarity compares them. Basic vector math and trig knowledge is helpful.
* 19:30 - Networking
* 21:00 - Doors Close
(**Note**: *All times in the schedule are an approximation.*)
Please RSVP to confirm your attendance. If you have your friends or teammates joining please ask them to RSVP as well.
This event is open to all skill levels.
Many thanks to [Super.com](Super.com) for hosting us!
We're looking for sponsors for events like these. If you or your company would like to support TorontoJS and get a message out to our community, please get in touch with organizers@torontojs.com
The Code of Conduct is enforced at all TorontoJS events and spaces - online or in-person.
TorontoJS is a volunteer-led not-for-profit organization.
**Please help us** with tidying up. Otherwise, the venue staff and volunteers will have to pick up after you.
*TorontoJS is committed to creating a safe and inclusive environment for all. Our Code of Conduct applies both online and in person at all our events and spaces.*
See you there!
Weekly High Beginner, Low Intermediate Pickleball Meetup at Pickleplex Promenade
### Event Details:
* **When:** Every **Tuesday** from **6:00 PM – 8:00 PM** (2 Hours)
* **Where:** Pickleplex Promenade (Address details on the club website)
* **Who:** This group is for **High-Beginners who can play games** up to **Intermediate** players.
### Cost & Payment:
The total court fee for 2 hours is **$100.00**, which will be divided equally among 6 confirmed players.
* **Your Cost:** Approximately **$16.66 CAD + tax** per person.
* **Payment:** After the 6 spots are confirmed one week prior to the event, please send your fee via **eTransfer** to: **playtogether.ca@gmail.com**.
### ☑️ How to Join:
1. **Club Membership Required:** You must be a member of the facility: Free membership doesn't require monthly payments**PickleplexClub.ca/promenade**.
2. **Minimum Attendance:** A minimum of **6 players must be confirmed** one week before the scheduled Tuesday evening to proceed with the booking.
## Policy & Cancellation
* **Payment Deadline:** The event requires **full court payment from all 6 players one week in advance.**
* **Cancellation:** If the minimum of 6 players is not confirmed and paid one week prior, the event will be **cancelled**, and all funds will be **refunded via eTransfer.**
* **No Personal Refunds:** **No refunds will be issued for individual participant cancellations** once payment is made and the event is confirmed.
### Other Notes:
* **No Lesson:** This event **does not include a lesson.** It is an organized court time for play.
* **For Frequent Play:** If you wish to play more than twice a week, we encourage you to become a **paid club member.**
AI Policy Tuesday: Regulating AI Agents - Lessons from the EU AI Act
This is a ticketed event. Please register at [this link](https://luma.com/k344dsfj).
[Kathrin Gardhouse](https://www.linkedin.com/in/kathrin-gardhouse-988691175/?originalSubdomain=ca) will present on her recent paper with the same title that discusses various governance challenges that AI agents pose and the adequacy of the EU AI Act's response to these challenges, including the institutional implementation, ie, the self-regulation approach, distributed enforcement, and institutional capacity and resourcing.
**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).
This is part of our weekly [AI Policy Tuesdays](https://luma.com/trajectory-labs?k=c) series. Join us in examining questions like:
* How should AI development be regulated?
* What are the economic and social implications of widespread automation?
* How do we balance innovation with safety considerations?
* What governance structures are needed for safer AI?
Health Toronto
\*\*This is a paid event, please register via our Luma Page. You need to have a ticket in order to attend this event: https://luma.com/health-toronto-feb-24-2026
**Health Toronto is where innovation, impact, and collaboration converge to shape the future of healthcare.**
Join us for an evening that brings together the city’s brightest minds in healthtech, biotech, life sciences, and care delivery. From startup founders and clinicians to investors and policy leaders, this event gathers a diverse community passionate about solving the most pressing challenges in health.
Through insightful talks, founder stories, and curated networking, we’ll explore how emerging technologies, data, and design are transforming how we access, experience, and deliver care. Whether you're building the next breakthrough medical solution, investing in health innovation, or rethinking care systems.
TechTO is more than just great content - it’s a community. Expect plenty of networking opportunities to meet like-minded peers, exchange ideas, and spark collaborations that could take your business or career to the next level.
**Featured speakers:**
[Anne Forsyth](https://www.linkedin.com/in/akankshaforsyth/), Director of Clinical Applications and Decision Support at [Women’s College Hospital](http://www.womenscollegehospital.ca/)
[Mary Aglipay](https://www.linkedin.com/in/maryaglipay/) Co-Founder at [Pippen AI](https://pippen.ai/)
**More speakers will be announced soon, stay tuned!**
High Scalability Computing Events This Week
Discover what is happening in the next few days
Program and Build a NLP Solution with Azure AI Foundry
**Program and Build a NLP (Natural Language Processing) Solution with Azure AI Foundry**
This session demonstrates how to build an end-to-end Natural Language Processing (NLP) solution using Microsoft Azure AI Foundry, based on a real hands-on project.
It walks through designing an NLP workflow, selecting and configuring foundation models, applying prompt engineering techniques along with model fine-tuning, and structuring the solution for scalability and real-world use.
Attendees will see real architecture decisions, code examples, and lessons learned from implementing NLP solutions on Azure.
**Speaker: Kaan Turgut**
Kaan Turgut is a passionate tech professional who loves turning cutting-edge ideas into reality. As a Hybrid Cloud Solution Architect with deep expertise in the cloud, DevOps and AI, Kaan thrives on designing scalable cloud solutions, building smart AI-driven applications, and streamlining development workflows. His mission? Helping organizations unlock the full potential of the cloud to drive innovation and growth.
But Kaan’s impact goes beyond code and infrastructure. He’s a huge believer in the idea that “you get as much as you give.” That’s why he’s always sharing his knowledge with the tech community—whether it’s through mentoring up-and-coming developers, hosting hands-on workshops, or speaking at industry events. He’s even on YouTube, sharing tips, tutorials, and insights to help others grow. For Kaan, it’s all about making a meaningful impact on the ecosystem and the lives of those around him.
Want to explore how cloud and AI can transform your business? Or just swap ideas and stories? Reach out to Kaan—he’d love to connect!
**Schedule:**
6:00 - 6:30 - Meet 'n Greet with Pizza and Pop
6:30 - 6:45 - Introduction and Welcome
6:45 - 7:45 - Main Presentation
7:45 - 8:00 - Closing and Prize Draw (You're not going to want to miss this prize!!)
8:00 - ? - (Optional - whoever would like to join) Continue our conversations at Bar 6ix, 201 City Centre Drive (3 minute walk)
**Where to Find Us**
Room 204 in the Hazel McCallion Central Library. 2nd Level.
**Parking**
There is a parking garage under the library. Parking is free from 6PM on.
Google Build with AI Series (Waterloo) - Production-Ready Multimodal Agents
**Important:** Register on the [event website ](https://www.aicamp.ai/event/eventdetails/W2026022707)is required for admission.(RSVP is turned off on meetup)
**Description:**
Join Google Cloud for the agentic AI bootcamp to learn how to build production-ready AI and multimodal agents.
**The ‘Next’ – Capturing Innovation**
The era of the text-only chatbot is evolving. Focus on the bleeding edge of AI: Multimodality. We’ll explore how to build intelligent agents that can see, hear, and respond to the world in real-time, creating immersive experiences that feel more human than ever before.
**What to Expect:**
* \- Multimodal Gemini Agents: Coordinate agents to analyze video and audio while maintaining character consistency across multi\-turn image generation\.
* \- Intelligence Beyond RAG: Move past simple retrieval with hybrid search\, context engineering\, and multi\-agent pipelines\.
* \- Real\-Time Live Interaction: Build low\-latency\, interruptible agents that "see" and "hear" using the Gemini Live API and bidirectional streaming\.
**Who Should Attend?**
This hands-on workshop is designed for software developers, data scientists, and AI practitioners who have some experience building applications or working with models, and are looking to productionize them. To get the most out of the labs, you should have foundational knowledge of a programming language like Python and be comfortable using the command-line interface. While expertise is not required, a basic understanding of Cloud computing concepts, web APIs, and containerization technology like Docker will be highly beneficial.
To participate, you must bring your own laptop and power cable. The activities are intended for laptops and cannot be completed on a tablet or phone.
Venue: Waterloo, Canada (register full the full address)
Scarborough Weight Loss Challenge
https://secure.meetupstatic.com/photos/event/5/8/b/f/600_466702719.jpeg
Be part of a supportive community of regular people looking to improve their wellness, shed a few pounds and have some fun! Come to our introductory class and learn about our effective and informative 5 week program! Lose up to 10 lbs** in 5 weeks and have the opportunity to win prizes for losing weight! Best of all; learn how to keep the weight off!
• Weekly Nutrition Class
• Weekly Weigh-in
• Personal Wellness Coach to help you!
• Support and Motivation
• Learn how to keep the weight off!
** As part of a healthy lifestyle you can generally expect to lose around half a pound to 1 pound per week!
Beyond Copilot: Agentic Java Development with Claude Code - Victor Szoltysek
Most Java developers have tried AI-assisted coding through chat interfaces or inline autocomplete. Useful — but limited.
In this talk, we’ll explore the next step: agentic Java development using Claude Code. Instead of treating AI as a smarter text box, we’ll look at what changes when the model can reason across files, plan multi-step changes, interact with tools, and operate closer to how real developers work.
This will be a practical, experience-driven session focused on:
• How agentic coding differs from ChatGPT-style prompting and traditional Copilot usage
• Where Claude Code fits (and where it doesn’t) in real Java projects
• How tools, context, and workflows matter more than “prompt tricks”
• How to avoid unstructured vibe coding while still moving faster
No prior experience with agentic tools is required. The goal isn’t to sell a silver bullet — it’s to help Java developers understand what’s genuinely new, what’s hype, and how these tools can be used responsibly in real-world codebases.
**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**
Victor Szoltysek is a seasoned consultant and technologist, currently at RAVL, where he helps clients eliminate the inefficiencies of undifferentiated heavy lifting and focus on building solutions that drive real business value for their customers. With a career spanning notable organizations like Accenture, Pivotal, and ThoughtWorks, as well as numerous startups, Victor brings a wealth of experience in cloud transformations, DevOps enablement, and Agile software development.
A dedicated Java enthusiast with a sharp eye for cutting-edge technologies, Victor’s work frequently intersects with AWS, where he strives to streamline workflows and help teams leverage the cloud without unnecessary complexity. Recently, he’s also ventured into the dynamic world of artificial intelligence, exploring ways to make programming more engaging, efficient, and rewarding.
Victor is known for his humorous and sometimes controversial presentation style, ensuring lively discussions and thought-provoking takeaways. His disdain for overly complex tech solutions drives his mission to simplify the way we build and deploy software. Whether he’s sharing insights about Java, AWS, or AI, Victor’s talks are as energizing and satisfying as your favorite cup of coffee. Don’t miss his unique blend of wit, wisdom, and deep technical expertise at our meetup!
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.
Behind Autonomous AI: Infrastructure, Security, and Control
A technical evening exploring two critical dimensions of autonomous AI: the infrastructure powering it and the frameworks keeping it secure.
[RSVP on Luma ](https://luma.com/yps2pw1f)
**Part One: Plumbing for the Gigafactories in the AI Era** How networking is done for AI, how it's evolving, and the infrastructure challenges emerging at scale.
**Part Two: Secure and Safe Autonomous AI** As AI systems grow more capable and independent, how do we maintain control? Talks on security architecture, safety frameworks, and the governance decisions shaping what comes next.
**What to expect:**
* 4 Technical talks with breaks for discussion
* Real-world perspectives from infrastructure and security experts
* Networking with engineers, builders, and technical leaders and the community that cares.
**Admission:** $10 Contribution (Complimentary for Students, Seniors, and Job Seekers)
As a non-profit, your ticket purchase directly supports our mission to provide equitable access to AI education and resources for the entire community.
**Presented by:** NovaForge AI Venture Lab: A non-profit incubator and accelerator in a 50,000-sq-ft Canadian Innovation Hub & Co-working Centre, pairing world-class mentorship, capital access, and deep resources to turn bold ideas into enduring businesses. [https://novaforge.ca](https://novaforge.ca)
Quantifying Race: Histories of Statistical Modeling in Human Population Genetics
This talk synthesizes recent historical research demonstrating the close relationship between developments in statistical methods and debates over racial categories and racial admixture in human genetics. I focus on three temporal snapshots, beginning with the early 20th century peak in the collection of quantitative data by physical anthropologists for the purpose of classifying racial groups and detecting histories of human migrations and admixture. In this period, Indian statistician P. C. Mahalanobis formulated his famous distance function — still in use today for applications ranging from finance to machine learning — in order to answer questions about racial admixture in colonial India. By the postwar period, human geneticists collected different kinds of data and developed new statistical approaches, but still largely aimed to address similar questions about “populations” or “ethnic groups” shaped by concepts of racial difference. For example, major scientific disputes emerged between the 1950s and 1970s about the validity of statistical methods used to estimate racial admixture in communities of African Americans and Ashkenazi Jews. I conclude with a reflection on recent computational methods used to analyze “biogeographical ancestry” and the enduring problem of categorizing populations in human genetics.
Elise Burton
https://ihpst.utoronto.ca/people/directories/all-faculty/elise-burton
Associate Professor
Institute for the History and Philosophy of Science and Technology
University of Toronto
**About the Speaker:**
am a historian of the life sciences in the modern Middle East, focusing on developments in genetics, evolutionary biology, physical anthropology, and medicine during the twentieth and twenty-first centuries. My current research examines the relationship of these sciences to the formation of racial, ethnic, and national identities, and how these identities, in turn, shape the dynamics of transnational scientific collaborations. My training in Middle East area studies informs my commitment to working across languages, geographies, and disciplines to challenge Eurocentric approaches to the history of science as well as science and technology studies.
My next book will examine scientific connections between the Middle East and South and East Asia. Tentatively called “Race Across Asia,” this project traces the flow of scientific ideas and research practices surrounding race and nationalism between Japan, India, Iran, and Turkey since the 1950s. Looking specifically at the fields of medical genetics, forensic fingerprinting, and archaeology, I am investigating how different kinds of trans-Asian scientific expeditions and educational networks relate to competing notions of Asian identity.
**\* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \* \***
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
High Scalability Computing Events Near You
Connect with your local High Scalability Computing community
Inaugural Meeting
Join the inaugural meeting of the Columbus Vintage Computing Club (CVCC)! Get to know others in the vintage computing space and get hands on time with a Commodore VIC-20 and various Palm Pilot PDAs!
We will use this time to get to know each other, share projects we've been working on and plan the future of the CVCC.
We'll be at the Hilliard Library in Meeting Room 2A at 6:00 PM - 8:00 PM
Go Build & Learn
Meeting @ Improving's office in Downtown Columbus, near Cosi. Parking is paid, food & drink are free!
This time we're hanging out after the long winter break. We are going to look at a group-member's project used to help learn the fundamentals of Go, and if time allows, we can take a look at how we like to build Go projects using AI.
Building Agents with Microsoft Foundry
We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.
Columbus HUG February
Want to be a speaker? submit your talk to our Call for Presenters!!!
https://sessionize.com/cbus-hug-2026/
Spec-Driven Development with GitHub Spec-Kit - Barret Blake
**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you.
The building address is 4450 Bridge Park
The entrance is 6620 Mooney St, Suite 400
You will need to scan your ID at the door to get a visitor badge.
**Abstract**
*Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation*
Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification.
You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written.
This talk will cover:
--What spec-driven development is (and what it isn’t)
--How GitHub Spec-Kit fits into modern developer workflows
--Using specs to align product, engineering, and AI-assisted development
--Real-world examples of turning specs into implementations with confidence
Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects.
**YouTube Link**
TBA
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
Quarterly Community Gathering
Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space.
No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving.
If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share.
Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)






























