Computer Forensics

We often think of reasons as tools for justifying our choices. But if that’s all they are, why is it that we can feel “reasonless” in the middle of doing something — or confident in a choice we can’t explain to anyone else? In our next Curiosity Café we will begin by thinking about reasons as justifications. What makes a reason a good reason? What has to be true for a reason to actually justify an action — and why do we so often feel compelled to justify ourselves in the first place? Then we will turn to the question of where reasons come from. The answer seems deeply personal — your reasons feel like yours — yet philosophers argue that some reasons may be universal, rooted in human nature, culture, or ethics. But which is it? And does having a reason to do something mean, on some level, that you want to do it? Finally, we ask: can any choice be fully justified? The “Why Game” suggests that however good your reason is, someone can always ask why again. What does this justificatory regress mean for the choices we make and what responsibility do we have, individually and collectively, to seek good reasons for how we live and treat each other? Join our co-moderators Jesse Vriend and Marybel Menzies to explore these questions and more on May 5th! **Space is limited!** **Please obtain a “Pay-What-You-Can” ticket from Curiosity Café at [this link (click here)](https://www.eventbrite.ca/e/curiosity-cafe-reasons-justification-tickets-1988294578608) to attend this event. You need a ticket to be admitted.** See the above link for more info about tickets and other options including a limited number of free tickets. Come and hang out with us, grab food, and read through our handout from 6-6:30pm. Our structured discussion will run from 6:30-8:30pm with a 10 minute break in the middle. Hope to see you there! ***__________________________________________________________________*** This event is brought to you by [Being and Becoming](https://beingnbecoming.org/), a Toronto based non-profit. We aim to create community around exploring everyday concepts and experiences so that we may live more intentional, thoughtful, and meaningful lives. We use philosophy as a tool with which we can come to a richer understanding of the world around us. By offering activities, spaces, and other opportunities for conversation and co-exploration, we hope to enable the meeting and fusion of individuals and their ideas. Everyone is welcome, regardless of background: indeed, we believe the journey is best undertaken alongside explorers from a variety of disciplines, cultures, backgrounds, and experiences. Find out more about Being and Becoming [here](https://beingnbecoming.org/). About the Curiosity Café Series: For those of you who haven’t had the opportunity to join us at our Curiosity Cafés and are wondering what they’re all about: every two weeks, we invite members of our community to come out to the Madison Avenue Pub to engage in a collaborative exploration of our chosen topic. Through these events, we aim to build our community of people who like to think deeply about life’s big questions, and provide each other with some philosophical tools to dig deeper into whatever it is we are most curious about.

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

ABCD Reads "**[What We Can Know](https://tpl.bibliocommons.com/v2/record/S234C4683360)**" by Ian McEwan. [[RESULTS](https://opavote.com/results/6276009911648256) of the poll for this event] **:: ABOUT THE BOOK ::** "A quest, a literary thriller and a love story, *What We Can Know* spans the past, present and future to ask profound questions about who we are and where we are going. 2014: A great poem is read aloud and never heard again. For generations, people speculate about its message, but no copy has yet been found. 2119: The lowlands of the UK have been submerged by rising seas. Those who survive are haunted by the richness of the world that has been lost. Tom Metcalfe, a scholar at the University of the South Downs, part of Britain's remaining archipelagos, pores over the archives of the early twenty-first century, captivated by the freedoms and possibilities of human life at its zenith. When he stumbles across a clue that may lead to the great lost poem, revelations of entangled love and a brutal crime emerge, destroying his assumptions about a story he thought he knew intimately. *What We Can Know* is a masterpiece that reclaims the present from our sense of looming catastrophe, and imagines a future world where all is not quite lost." (from [Goodreads](https://www.goodreads.com/book/show/223854881-what-we-can-know)) "A love story about both people and the words they leave behind, a literary detective story which reclaims the present from our sense of looming catastrophe and imagines a future world where all is not quite lost." (from [Bookmarks.reviews](https://bookmarks.reviews/reviews/what-we-can-know/)) **:: ABOUT THE EVENT ::** You are welcome to arrive 30 minutes before the event and stay 30 minutes or longer afterward to connect with other attendees outside the book talk. Please ensure you have read the book before attending (though finishing any book is not a barrier to participating, as long as you don't mind spoilers). First-time attendees can join for free. If the event is full, we maintain an unofficial waitlist. Please send [Michael](https://www.meetup.com/members/55295192/) a direct message for more information, in either case. We request a $3 contribution from regular attendees to help cover our monthly meetup costs. **:: ABOUT OUR NEXT BOOK ::** At the end of each event, we will ask for nominees for our next book. If you have a good one in mind, please ensure it is between 200-400 pages long, available from the Toronto Public Library, and counts as contemporary literary fiction (though these are not hard and fast rules). When enough nominees are collected, Michael will send the members a direct message with a link where you can vote.

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

\*These classes are not a language exchange, but instead are meant to be a step in between so that students feel confident maintaining in depth and grammatically correct oral conversations outside of class\* \***Meetup event numbers only tend to show new students registering and do not include returning students attending class.** **Per class, there is an average of 7 students.** The first 2 classes are free and then only cost between $18 and $35 depending on which type of class you want to continue with\* These French, English (For Spanish and French speakers only), and Spanish classes are primarily meant for adults who are travellers, or who are planning to live in a French, English, or Spanish-speaking country. The classes are primarily oral-based through guided conversations. They will teach you how to handle conversations in situations such as **"Going to the Convenience Store"**, **"Making Plans"**, **"Negotiating Prices"**, and **"Going out for a Drink"**. To ensure that students get used to using the language automatically, students will learn to maintain contextual conversations with timing before moving on to the next lesson. Call (647)787-9953, e-mail us info@monkeylingo.ca, or visit monkeylingo.ca for more information! **Online and private classes are also available!** No other language classes are as conversational as these ones. We guarantee it! Cheap parking can be found using the "Spot Hero" app.

📊 **Profit from Predictions – Polymarket Strategy** Learn to read and win prediction markets consistently. Data-driven and repeatable. ⚠️ RSVP here AND register via the link below to lock in your seat. ### [🔗 REGISTER NOW](https://remoteready.io/product/Polymarket?city=Toronto&groupurlname=passive-income-sparks-and-strategy-squad&startgmtdatetime=2026-05-08T22:00:00Z) --- What you'll learn: - Polymarket strategies that generate consistent daily profit - How to read market signals others miss - A systematic approach to forecasting outcomes *Turn your predictions into income.* 📈

**This is a ticketed event. Please register at [this link](https://luma.com/tndnx2o9).** Giles Edkins looks into what we know about the alignment and cyber capabilities of Claude Mythos Preview. ​​​**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 make it in person, feel free to join the live stream starting at 6:30 pm, via [this link](https://www.youtube.com/@Trajectory-Labs/live).

Hi Everyone, Join us for May's Toronto IAM Community Meetup. Pls ensure you register at this form: (form will be removed at reg deadline) Only attendees registered via the google form: https://docs.google.com/forms/d/e/1FAIpQLSeFLwzBdS8mM-yowB0gDZXVa3xAPsVrhWyyNu4ZBIZhNtPoIw/viewform?usp=publish-editor will be admitted into the venue. Registration deadline is May 6, 2026 at 5pm Est. AGENDA **5:30pm -** Doors open **5:45pm -** Welcome by Toronto IAM **6:00pm -** Talk #1: Inside the 47 Day Certificate Mandate: What Security Leaders Need to Know. **6:40pm -** Break **6:50 pm -** Panel on: "IAM Leaders Panel "Identity in the age of AI", with Julien Boninfante, Strategy Advisor at Questrade, Jerry Liang, Sr Manager, IS and IAM, Zebra Technologies and AVP of CIAM at a Canadian Bank **Abstract:** As AI systems become agentic—able to decide, delegate, and act independently—identity is no longer just about access but about accountability, authority, and trust at machine speed. This panel brings together identity leaders to challenge today’s assumptions, debate what’s hype versus real architectural shift, and explore where existing identity guidance breaks when agents start acting on our behalf. Through sharp, opinion-led questions on delegation, standards, continuous decisioning, and auditability, panelists will surface the principles and industry changes that will matter most in the next 12–24 months. **7:30pm -** Network **8pm -** Event and attendees exit venue Have a great day, An

Eventbrite Link: **[https://www.eventbrite.ca/e/436240616427?aff=oddtdtcreator](https://www.eventbrite.ca/e/436240616427?aff=oddtdtcreator)** **Savor the laughter at Sizzling Saturdays! Toronto's comedy spectacle starts at 8 PM. A night of uproarious fun awaits!** Join us for a sizzling Saturday night at 8 PM! Backroom Comedy Club presents a comedy extravaganza featuring Toronto's top comedians. Immerse yourself in an evening of wit, humor, and uproarious laughter. Make your Saturday memorable—reserve your seat now for an unforgettable entertainment experience!

Come out to our monthly meetups if you are: •New to lockpicking and want to learn. •Experienced with locks and lockpicking and excited to teach and exchange knowledge. We have lots of loaner locks and picks for people to try without needing any supplies of their own. Join the Toool Toronto discord https://discord.gg/fuamRhuAdD We are now going back to primarily an in-person meeting. If you would like to join online, its best to bring this up in the #meeting-night-discussion channel beforehand and then find us in our Meeting Room voice channel on Wednesday night. This event is hosted at a volunteer run makerspace: Site 3 coLaboratory 718R Ossington Ave Toronto, ON M6G 3T7

Ticket Link: [https://www.eventbrite.ca/e/comedy-dojo-a-4-week-stand-up-comedy-program-live-feedback-showcase-tickets-1980656124787?aff=oddtdtcreator](https://www.eventbrite.ca/e/comedy-dojo-a-4-week-stand-up-comedy-program-live-feedback-showcase-tickets-1980656124787?aff=oddtdtcreator) A 4-week stand-up comedy program with real feedback, guaranteed stage time, and a public showcase inside a working comedy club. **WHAT IS COMEDY DOJO?** Comedy Dojo is a 4-week stand-up comedy program designed for new comedians (0–2 years) and beginners who want real reps, real feedback, and real stage time, not vague motivation. This is not a lecture. This is not therapy. This is work. You’ll write, test, and refine a 3–5 minute stand-up set with live feedback from club owners, producers, and working comedians, then perform it in a public showcase at Backroom Comedy Club. **WHAT YOU GET** ✔ Weekly Sunday Workshops (6:00–7:45 PM) Hands-on sessions focused on: * Joke structure & fundamentals * Writing efficiently * Reading a room * Curation your own audience * Understanding how comedy rooms actually operates ✔ Live Feedback; Not Notes You’ll receive direct, honest feedback from: * Club owners * Producers * Professional, working comedians ✔ Guaranteed Stage Time Participants receive guaranteed access to open mics every Wednesday & Friday during the program (optional but strongly encouraged). ✔ Public Showcase / Initiation Ceremony All participants perform in a public showcase the following month; where everything comes together. ✔ Access to the Backroom Ecosystem Graduates gain pathways into the Backroom ecosystem (stage time, barking, show running, bar support, and more). No promises. Just access—and what you do with it. **WHO THIS IS FOR** * Brand new comedians * Comedians with 0–2 years experience * People who feel “stuck” and want structure * Anyone serious about learning stand-up properly No experience required. **WHO THIS IS NOT FOR** * People looking for a “safe space” * People who want praise instead of feedback * People unwilling to get on stage * People treating comedy casually This program is respectful, professional, and honest. **DATES** 🗓 Choose your cohort at checkout: * February 1 – February 22 * March 1 – March 22 * April 5 – April 26 🕕 Sundays: 6:00–7:45 PM (Wednesday & Friday mics run separately) **PRICING** 🎫 $300 Full Pay 🎟 Payment Plan: $150 deposit + 2 × $100 payments ($350 total) Capacity: 14 participants per cohort No refunds. Transfers to a future cohort may be considered. **LED BY** Brandon Sobel & Ariel Kagan Club owners, producers, and working comedians at Backroom Comedy Club. Comics who’ve come through this room now signed at Yuk Yuk’s, Absolute Comedy, The Corner, and beyond, including a Kill Tony Golden Ticket winner. **FINAL NOTE** Comedy Dojo is not about becoming famous. It’s about learning how stand-up actually works, from the inside of a working club. If you’re ready to put in the reps, welcome.

**Runners — don’t skip this.** [Confirm your spot here.](https://forms.gle/6JRS91qsP1X2CGU59) If you’ve raced recently or you’re training right now, this **FREE workshop (May 9, 1:30pm at Thrive Longevity)** will help you recover faster, avoid injuries, and improve performance. Led by **Dr. Steven Murray — chiropractor & former pro track athlete —** you’ll learn: • Post-race recovery • Injury prevention • Running form & strength Plus — **VO₂ max testing + gait analysis**, with some **given away for free during the event.** Spots are limited. If you’re serious about running, this is for you. 👉 Save your spot: [https://forms.gle/6JRS91qsP1X2CGU59](https://forms.gle/6JRS91qsP1X2CGU59) [Ask your questions here.](https://forms.gle/6JRS91qsP1X2CGU59)

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Central Ohio Radio Enthusiasts—CORE—is an informal community for anyone enthusiastic or curious about radio—whether you're new to radio and want to learn or you've been tinkering for years and want to share. Ham radio operators, GMRS users, Meshtastic fans, software-defined radio nerds, makers, and technical and non-technical folks are all welcome. No experience required or expected. This month we have **Radio Signal Analysis Using SDRs and OpenWebRX+** with **Scott McCrory**. Details are are [core.radio](https://core.radio/).

We connect you with up to 30 Men or Women tennis partners close to your PLAYING REGION and skill level. This program is less competitive, no champions crowned, no league standings just dedicated tennis partners who want to meet up with you on the courts. Players will meet up to play a tennis match or just to hit around. Just go through the [Join Page](https://www.tenniscolumbus.com/partner-program) to enter this program. [https://www.tenniscolumbus.com/partner-program](https://www.tenniscolumbus.com/partner-program)

When judging morality, should we prioritize **intentions/duty** or **outcomes/results**? It introduces two influential philosophers as representatives of these approaches. * **Immanuel Kant (deontology):** An action is moral when it is done from **duty** and follows rational, universal principles (the **categorical imperative**). Certain acts—like lying—are wrong regardless of the consequences; you can’t do a wrong thing for a right reason. * **John Stuart Mill (utilitarian consequentialism):** The morality of an action is determined by its **effects**, specifically how much **happiness/well-being** it produces. Mill argues that some pleasures are “higher” than others, and that good intentions don’t redeem harmful outcomes. ## Discussion Questions 1. **The lying dilemma:** A murderer comes to your door and asks if your friend is hiding inside. Kant would say you must not lie. 2. **Can good intentions rescue a bad outcome?** 3. **The organ harvest problem:** A surgeon has five patients dying of organ failure and one healthy patient in for a checkup. Killing the one to harvest organs would save five lives, and the math works out for the utilitarian. Why does this feel so deeply wrong? Is that feeling a point in Kant's favor, or just a bias we should overcome? 4. **Do rules need exceptions?** Kant insists moral rules must be universal, with no exceptions. But most of us can imagine extreme scenarios where any rule seems like it should bend. Does the need for exceptions fatally undermine deontology, or is the strength of the system precisely that it refuses to bend? 5. **Who gets to calculate the consequences?** Utilitarianism asks us to maximize good outcomes, but we're notoriously bad at predicting consequences. If we can't reliably know the results of our actions, is it practical to base our entire moral system on outcomes? Does this uncertainty push us back toward rules and principles? 6. **Everyday morality:** Think about a real moral decision you've made recently, even a small one. Did you reason more like a Kantian (what's the right thing to do in principle?) or more like a utilitarian (what will produce the best result?)? Do most people naturally lean one way? 7. **Justice vs. the greater good:** A town can prevent a deadly plague by sacrificing one innocent person. The greater good is clearly served. But is it just? Can an action be morally right and deeply unjust at the same time? 8. **The big synthesis question:** Are these two systems actually opposed, or do they often arrive at the same answers by different paths? Is it possible that we need both: rules to guide us in the moment and consequences to evaluate systems and policies over time?

Come out to Improving for our monthly iOS and Mac meetings. This Month's Presentation: Nothing yet. (You should volunteer). What is Cocoaheads (http://cocoaheads.org/)? CocoaHeads is a group devoted to discussion of Apple Computer's Cocoa Framework for programming on MacOS X and iOS (including the iPhone, iPad and Apple Watch). During monthly meetings, members present on their projects and offer tutorials on various programming topics. What is BuckeyeCocoa (http://buckeyecocoa.org/)? BuckeyeCocoa is a group of Objective-C/Swift developers/enthusiasts. We host monthly Cocoaheads and near-weekly NSCoder meetings in Columbus, Ohio. The meetings are free to attend. Presentations! Presenters welcome! We are always in need of people willing to present material. Any Swift and/or Objective-C related topic is welcome. Times can be 5 minutes (i.e. lightning talks) to a maximum of 2 hours. Interested? Contact info is on the BuckeyeCocoa website. To volunteer for a presentation contact us at @BuckeyeCocoa on Twitter. Follow us on Twitter! @BuckeyeCocoa (https://twitter.com/#!/Buckeyecocoa/) For more information: http://buckeyecocoa.org/