Hacking

Python Toronto is back! Join us for our March meetup at the Georgian HQ office at **2 St Clair Avenue W, unit 1400 (14th floor)** on **Thursday, April 30th, 2026 at 5:30pm!** If you are interested in giving a talk, we'd love to have you! Please fill out this form – [Submit a Python Toronto talk](https://docs.google.com/forms/d/e/1FAIpQLSfpNKB0Sbs893xp72M4TxmYGrTyLm4Nh1SSXnCqChP9mx6_9A/viewform?usp=header)! Talks are typically short, typically 5 to 10 minutes, and up to 20 minutes if you've really got something to say, and on any topic that would be interesting to a room of Python people. This can be a Python library that has helped you, a research paper you've enjoyed, or an interesting application of AI. The Python meetup is a casual, community-oriented meetup hosted by companies that use Python in Toronto. Talks are short, informal, and sometimes ad-hoc. Space is limited! Register now to hold your spot. **When / Where** * When: April 30th, 5:30pm to 8:30pm * Where: Georgian HQ office at 2 St Clair Avenue W, unit 1400 (14th floor) Come early to enjoy **snacks** and **drinks** provided. **Code of Conduct** Python Toronto is dedicated to providing a welcoming, harassment-free experience for everyone, regardless of gender, gender identity and expression, age, sexual orientation, disability, physical appearance, body size, race, ethnicity, religion (or lack thereof), or technology choices. We do not tolerate harassment of any form. Sexual language and imagery is not appropriate for this venue, including talks, workshops, parties, Twitter and other online media. Meetup participants violating these rules may be sanctioned or expelled from the meetup (without a refund where applicable) at the discretion of the meetup organizers. Please email elaine@eswong.ca to report any issues.

**This is a ticketed event. Please register at [this link](https://luma.com/gprawfks).** In this talk, Sheikh Abdur Raheem Ali: 1) Discusses rare cases where deployed LLMs have been observed to engage in self-directed behavior which would have led to catastrophic outcomes if the agent escaping containment were equipped with stronger capabilities. 2) Introduces arbitrium, a peptide-based communication method used by certain bacteriophages which release small molecules known as autoinducers to decide coordinated population-level behavior, and in particular lytic and lysogenic pathways, with a quorum-sensing mechanism. 3) Explores landmark results from alignment science which inform our current understanding of LLM biology (<250 malicious documents required to poison training datasets vs <100 viral particles required to produce infection in humans). 4) Analyzes early findings from experiments which attempt to investigate scalable improvements to defenses that monitor the internal activations of production transformer models (such as probes) and demonstrates how these enable targeted interventions on known distributions which are more difficult to achieve with input/output only methods (such as prompted classifiers) in certain cases (such as long context windows or latent reasoning models) ​​​**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).

The playbook for AI agent integration is becoming predictable: build an MCP server, expose your APIs as tools, and define the rules in prompts. That approach works, but it often pushes workflow and guardrails into client-side logic, where they are harder to enforce and easier to bypass. This talk presents a different approach. HATEOAS (Hypermedia As The Engine Of Application State)—a largely overlooked part of REST—allows an API to describe allowed actions and constraints at runtime. That makes it a natural fit for agents, which need clear, machine-readable guidance about what they can safely do next. We’ll show this in action with MoneyMate, an AI agent that performs sensitive operations such as money transfers. Using the Spring HATEOAS project, the agent is guided entirely by the API rather than by hardcoded tools or fragile prompt logic. AI hype aside, this is ultimately a talk about architectural validation. For years, HATEOAS was the hill REST purists loved to die on—complete with finger-wagging about “doing REST correctly”—while everyone else quietly shipped simple JSON and moved on. It turns out the purists weren’t wrong—just 20 years early. Come see why that extra structure finally pays off when your client is an LLM. **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** Adib Saikali is a distinguished engineer at Tanzu by Broadcom, focused on helping Tanzu’s largest customers design and build cloud native applications and platforms using Spring and Kubernetes. Adib is the author of Securing Cloud Applications a book that teaches application developers the fundamental security technologies and protocols required to secure cloud native applications. Over the past 25 years Adib has worked at startups and global enterprises on numerous software systems in a variety of roles, from software developer, architect, agile coach, and CTO. He has developed a 360-degree view of what it takes to build software systems efficiently, and economically.

Eventbrite Link: **[https://www.eventbrite.ca/e/448735799857?aff=oddtdtcreator](https://www.eventbrite.ca/e/448735799857?aff=oddtdtcreator)** **Indulge in Wednesday wonders! Toronto's comedy sensation unfolds at 8 PM. Unwind with laughter in the heart of the week.** Step into a world of Wednesday wonders at 8 PM! Backroom Comedy Club invites you to a midweek escape filled with uproarious laughter and top-tier stand-up comedy. Join Toronto's finest comedians for an unforgettable evening of entertainment. Reserve your seat now and make your Wednesday delightful with humor, wit, and the best of the city's comedy scene!

Eventbrite Link: **[https://www.eventbrite.ca/e/769799319487?aff=oddtdtcreator](https://www.eventbrite.ca/e/769799319487?aff=oddtdtcreator)** **Midweek Laughs Unleashed! Join us every Wednesday at 10 PM for the hottest stand-up comedy in Toronto. Don't miss the fun!** Unleash midweek euphoria! Dive into the heart of Toronto's vibrant comedy scene every Wednesday at 10 PM. Immerse yourself in an evening of uproarious laughter, spotlighting the city's top comedic talents. Backroom Comedy Club sets the stage for an unforgettable midweek escapade. Secure your spot now and be part of the laughter revolution!

Call on 416-938-2223 to find me :) -Ritik

*To join this event, you must be able to speak full sentences in Mandarin. This event is for those wanting to practice Mandarin and/or English. Here, you can chat with others and play board games in either language to improve your linguistic skills. Feel free to join our WeChat group during the event, as it is the best way to stay connected with us. If you have any questions, leave a comment on this event page. ＜中文版＞ 此活动是以聊天和玩桌游练习中文或英文，等级不限，平时有6-10位参加者。此活动微信群可在活动中加入，互相学习，天天向上。 如果您有任何疑问，请随时在活动页上留言或联系主持人

Ticket Link: [https://www.eventbrite.ca/e/ariel-kagan-live-backroom-comedy-club-one-night-only-tickets-1982645096856?aff=oddtdtcreator](https://www.eventbrite.ca/e/ariel-kagan-live-backroom-comedy-club-one-night-only-tickets-1982645096856?aff=oddtdtcreator) Get ready to laugh till your sides hurt as Ariel Kagan takes the stage at Backroom Comedy Club for one night only! **Ariel Kagan live @ Backroom Comedy Club \| One night Only** Get ready for a night of laughter at **Backroom Comedy Club**! Ariel Kagan is hitting the stage for one night only on **May 1, 2026 at 8PM & 10PM**. Don't miss out on this hilarious event filled with jokes and good vibes. Grab your friends and come join us for a memorable evening!

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/xwjDdVSw3E **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.

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.

[Summary] This meetup is for those who are interested in code, web development, design, cloud, or AI. All levels are welcome, so feel free to bring your laptop and discuss what you are working on or what you are learning. You can share your projects and ideas with other participants freely. There are outlets and WiFi, drinks are about $5 for tea, they take card only. [Price] Attendance is FREE. But you need to buy something from the venue. [Policies] \- We do not tolerate harassment of our members \- We remind users that that this meetup is intended for networking and hobby development\, and any attempts at using this meetup event as a dating platform will not be not be tolerated Further information: https://torontostack.exchange/

🚨👉 To RSVP for this event, head to our [Luma event page](https://luma.com/3ea6eq1s). RSVPs are intentionally closed on Meetup.👈🚨 https://luma.com/3ea6eq1s Join us for a welcoming and inclusive coffee meetup where women and non-binary folks in tech can connect, share experiences, and build community in a relaxed setting. **May Topic:** TBD Whether you're an industry veteran or just getting started, everyone is welcome! **FREE ENTRY** – However, please support the café by purchasing a drink or snack while attending. **Location:** Prema Coffee and Bar, 35 McCaul St #110, Toronto, ON M5T 1V7 **Time:** 11:00 AM – 1:00 PM **Schedule:** 11:00 AM – 11:30 AM → Arrive, grab a drink/snack, socialize 11:30 AM – 1:00 PM → Group discussion, paired chats & activities **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. **To manage limited space, we track no-shows for all Code Diversity events.** If you RSVP and miss two events, you’ll be waitlisted for future events. Please update your RSVP at least 24 hours in advance if you can’t 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)

### Each Crossroads & Connections workshop is a fast, friendly mash-up: short demos, paired practices and intentional reflection. We keep it light, embodied, and social—so wisdom lands in your muscles and your circle, not only your mind. There isn’t one technique that fixes everything, for everyone, in every situation. ### What is it? We pair complementary domains to spark shared flow, fresh insight, and unforgettable “aha!” moments. You leave with lived skills, not just notes. * **Dialogue** gets you out of solo spin: small-group formats expose blind spots and sharpen “shared reality,” so your next move matches *this* person and *this* moment. * **Imaginal** practice is guided “as if” rehearsal you look *through*, not *at*: walking the beats before the scene means your body recognizes turns when stakes rise. * **Mindfulness** steadies the camera: attention stops jerking around, drama gets de-amplified, and you can catch the instant you’re narrating motives and swap in one honest question. * **Embodiment** makes it actionable through direct, non-verbal experience and how your inner experience matches your outer expression. Facilitators: Varies Fee: $30USD - Or a 10-pack for $200USD [Please visit here](https://awakentomeaning.com/crossroads-and-connections/) for registration and more information.

我们又要出去徒步了。在一个多元文化的国家，坚持我们的文化价值观对我们很重要。因此，我们欢迎任何践行中华传统价值观——或希望重新连接自己文化根源的人——加入我们。 我们的聚会是建立在中华传统价值观之上的。我们希望大家在参与时能牢记这一点。如果你的行为方式更偏向于西方视角，那么这里可能不太适合你。感谢你对我们传统的尊重。谢谢。

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

It feels like we just saw each other 🤷. Join members of the local design and UX community for our monthly breakfast. For May we’re stopping in for Rooh’s popup breakfast/cafe concept. You know someone is getting the lobster yuzu croissant, and that’s not even the prettiest thing on the menu!.

🌸 Mother’s Day deserves more than flowers 🌸 Join us for an elevated outdoor paint experience designed for creativity, connection, and unforgettable memories. ✨ Brushes & Brunch: Mother’s Day Garden Edition ✨ Beautiful garden vibes Brunch bites Signature refreshments Guided painting Soft music Luxury energy Whether you're celebrating your mother, your daughter, your friends, or simply honoring yourself — this experience is your invitation to slow down and create something beautiful. No painting experience needed — just bring your good energy. This is not your typical paint party. This is intentional. This is elevated. This is your moment. 🎟 Limited seating available to keep the experience intimate. Reserve your spot early https://www.eventbrite.com/e/brushes-brunch-a-curated-mothers-day-painting-experience-tickets-1987709930911

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/

**Huntsville Hack The Box – Monthly Meetup (In-Person + Online)** **Location:** UAH I2C, Huntsville, AL **Time:** Starts at 6:00 PM – Drop in anytime! **Discord (Join us online!):** [https://discord.gg/5sgUTzMqHS](https://discord.gg/5sgUTzMqHS) **Ready to Hack the Box (literally)?** Join us for our 10th *Huntsville Hack The Box* meetup — a free monthly cybersecurity event where beginners and experts alike team up to tackle real-world hacking challenges from the Hack The Box platform. Whether you're just curious about cybersecurity or you're already deep into pwning boxes, there's a challenge here for you. This will be our second event on hacking AI. Come join us! This month, we celebrate one year of Huntsville Hack The Box. **What to Expect:** * **Live hacking**: We'll have HTB machines at all skill levels — beginner to 1337 — for you to work on solo or with others. * **In-person & online**: Come hang out with us at the I2C or join remotely via Discord. * **Free food**: Provided by our awesome sponsor, SecurIT360. * **Prizes**: Hack The Box is hooking us up with swag and giveaways. * **No experience necessary**: Just bring a laptop. We’ll help you get started! **Don’t worry if you can’t make it right at 6:00 PM — drop in when you can. We’ll be hacking all evening.** Stay in the loop and connect with the crew before or after the event on our Discord: [https://discord.gg/5sgUTzMqHS](https://discord.gg/5sgUTzMqHS)

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?