Journalism

**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).

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

HELLO EVERYONE ! It's this time of the month again : let's get together for a fun evening of networking in these slow industry times. If you're available, please join us on the SECOND FLOOR of Urban House Kitchen & Bar, for your favourite Film and TV Networking evenings. To book your free admission, go there : [https://tinyurl.com/TFIApril26](https://tinyurl.com/TFIApril26) Rain, Shine or Blizzard, WE WILL BE THERE! AND THERE WILL BE PRESENTS :D Of course, if you feel sick, have a fever, a cough, or don't feel comfortable with attending such an event post COVID times, please, don't put yourself and others in a bad position, and wait for the next one, because there will always be a next one. :D Bring your smiles and business cards! See you there ! DISCLAIMER : The organizers are not responsible for the potential stupid behaviour of some people, and you and us know that there is always a possibility of these happening, so by RSVPing to this event, you assume all responsibility and won't be able to hold the organizers responsible if anything happens that is related to your decision of attending. ================ APRIL Toronto Film and TV Industry Social Evening Thursday, April 30th 2026, 6PM The SECOND FLOOR at Urban House Kitchen & Bar 718 Queen St E. Toronto, ON M4M 1H2

*Games Schedule* Wednesday Event: - 1 / 3 NLH - 3 / 5 NLH - $500 Free Roll Thursday Event: - 1 / 2 NLH - Deep Stack - Min 100 - Max 1000 - $500 Free Roll Friday Event: - 1 / 3 NLH - 1 / 3 PLO - $500 Free Roll Saturday Event: - 1 / 2 NLH - Deep Stack - Min 100 - Max 1000 - $500 Free Roll Sunday Event: - 1 / 3 NLH - 2 / 2 PLO - $500 Free Roll Monday Event: - 1 / 3 NLH - 3 / 5 NLH - $500 Free Roll

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.

🕵️‍♂️ MYSTERY MATCH TOURNAMENT — OPEN & INTERMEDIATE DIVISION AVAILABLE No set partners. Just sign yourself up! Each round is a new partner and new opponents to face. **Date:** Saturday May 2nd, 2026 **Time:** 10am -6pm **Format:** Sign up as individual. You’ll get matched up with a new co-ed partner every round. 6-7 round robin games. **💰Cash Prize!** **Location:** Woodbine beach (Lakeshore Blvd East, Toronto) **Cost:** $25 Per Person 10 Spots remaining **Level:** Two levels to choose from 1\. High Rec to Low intermediate \(great for new tournament players\) 2\. Intermediate\+ to Competitive **\*\*\*To Sign up, Must register on Open sports. Attendees on here do not count, must register and make payment on Open Sports\*\*\*** **Males:** [Male High Rec to Low Intermediate Level - Sign up here](https://opensports.ca/leagues/4149b1de-26f8-41db-8971-2be4b98ad8d1/info) [Male Intermediate to Competitive Level- Sign Up Here](https://opensports.ca/leagues/5718550a-7a16-4dff-ac2f-78d377723ff7/info) **Females:** [Female High Rec to Low Intermediate Level - Sign up here](https://opensports.ca/leagues/b7161b8d-b8ce-49e2-a590-3ba7a26f686b/info) [Female Intermediate to Competitive Level- Sign Up Here](https://opensports.ca/leagues/8f46ba11-63f7-4fc1-8056-bb41bdbd3dda/info) Follow us [IG @VballCrewTO ](https://www.instagram.com/vballcrewto?igsh=NmdnZTNoNTl6ZGFr) For future beach tournament games , [join our Private WhatsApp group](https://chat.whatsapp.com/DvVl54NvquXEBqfeTGnp0j?mode=gi_t)

Back with something slower, greener, and a little more relaxed. Saturday 2nd May at 2pm. We shall explore the cute dog parks. Then head into a beautiful indoor greenhouse right in the middle of Toronto. We will then walk to a local lowkey museum (if it is open). Later end with coffee and light bites at a nearby café. No strict schedule *Free event - The Greenhouse and Museum is free to enter *Coffee / snacks pay for your own tab See you all

This gathering is designed for Japanese people living in Toronto. 🌸 Ohanashi Café Toronto \| Spring Hanami Picnic 春のトロントで、ゆるやかにお花見を楽しみませんか？ 日本語と英語をまぜながら、 おしゃべりしたり、のんびり過ごしたりする 少人数のあたたかな集まりです。 はじめましての方も、おひとりでのご参加も大歓迎。 気負わず、ふらっと立ち寄るような気持ちでご参加ください。 Event Details 📅 May ３(Sun) 🕐 1:00 PM – around 4:00 PM （途中参加・途中退出OK） 📍 High Park ※お申込みいただいた方に、当日の待ち合わせ場所など詳細をお送りします 👥 定員：10名（日本人限定） 💲 参加費：$5 (前日までにe-transfer / 当日cash) What to bring （持ち物） ・ご自身用の食べ物、飲み物 （好きなものを自由にお持ちください） こちらで ・レジャーシート ・ちょっとしたスナック をご用意します。 Language （言語） イベント中は、日本語と英語を自然に交えながら過ごします。 英語に自信がなくても大丈夫。 「少し話してみたい」「聞いてみたい」くらいの気持ちでOKです。 In case of rain 天気を見て、雨天の場合は中止にします。その際は、当日の11時までにご連絡します。 Ohanashi Caféは、 トロントでほっとひと息つけるような「小さなサードプレイス」を目指しています。 春の景色を楽しみながら、 ゆるやかにつながれる時間をご一緒できたら嬉しいです 🌸

Join Lawrence, your top hatted host for Brunch at the Lunch Box, A walk through the Cherry Blossoms in High Park, and a beer afterwards where you can peruse the mug shots of the rich and famous. We will meet at the Lunchbox for Saturday Brunch. 1731 Bloor St W, Toronto, ON M6P 1B2 - South of Keele station on line 1 [https://www.thelunchbox.ca/](https://www.thelunchbox.ca/) I will make a reservation as this place is small. At Noonish, we will walk to the North East entrance of High Park, where we will take a group shot before heading on the paved trails to Cherry Blossom park. [https://www.sakurainhighpark.com/](https://www.sakurainhighpark.com/) We will take in the blossoms followed by a walk in the Hill Side gardens overlooking Grenadier Pond. At 1 pmish, we will meet back at the North entrance of High Park, then we will head to The Mugshot Tavern for a well deserved pint of beer and a snack. If you are coming by car, the park is closed to vehicles on weekends, with street parking at a premium. If you want to continue to explore High Park... Colborne Lodge the summer time cottage of John and Jemima Howard, who donated this park in their estate. A Japanese art and poetry and creating your own haiku event will be on going. [https://www.toronto.ca/explore-enjoy/history-art-culture/museums/colborne-lodge/](https://www.toronto.ca/explore-enjoy/history-art-culture/museums/colborne-lodge/) Speaking about donations, if you want to help the Sakura Cherry Trees Project, which maintains the blossoms you enjoyed. [https://www.toronto.ca/business-economy/partnerships-sponsorships-donations/donate/sakura-cherry-trees/](https://www.toronto.ca/business-economy/partnerships-sponsorships-donations/donate/sakura-cherry-trees/) Lastly, my family enjoys the Shakespeare in the Park, during the summer. Not sure what show they will be putting on this year, though I may make it a weeknight meet-up. [https://www.canadianstage.com/plan-your-visit/venues-directions/high-park-amphitheatre](https://www.canadianstage.com/plan-your-visit/venues-directions/high-park-amphitheatre)

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!.

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Here is the secret of being positive and free: Thinking positively is not enough. You also have to get rid of the negative thinking. Your mind is like a garden. You can plant many beautiful flowers in it, but if you don't get rid of the weeds when you plant your flowers, the weeds will soon take over the whole garden. A positive thought is like a flower in your mental garden, and a negative thought is like a weed. You cannot expect to have a positive mindset if you continue to have negative thoughts dwelling and growing there. So, how do you get rid of the negative thoughts? That's what this Meetup is all about. Attend this local meeting and find out! The Meetup event will be led by a consultant who had helped many people live happier in life. Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics & Scientology life improvement center.

Join us as we get together to see your choice of two VERY different movies – one sweet and wholesome – the other a terrifying folklore horror! Option 1 is the fun whodunnit-action-comedy-mystery led by Hugh Jackman, THE SHEEP DETECTIVES! Option 2 is the top-reviewed supernatural-horror-thriller starring Adam Scott, HOKUM! Here’s a description, trailer and plan for this event: THE SHEEP DETECTIVES: Every night a shepherd reads aloud a murder mystery, pretending his sheep can understand. When he is found dead, the sheep realize at once that it was a murder and think they know everything about how to go about solving it. The film is directed by Kyle Balda and take a look at this ensemble cast: Hugh Jackman, Nicholas Braun, Molly Gordon, Hong Chau and Emma Thompson and the voices of Julia Louis-Dreyfus, Bryan Cranston, Chris O'Dowd, Regina Hall, Patrick Stewart, Bella Ramsey, Brett Goldstein and Rhys Darby. TRAILER: https://www.youtube.com/watch?v=pyZI5oM6hWk HOKUM: In this film, a horror writer visits an Irish inn to scatter his parents' ashes, unaware the property is said to be haunted by a witch. It is written/directed by Damian McCarthy stars Adam Scott, Peter Coonan, David Wilmot, Florence Ordesh and Austin Amelio. Hokum premiered to rave reviews at this year’s SXSW Festival and is being release by Neon. It is earning a stellar 97% positive rating on Rotten Tomatoes, which calls it, “A classic haunted house story enriched with atmospheric folklore and perfectly-timed shocks!” TRAILER: https://www.youtube.com/watch?v=EVCIK_MPyhc PLAN: We’ll plan for a 7pm-ish showing of both films and will meet inside the theater lobby about 20 minutes before showtime. If the showtimes work out, we’ll try to get both groups together for a bite before the shows! Complete details and showtime will be confirmed/announced as the date gets closer. Look forward to seeing you there, Dan

It’s time to take control of your mental health. How do you get rid of stress, anxiety and uncertainty? These emotions are buried deep in your reactive mind. Find out what the reactive mind is, and in the process find yourself. Have you ever suffered from a traumatic experience, a deep loss or been through a painful breakup? Has your ability to communicate suffered as a result? And after that, even though you "moved on" did you find that things were never quite the same? Have you ever looked at childhood photos, or reminisced your early life and wondered where that happiness and spark went? Are your emotions out of your own control? Have you ever felt, even if you aren’t aware of it, that possibly you are getting in your own way of your happiness and success? How does this affect your self-confidence? Find out what is at the root of all stress, anxiety, depression and self-doubt. Find out how and why you hold yourself back from achieving your goals and having the life you have dreamed of. As soon as you learn what is at the root of these unwanted conditions, you’ll see it is something you can DO something about. You will not be labeled or categorized at this MeetUp.

Let's grab some coffee/food and share a morning chat! The East Market has an ample parking lot and outdoor and indoor seating. Grab a cup of coffee from Winston's Coffee & Waffles or on your way to East Market and meet us on the second floor - table behind or east of the elevator. Per what this group is about: "Everyone is welcome! International transplants to Columbus who want to improve language skills, Columbus residents who enjoy talking to people from other countries, and those who would like to discuss international travel and culture, and who enjoy getting together for good conversations."

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

Join us for a Fun Friday event as we get together to see the long-awaited sequel to the 2006 original, THE DEVIL WEARS PRADA 2! Meryl Streep, Anne Hathaway, Emily Blunt and Stanley Tucci all return for this follow-up that finds the former assistant is now a rival! Here are details, a trailer and our plan for this event: DESCRIPTION: The film follow’s Miranda Priestly's struggle against Emily Charlton, her former assistant turned rival executive, as they compete for advertising revenue amidst declining print media. The film is directed by David Frankel and written by Aline Brosh McKenna (who wrote/directed the 2006 original). It stars returning cast members Meryl Streep, Anne Hathaway, Emily Blunt, and Stanley Tucci along with newcomers Justin Theroux and Kenneth Branagh. TRAILER: https://www.youtube.com/watch?v=e9HXmMnUEdE PLAN: Please purchase your ticket for the 7:00pm showing and meet inside the lobby area between 6:30 and 6:45pm! Advance ticket purchase not required for this theater but early arrival is advised! Be sure to mention you’re with the Movie Group for admission and concession discounts! And don’t miss the best part of the night – immediately after the show, we’ll head to the nearby Rusty Bucket for conversation, food and drinks! Park on Main St, near the Rusty Bucket, or in the lot near Brassica and your car will be close by at the end of the night! Should be a fun one, Dan