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You've built the POC. Leadership loved it. Now what? The gap between a working AI demo and a production system is where most projects quietly die. This event tackles the hard part, the decisions that come after the proof of concept gets the green light. Hosted by Zendesk! **What we're covering:** 🏗️ Architecture decisions that don't show up in tutorials when to build, when to buy, when to stitch things together 💰 Cost and efficiency trade-offs, what it actually costs to run AI at scale, and how teams are managing it 🔒 Governance and guardrails, who owns the model in production, and what happens when it breaks 🎤 Talks, panel, and Q&A from practitioners who've shipped AI into production, not just theorised about it **Our panel of experts:** * Darragh Kennedy, Director - Software Engineering, Zendesk * Fernando Mourão, Head of Responsible AI, Seek * Brad Ryan, Chief AI Officer, i-screen, Ex AI Lead - AWS * Romina Sharifpour, AI Engineering Lead, CBA **Details:** 📅 Thursday 4 June 2026 🕕 6:00 – 8:30pm 📍 Zendesk Office Level 13/550 Bourke St, Melbourne VIC 3000 **Format:** Talks + Panel + Q&A (6:00–7:30pm) → Networking & drinks (7:30–8:30pm) This event is part of AI Week Melbourne (June 1–7) and is run in partnership with Web Directions / AI Engineer Melbourne. Whether you're an engineer wrestling with inference costs, a leader trying to get your AI strategy past the pilot stage, or just curious about what production AI actually looks like, this one's for you. Spots are limited. RSVP to secure yours.

#### ***Thursday Night Improv* is the funniest show of the week in Melbourne, bringing together the city’s most talented improvisers for a fast-paced, unpredictable night of comedy. Every show is completely made up on the spot, packed with big laughs, wild ideas, and moments you’ll never see again. Come along and watch Melbourne’s best improvisers create something hilarious out of absolutely nothing!**

We invite you to come and practise your English with people from all over the world in a friendly environment. We are open to all levels from beginner to advanced. We have classes in small groups and you will be placed in one of these groups according to your level of English. Our free conversational English classes are every Thursday evening (except term breaks). If you are coming for the first time, please come on time for registration. Please note: English Corner is for non-native speakers. Our team of facilitators is really looking forward to having a wonderful time speaking English with you! **Please scan the QR code upon arrival to register your attendance.** If this is your first time, we recommend arriving a bit earlier to complete your initial registration. In case you aren't able to join us face to face we have an Online Alternate English Conversation Thursday class option too! Sign up for this on Meetup.

Smashing! Try something new Thursday Interactive workshop - Add power to your presentation. Why and how to activate the mind of an audience! Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Just one member's thoughts, "The fun/laughs factor is definitely a point of difference. We keep it moving with high standards so it’s a nice balance. Too strict makes it tense and boring, too loose and we can lose the energy/commercial feel. SmashSpeak's vibe's in the sweet spot." **Free parking** close: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing teamwork, greater good focus, sharing the stage, etc Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

THESE NIGHTS ARE for those Ready to gain more information about Spiritual Growth, THE JOURNEY. It has been slotted to run for 3 Hours, but anyone can stay the entire time or freely choose to leave early. I have DVD or CD recordings that help those interested get a far greater understanding about Jesus / Isa / Yoshua's Teachings (Same Brilliant man/ Eternal Soul when on Earth and named Differently by 3 Different Religions - Christian - Jesus, Muslim - Isa and Jewish - Yoshua). There are also DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Other Smart Spiritual and Gifted Teachers of The Human Mind. Topics that can be covered include: How "A Course in Miracles" came to be, Near Death Experiences, The Second Coming, The Evolution of Mankind's Spiritual Understanding, The Human Ego, Buddhism, The Christian Teachings EDITED FROM The Bible, Taoism, Ayurveda, Zen, Chi, The Bhagavad - Gita and Guided Meditations. We can workout on the night what to listen to or discuss to advance The Group Spiritually. There are Guided Meditations, The Entire - A Course in Miracles and many of The Current and Recently Departed Famous Spiritual Teachers on CD. There are also DVD's and CD's for learning how to control Emotions and Reduce Stress. NOTE: SPIRITUAL TRUTH can be stranger than what most humans call fiction on this planet!!! The Universal Source is "Unconditionally Loving for Eternity." There has never been and there can never be The Wrath of God or a Final Judgement Day where The Creator, God, Allah, Yhvh or any other given name, who deals out what The Insane Human Ego believes humans deserve. SOURCE ENERGY IS ETERNAL AND IS ALWAYS UNCONDITIONALLY LOVING, AS ARE WE THE ETERNAL SOULS CONNECTED TO IT, HOWEVER WE AS HUMAN SOULS APPEAR TO BE LIVING IN MORTAL BODIES ON PLANET EARTH AT THE EFFECT OF THE HUMAN EGO.

We’re excited to bring our community together again — this time with a focus on **Building resilient AI**. As LLM-powered applications move from experimentation to production, a new challenge emerges: **how do we secure what we don’t fully understand yet?** In this session, we’ll explore two critical layers of AI defense—**protection** and **proactive testing**—through real-world practices and practical demos. **Topics** **1\. Shielding your LLMs with AWS Bedrock Guardrails** Ever felt like deploying an LLM is a bit like letting a genius but unpredictable intern talk to your customers? Join me as we explore how to move past the unregulated nature of unregulated AI using AWS Bedrock Guardrails. We’ll dive into the six pillars of AI safety and deploying guardrails to build AI that isn't just smart, but is fundamentally trustworthy and brand-safe. **About the speaker** [Maitreyi Singh](https://www.linkedin.com/in/maitreyisingh/) is a Data Scientist at [REA Group](https://www.realestate.com.au/), currently working on developing AI agents and intelligent systems. She has experience in Generative AI and enjoys exploring innovative applications of AI in real-world solutions. Outside of her professional work, Maitreyi enjoys painting as a creative hobby. **2\. Red Team Your LLM App Before the Bad Guys Do** As LLM-powered apps become more common, they're also becoming bigger targets. Prompt injection, jailbreaks, and harmful content exploits are real threats — and most developers don't discover them until it's too late. In this talk, we'll cover why guardrails are essential for any production LLM app, and why red teaming is one of the most effective ways to uncover vulnerabilities before bad actors do. We'll then put theory into practice with a live demo: a vibe-coded AI app on Amazon Bedrock, attacked using an open source red teaming tool — first without guardrails, then with them. The difference will speak for itself. **About the speaker** [Vanessa](https://www.linkedin.com/in/vanessa-kong-8069601a7/) is a Senior Product Security Engineer at [REA Group](https://www.realestate.com.au/) with five years of experience spanning cloud infrastructure security, security tooling and automation, and AI security. She specialised in building secure systems end-to-end, automating security workflows, wiring up tools to catch issues earlier in the pipeline, and exploring the evolving security challenges that come with AI-powered applications. She loves getting into the weeds of how things break — and helping people build them more securely. **Agenda** 5:30pm – Food and networking 6:00pm – Presentation 1. Shielding your LLMs with AWS Bedrock Guardrails 6:30pm – Presentation 2. Red Team Your LLM App Before the Bad Guys Do 7:00pm – Networking We’re incredibly grateful to our sponsor — [REA group](https://www.rea-group.com/) for supporting our community and making this event possible. Join us for an evening of learning, meaningful conversations, and great company, we can’t wait to see you there!

Welcome! Last month, we trialled Dymocks Cafe for our venue and people loved it. So we're going to meet there this month too. **HOW TO FIND US** When you enter 234 Collins, go down the escalator to the basement where Dymocks is (you can't miss it, there's books and people everywhere), turn right and you'll see the cafe next to the cashier. Come up the stairs and join us. **ITINERARY** 11am: Meet at Dymocks Cafe (upstairs) inside Dymocks Bookstore, 234 Collins St. Choose your seat. Order a drink to support the cafe. (They have a decent range of sweet and savoury snacks.) Enjoy your book. 12.15pm: Let's chat about what we read, what we loved, and why. 1pm: End of event. [OPTIONAL EXTRA] For those who are not too tired, we can go for lunch together after the event. **COST:** There is an organizer fee of $5 for this event. You can bring cash on the day or PayID me at 0403 413 056 (Serena Low). **GETTING THERE:** The closest train stations are Town Hall (4 min) and Flinders St (6 min).

This is a 2.5-hour outdoor walk/workshop to give you confidence in using your speedlight flash on-camera. I'll teach you the basic principles and some cool flash tricks. There's so much more to flash lighting than ugly pop-up flash... At first glance, flash lighting appears to break some of the rules of exposing a photo. This session explains why flash is different and covers the basic tricks that make flash a fascinating creative tool for a photographer. Topics covered: • TTL metering and flash exposure compensation • camera sync speed • basic principles: use of aperture and shutter speed • blending flash and ambient light sources • using flash with movement • creative flash effects • using speedlight zoom control • bouncing flash off surfaces - indoor and outdoor I will take a couple of minutes to explain each concept and then give you a specific exercise with suggested camera settings so that you can try it for yourself. As with my "available light" ( http://photos.gilliver.net/teaching/workshops/night-portraits ) walk, you'll be pairing up to take photos of each other. This is the first in a series of 3 sessions on lighting with flash. This walk has been designed for photographers who have a speedlight-style flash (eg. Canon 430EX/580EX/600EX, Nikon SB700/800/900/910/5000, Godox TT685/V860/V1 etc) that you "bolt on" to the top of your camera. A number of the set exercises can be done with pop-up flash but some are speedlight-specific. The concepts taught apply to both DSLR and mirrorless camera systems. The main flash features required are the ability to control the flash power level manually and the ability to swivel the flash head in different directions. Tripods, light stands, umbrellas and remote triggering systems are not required on this walk - this session does not discuss off-camera flash. I recommend bringing a general purpose zoom lens for this session. For example, a 24-70mm, 17-55mm, 24-105mm etc. Please ensure that both your camera and flash have freshly charged batteries and your camera has a blank memory card. You won't need a tripod. This session is best suited to photographers who are comfortable with camera concepts such as film speed/ISO, shutter speed, aperture and white balance but have no understanding of their flash beyond knowing how to turn it on/off. As this event is outdoors after dark, please ensure you have warm clothing and if rain is forecast, bring an umbrella (although the session runs mostly undercover if rain is about). If you are interested in this walk but are not able to attend this date, feel free to leave a comment with your preferred time/date. If you are having difficulties making payment via Meetup, you can go direct to Paypal ( https://www.paypal.com.au ) and make payment to "david@gilliver.net". Make sure you include a note indicating which session you're making payment for so that I can set your RSVP correctly. Payment in advance is preferred for my sessions. -- Some feedback from previous sessions... "It was one of the best training educational sessions I have been to for a long time - simply presented, indepth, but well pitched. I had a lot of fun and learnt so much!" - Sean, April 2021 "Thank you so much David. What an eye opener. Taught me so much about flash photography in 2 1/2 hours. Highly recommend the class." - David, March 2018 "This is an amazing course, packed with lots of valuable technical information, David took the time to explain every single concept and demonstrate it with a practical exercise, this is a must do course for whoever wants to start with flash photograph !!! Really worth it." - Oscar, October 2016 "I'm studying a Diploma of Photo Imaging and was struggling to grasp flash. Until yesterday's session. David explained things in a way that made sense. The exercises clearly demonstrated why and how flash works. David made sure I understood each concept before we moved on to the next. He provided notes to reinforce the message after the session and even had spare batteries for power-hungry flash units. I was lucky enough to be the only person in his session last night and was grateful for the one-to-one tuition. Thanks David!" - Emma, January 2016 "This is the best value photography course I've ever done (and I've done plenty online and in real life)! David was incredibly professional and is actually an excellent teacher ... a skill that is hard to come by. He presented each new concept in a structured way before building on what had just been learned. The whole night was full of practical examples in a beautiful location overlooking the city lights. I went back to work the following week full of confidence to take excellent pictures to use on the company website. I cannot recommend David highly enough! Thank you David - I'll be back for another course soon." - Michelle, June 2015

Watching Backrooms at HOYTS Chadstone this Saturday. A24 psychological horror - should be a good one. Meeting at the ticket counter at 4:30pm to buy tickets together and sit as a group. Session starts at 4:50pm, out by around 7pm. Up for food or a drink after if anyone’s keen. Open to other times or locations if this doesn’t work - just drop a comment.

Watching Scary Movie at HOYTS Chadstone this Sunday. Ghostface is back - looks like a fun watch. Meeting at the ticket counter at 4:30pm to buy tickets together and sit as a group. Session starts at 4:50pm, out by around 7pm. Happy to hang around after. Open to other times or locations if this doesn’t work - just drop a comment.

Take part in our “Strangers to Friends Challenge” a fun and interactive meetup designed to turn new faces into genuine connections. Through a series of light challenges, conversation prompts, and group activities, you’ll get to know others in a natural and engaging way. It’s all about stepping a little outside your comfort zone, sharing a few laughs, and building real connections along the way. Come solo, leave with new friends. **Event photography and videography may take place at this event. Images and footage captured may be used in future BeSocial promotional materials.** **If you do not wish to appear in promotional materials, please notify Nexaro Group Pty Ltd before the event by emailing support@besocialapp.co, or let the event hosts know on the day.**

How about we kick off the best day with a jog and coffee together? Trust me, you won't want to miss out! 🏃‍♂️Training menu🏃‍♂️ Every Sunday 8:00~ Fed Square Assembly 【https://maps.app.goo.gl/zmPQ6U533pUDcNSA9?g_st=ic】 If you have luggage, please consider using the lockers at the station. 💥40~60 min Jog+Walk Pace: Easy pace, suitable for beginners. If you got tired, let's walk together. 【schedule】 8:00 Gathering 8:10 Start 9:00 End of training Challengers we are waiting for you 😊

*Note: this is a demonstration event only, you **will not** shoot you own images. However, if you bring your camera we can test it for compatibility with the studio lights.* Bondage elements can add an extra layer of emotion and artistry to your images. Sample images on the internet are however dominated by BDSM style shots that are often sexualized and emphasize the model being in distress. In this demonstration Rachel and I show ways to use bondage elements in an artistic way. We explore the types of accessories that work best in artistic images and the best way to photograph them. Our model is Rachel Adams, an internationally known fetish model with many years of experience in this genre.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

We have moved to guild.host. Look us up there. https://guild.host/events/buckeye-cocoaheads-rcavwd

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ Every week we get together and work technical skills and full contact spar. \ Almost all of the instructors have been in everything from street fights to the ring and some still compete in cage fighting. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 Outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1:30pm Wednesday 5:45pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ Wear workout clothes. \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ $10 per class $5 per class if you are wearing a club shirt Club shirts are $25 Hope to see you soon. \ let me know if you have any questions :)

TOPIC (TBD): Meeting Schedule: 1. 6:00 - Introduction, Meet New Members 2. 6:10 - Old Business 3. 6:20 - New Business 4. 6:30 - Pre-Shoot Briefing/Education 5. 7:15 - Break 6. 7:30 - Image Critique 7. 8:00 - Adjourn Pre-Shoot Brief/Education: NIK Collection 8 Image Critique: Previous Photoshoot Images (iPhone images and Christmas Cards). If anyone has images they would like critiqued, please provide them at the beginning of the meeting. Providing Images for Critique: For now, I will collect images at the beginning of the meeting on a USB memory stick. My computer has USB-C ports, so a USB-C memory stick or one with dual (USB-C / USB-A) ports will be needed. Images should follow these format rules: JPG - 80% quality or higher 132 dpi resolution 2048 pixels across the long edge Embedded colorspace - sRGB

We are a real world Martial arts group. \ Called DO JUNG ISHU (the art of fighting) \ Based off of Jeet kune do we just continued where Bruce Lee left off. \ We have been around a while. \ Every week we get together and work technical skills and full contact spar. \ Almost all of the instructors have been in everything from street fights to the ring and some still compete in cage fighting. \ If you want to take your skills up, improve your confidence, gain self defense skills, get in better shape, test yourself or just want to kill some time and possibly get hit a bit come on down. \ We will be located at 3923 N High St, Columbus, OH 43214 Outside in the grass between the playground and horseshoe area. our instructors are normally in a black and red art of fighting shirt \ if you can not find us call or text me at 6143570295 Saturday 1:30pm Wednesday 5:45pm From Age 16 and up. attendees under the age of 18 must have a guardian with them. \ Wear workout clothes. \ Bring a MOUTHPIECE! \ WE HAVE GLOVES. \ $10 per class $5 per class if you are wearing a club shirt Club shirts are $25 Hope to see you soon. \ let me know if you have any questions :)

We are bringing Microsoft Build sessions to Columbus Ohio! The Central Ohio Azure Meetup and Central Ohio .NET Developer's Group (CONDG) are coming together to bring some of the labs and breakouts from Microsoft Build to your backyard. In this free, 1 day event, you are going to Build stuff with us! And yes, there will be free food. So please RSVP for a head count!