API

## Overview Join us in person to explore the newest AI tools, master prompt engineering, and dive into large language models! ## Join Us for Graduate Pathways in AI! Ready to dive into the world of AI? Come explore the latest tools, get hands-on with prompt engineering, and uncover the magic behind LLMs (Large Language Models). This is an in-person event perfect for grads looking to boost their AI game. Don't miss out on networking, learning, and having fun with fellow AI enthusiasts! **Agenda** 6:00 PM - 6:15 PM Arrival + food + networking Check-in, pizza/soft drinks, quick intros. 6:15 PM - 6:25 PM Welcome + session framing What you’ll learn, how to use the session, and how Q&A/breakouts will work. 6:25 PM - 6:45 PM The LLM landscape in 2026 (practical view) What LLMs are good at vs. not good at. Common workflows teams use (research, analysis, content, coding assistance). Tool categories (models, chat UIs, notebooks, agent frameworks, evaluation/testing). 6:45 PM - 7:05 PM Prompt engineering + agentic AI (live examples) Prompt structure you can reuse: role, task, context, constraints, examples, evaluation. How to iterate: compare outputs, check assumptions, reduce hallucinations, get citations/traceability. Agentic workflows: when an “agent” helps (multi-step tasks, tool use, memory) and when it’s overkill. 7:05 PM - 7:20 PM Breakout circles (small groups) 7:20 PM - 7:27 PM Resources + next steps Share resource pack: tool list, learning roadmap, project ideas, evaluation checklist. 7:27 PM - 7:30 PM Surprise + close Surprise reveal and thank you

**\*\* NEW VENUE \*\*** Room 080.02.002 at RMIT (Building 80) - 445 Swanston St, Melbourne **\*\* NEW VENUE \*\*** **Glitter nail polish vs the Evil Maid, the Story - @hoodiePony** The Evil Maid attack vs the Glitter nail polish tamper evident seal; recommended by many as one of the best defences in detecting tampering. But, what if it isn’t as infallible as we think it is? What if, a real maid could learn and do it without any lengthy specialised training? In this story, we’ll do a speedrun of the techniques used to bypass tamper evident seals and how the previously impossible to bypass Glitter Nail Polish seal was bypassed. It's an introduction to the field of tamper evident seals bypass. **I heard you like CVEs, so I put CVE in your CVE! Speaker: @Snyff (Pentesterlab.com)** Too many people read a CVE to populate a risk register and decide when, or if, they should patch. What’s the fun in that? In this talk, we will do the opposite. We will take the patch diff, understand what it tries to block, then try to bypass it. **Streaming** If you can't attend the event in person the talks will be streamed in the "ruxmon-stream" voice channel in the Ruxcon Discord in the day of the event! (join now by clicking here: [https://discord.gg/g2CpEbkXmM](https://discord.gg/g2CpEbkXmM)

**This Meetup account will be deleted soon**, but the **Language Exchange hosted by JAPANEASY will continue to be held every week**. **★Notice: JAPANEASY Meetup Account Closure★** Hello everyone, Thank you very much for always joining JAPANEASY’s Language Exchange events and cultural workshops. We are writing to inform you that the JAPANEASY Meetup account will be closed in the near future. Please rest assured that JAPANEASY will continue to run events and programs as usual. If you are interested in our upcoming activities, please visit the links below: (1) **Language Exchange** https://japaneasy.com.au/events/language-exchange/ (2) **Cultural Workshops** https://japaneasy.com.au/workshops/ (3) **Japanese Lessons (Group courses & Private lessons)** https://japaneasy.com.au/courses/ (4) **日本語教師養成講座** https://japaneasy.com.au/courses/日本語教師養成講座/ We sincerely appreciate your continued support and look forward to seeing you at our future events. Warm regards, JAPANEASY \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- JAPANEASY Japanese Language & Culture Learning Centre Tel：0422-266-308 Address：Level 1, 183 Exhibition Street, Melbourne Email：[reception@japaneasy.com.au](mailto:reception@japaneasy.com.au) Website：[www.japaneasy.com.au](http://www.japaneasy.com.au/) Facebook：[http://www.facebook.com/EasyPeasyJapaneasy](http://www.facebook.com/EasyPeasyJapaneasy) Instagram: [https://www.instagram.com/japaneasymel/](https://www.instagram.com/japaneasymel/) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-

Hi Radiant Ladies, After our Saturday walk, join us at Windchimes Café for coffee, friendly vibes, and a relaxed catch-up. 🅿️ 2-hour parking out front. See you there! Lyn 😀

Hi Radiant Ladies, Join us for a refreshing Saturday walk at Ruffey Lake Park. 👭 Walk at your own pace 🐕 Dogs welcome ☕ Coffee after 🌦️ We walk every Saturday (unless it’s pouring) New ladies welcome. See you! 
Leanne & Lyn 💕

**Description**: Join me to knit or crochet in the warm, friendly environment of Kindred Studios where we can share our skills and ideas. Knitters, crocheters and crafters of all abilities are welcome. The conversation is relaxed as we work on our projects together and it's a great way to make new friends. The Bass Note Cafe is within the studios and will bring great coffee and delicious snacks to our table. **Agenda**: I'll meet you at 10.00am inside Kindred Studios at the large table near the tiered seating. We have the space available until 12.00pm. **Location**: Kindred Studios 3 Harris St Yarraville Street parking is available nearby in Harris, Cowper, Hyde and Whitehall Streets. There are large red signs on the footpath to guide you to Kindred Studios. If you are coming by train take the Williamstown/Werribee line to Seddon Station. It's then about 10 minutes to walk to the Studios. When you RSVP please click attend on the Event Page and I will be in touch via direct message. I will also be available on the Events Comments page on the day. .

オーストラリア人と英語を練習し、オーストラリアにいる他の日本人と友達になりましょう。このイベントでは、世界中の人々と出会うこともできます。イベントはバーで行われるため、食べ物やアルコールを注文できます。スペースに限りがあるため、参加するにはこのページで返信する必要があります。ゲストの人数を記入してください。会場が満員の場合は入場できませんので、時間通りにお越しください。instagram.com/eventsinmelb でフォローしてください。 最終入場は午後8.30時です。

We will meet at the starting point, wak towards the Black Rock Beach and take a round trip back. Parking is available at the train station on site. You can grab a coffee/ snack at the start, as we wait for everyone to arrive in the 15mins. Dress fo outdoor long walk and come join us for an afternoon walk! Take it slow and start from there. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos to Friends….Expand Your Social Circle Meetup group is a community of individuals who prefer to take it slow to get to know each other overtime in Melbourne. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, chilling, cultural exchange, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- WhatsApp Group \-\-\-** We use WhatsApp for more fluid communication, including ideas, interest groups, questions etc. Please let the organizer know if you would like to be added to the WhatsApp Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

We are heading to one of the "Pick Your Own" Sunflowers farms near Ballarat. The tickets are limited. Please note that this trip also involves a shared taxi/uber. The payment shared taxi/uber can be made on the day of the event. Please note that that 1st March is their opening day and the Sunflowers won't be in full bloom. Please follow these three steps to confirm your spot: Step 1: Please RSVP to this event on meetup. Step 2: Please pay the organizer fee ($20 - Early Bird, $25 - Regular) - [https://www.trybooking.com/DJROZ](https://www.trybooking.com/DJROZ) Step 3: Please buy the farm entry ticket ($10) via Trybooking for 1st March: [https://www.trybooking.com/events/1540269/sessions](https://www.trybooking.com/events/1540269/sessions) Organizer fee tickets are non-refundable. There is no option to transfer the ticket to a new date. Organizer fee tickets will be only refunded if the event is cancelled or moved. Organizer fee payments are managed through Trybooking and not Meetup. You will see an "Unpaid" status on your RSVP. The only thing you need is the Trybooking ticket which you will receive by email. **Meeting Point**: Let's meet in the Corner of Spencer Street and Bourke Street (Station Side - Near the steps) at 10:10 AM and take Vline train. We should be back in the city around 5 pm. Please note that meeting at the destination is not an option for this event. Please plan to show up at the meeting point as uber/taxi groups will be formed at the meeting point. **Meeting Point Photo**: [[https://bit.ly/2SkyVL2](https://bit.ly/2SkyVL2)](https://bit.ly/2SkyVL2) \*\* Please make sure you bring your Myki. Please ensure that it has atleast $8. Please ensure that your myki money is added before coming to the meeting point. \*\* Cost: Organizer Fee: $20 - Early Bird, $25 Myki Cost: $8 Sunflower Farm: Tickets $10 Sunflowers: $4 per stem – available for purchase as you leave Shared Taxi/Uber: $20-$30 (To be paid via PayID or cash on the day of the event) **Pick Your Own Sunflowers** \- Every year since its beginnings\, Sunflower field in Dunnstown has grown into one of Regional Victoria's most popular rural experience\, with visitors flocking from all over Victoria and interstate\. Please carry snacks and water. There are no food options at the farm. Please follow us on Social Media for photos, videos & updates: [YouTube](https://www.youtube.com/@explore-melbourne) \| [Facebook Page](https://www.facebook.com/exploremelb) \| [Facebook Group](https://www.facebook.com/groups/exploremelb) \| [Instagram](https://www.instagram.com/xpmelb/) \| [TikTok](https://www.tiktok.com/@exploremelbourne) \| [ExploreMelbourne.AU](https://exploremelbourne.au/) Loyalty Card Stamps for this event: If you are not using a discount code: 1 If you are using a discount code: 0 Explore Melbourne is the largest meetup group in Australia. We have eight simple rules in place to protect our community and for everyone to have a positive experience. ❌ Not a dating group! – We’re here to make friends, not find soulmates. No flirty business, please! 📵 No phone numbers, please! – Feel free to swap social media if both parties are cool with it, but let’s keep our digits private. Please don’t add people to WhatsApp or other groups. 🔞 Our events are only open to people aged 18 and older. 📢 Please do not advertise other events or groups. 😅 Don’t be a social octopus! – Give people space to chat with others. Please don't be clingy. 🚗 We don't allow carpooling due to safety incidents/our public liability insurance not covering motor related accidents. 💰 No sales pitches! – No selling, no MLMs, no pyramid schemes, no “life-changing mentorship” offers—let’s keep things scam-free. 📸 Cameras welcome, but… – please refrain from taking photos of our members for privacy reasons. By joining this event, you’re giving us a virtual pinky promise 🤝 that you’ll follow the rules. Break them, and—poof!—you’re out for good. No second chances, no do-overs. Let’s keep it fun, friendly, and drama-free! **Liability Waiver:** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property at this event. By participating in this event, you're taking responsibility for your safety and well-being. By joining this event, you agree to the liability waiver mentioned here: [[https://exploremelbourne.au/explore-melbourne-liability-waiver/](https://exploremelbourne.au/explore-melbourne-liability-waiver/)](https://exploremelbourne.au/explore-melbourne-liability-waiver/)

Please join us this Sunday as we discuss work, labour, machines and the good life. Ilya will be leading this session. It's a big topic and we are likely to continue talking about it next Sunday. **We will meet at the Queensberry Hotel, 593 Swanston Street, Carlton (100m north of previous location) at 2pm for a 2:15pm start sharp.** **We kindly ask attendees to pay $5 to attend to help with MeetUp costs & venue costs. This is not mandatory, but if you are a regular member it would be appreciated. Any extra moneys will go towards buying food and drinks for the table. The venue also expects us to spend money as a group, so grateful if everyone could buy a drink from the venue.** There is no pre-requisite preparation necessary, nor a philosophical background, all that is required is a curious mind. These discussions are both a Socrates Cafe style discussion and lively metaphysical dojo, in the spirit of learning and friendly debate, so please feel free to challenge assumptions and be prepared to have your own assumptions challenged. Find below some questions to consider, however these are free-ranging events and the below serve as a springboard for the discussion: **Why we work** 1\. If there was no economic necessity – would you still choose to work? 2\. Would you do similar work to what you currently do or something else? 3\. What is “work” as opposed to leisure or other activity? 4\. Is doing work essential to living a ‘Good Life’? 5\. Do you feel guilty when not working? 6\. Is becoming competent at a profession important for identity formation? **Paradox of productivity** 7\. Why is it that no matter how much the economy is industrialised and automated\, there have always been enough new jobs created to keep unemployment low? 8\. In 1930\, the prominent economist John Maynard Keynes predicted that within 100 years technological improvements would result in a 15\-hour work week\. Why hasn’t this happened? 9\. We live in a society where much has been simplified to ‘a click of a button’\, yet why do we feel busier than ever? 10\. Has the removal of bottlenecks caused us to live at a more frenetic pace? 11\. Does difficulty and friction create meaning? Do resistance and constraint force us to slow down and better appreciate life? **Work in my backyard** 12\. To what degree does work \(and associated competition\) function as a necessary ‘sorting mechanism’ for status and resources? 13\. Competition for many jobs – especially those that are prestigious \- is increasingly global\. Has it become harder for people who want a ‘normal’ job \(and the good life\)? 14\. How does the globalisation of work affect how we see the ‘relevant moral community’\, such as between Australia and developing nations? 15\. Is globalised work a trend towards greater justice or injustice? **Augmented Indolence?** 16\. While the advent of every technology introduced thus far has not reduced human labour in aggregate\, with AI will it finally be different this time? 17\. If AI replaces numerous types of jobs wholesale\, what new work may be created \(or greatly expanded\) for humans to do? 18\. If aggregate human labour was drastically reduced\, is it more likely that people will feel liberated from economic necessity\, or beset by a crisis of meaning? 19\. What is worse – a life of constant work\, or no work at all? Hope to see you there!

**Welcome to Badminton Social (羽球匯友) Meetup!** Join us for regular badminton, social meetups, and a great time on the court around Caulfield. Let's build a welcoming badminton community and make some amazing memories together! Whether you are a beginner or a pro, this event is perfect for anyone looking to stay active, make new friends, and enjoy some friendly plays. Our group is made up of both local and international members, creating a diverse and welcoming atmosphere for everyone to join in. Not only will you have the chance to improve your Badminton skills and stay fit, but you'll also have the opportunity to connect with like-minded individuals who share a passion for healthy living and staying active. Come and be a part of our community in Melbourne, where friendships are made on and off the court. **Details as below:** When: 28 February, this coming Saturday Time: 5pm - 6.30pm Where: Monash Sport Caulfield (1-min walk from Caulfield Station / free parking around the Station) Fee: $12 per head (PayID to the organizer) *#Limited spots - first come first served (RSVP)* *#Please bring your own racket(s); or you can rent it from the Centre (if needed)* ***#Please kindly update your RSVP as soon as possible if you need to cancel, so hopefully others can still get a spot to join. Cancellations within 24 hours or no-shows will be charged the full rate - Many thanks for your understanding and cooperation.*** *#Please let the organizer know after the first play, if you'd like to play regularly with the group ongoing and enjoy exclusive offer - Organizer will add you to our Whatsapp group for the regulars :)* *DISCLAIMER:* *By* *attending any event hosted by this Meetup group, you acknowledge and accept that participation involves inherent risks, including injury or loss of property, and you assume full responsibility for your safety. The organizers are not liable for any damages, injuries, or losses that occur, regardless of cause. You agree to follow any event guidelines, act responsibly, and understand that you are responsible for your own well-being. By attending, you accept these terms. 3*

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 😊

Join us for a friendly and relaxed English meetup in South Melbourne! This gathering is perfect for anyone who wants to practise English, meet new friends, and feel part of a welcoming community. Whether you’re an international student, new to Melbourne, or simply looking to connect with others, you’ll find a supportive space to learn and grow. Each week, we run **two simple sessions**: **Daily English**, where you learn useful everyday vocabulary, and **Learning English from the Bible**, where we explore short passages in clear, beginner-friendly English. You’ll also meet people from different cultures and enjoy meaningful conversations in a warm, inclusive environment. Come along, make new friends, and enjoy learning English in a place where everyone is welcome. We’d love to meet you!

Window functions have nothing to do with the Windows operating system but provide a “window” to a result set when used in SQL queries. They are powerful, set-based methods to view data in unexpected ways. Window functions provide easy, set-based solutions to solve some common problems: * Using running totals * Performing operations in intervals * Identifying data gaps and islands * Performing aggregates without losing detail Many people are confused by window functions and do not know how to use them properly. This session will explore window functions, how they work, and how to use them. Demonstrations with several examples will solidify how window functions can simplify queries and make them more powerful.

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

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.

Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!

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/

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.

Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm