Amazon Seller Meetups Melbourne

Intro to RAG with Amazon AgentCore

In this hands-on workshop, you'll go from raw embeddings to a fully deployed, production-ready RAG agent on AWS — no prior RAG or AgentCore experience needed. We'll build a real document Q&A system, stage by stage: * **Basic RAG from scratch** — embed documents yourself with Amazon Titan Text Embeddings V2, store them in a local FAISS index, retrieve with cosine similarity, and generate answers with Claude. * **Bedrock Knowledge Bases** — swap the DIY pipeline for a fully managed service that handles chunking, embedding, and indexing (OpenSearch Serverless) from an S3 data source, with hybrid search and metadata filtering. Compare the results against your hand-built version. * **AgentCore Agent** — wrap your RAG into a Strands agent, containerize it, push to ECR, and deploy to AgentCore Runtime with session isolation, auto-scaling, and streaming. * **Production hardening** — add AgentCore Memory for conversation continuity, instrument with OpenTelemetry for traces in CloudWatch, run a RAG evaluation suite, and expose your knowledge base as a Gateway MCP tool. By the end you'll have a deployed, invokable RAG agent on AgentCore Runtime — with memory, full observability, and a real feel for the tradeoffs at every layer, from local FAISS to managed production. What to bring: * Laptop with Python 3.11+ (managed via uv) and AWS CLI v2 installed * An AWS account Skill level: Intermediate — some Python and basic AWS familiarity helpful. No prior RAG or agent development experience required.

Welcome to the next 2026 AWS Melbourne Well-Architected User Group Meetup!

Hi Architects, Welcome to our next AWS Melbourne Well-Architected User Group Meetup for 2026, including more exceptional speakers and topics! :-D At each meetup we covered off various pillars in detail, best-practices and insights from industry leaders that specialise in the Well-Architected Framework. And giving away drones, of course. Lots of drones. **Please also note that AWS Security now requests a company name and company email where it is available. If you are a student, please list your institution and your student email address at that institution 👍** We'll be announcing more speakers on [https://well-architected.me](https://well-architected.me/) and previewing presentations during the coming weeks - our speakers and details this month include: * **Nitin Yadav\, Founder & Principal\, Nuvrix\.ai \| AWS Ambassador** **Productionising an AI Workload, the Well-Architected Way** Most AI workloads make it to demo. Far fewer make it to production, and the ones that struggle usually have nothing wrong with the model. The architecture around it just wasn't built for the real world. In this session, Nitin walks through what it actually takes to take an AI workload from POC to production on AWS, using the Well-Architected Framework as the lens. Covering cost controls, security guardrails, observability, and reliability for non-deterministic systems, with practical patterns you can apply immediately. * **SkillzLab Build Gen AI Well-Architected Reviews** **Well-Architecting App Build-off Review!** In this session, we will have review the apps from the previous session and perform AWS Gen AI Well-Architected Framework Reviews, with the drone going to the most **Gen AI Well-Architected** app on the night. This month's menu will include: * Pizzas * Beer: Nastro Azzurro * Wine: Big and red 🤤 NB: Please check in up the stairs from the ground floor to the Mezzanine Level. So come join us at 5:30 for a 6pm **SHARP** start, followed by beer, wine, pizza and friendly networking after our talks :-) Tired of Linkedin’s "thought leadership”, spam and advertising? Join https://well-architected.me/ , the AWS community built for architects, developers and cloud professionals. * Connect with experienced AWS practitioners * Preview upcoming AWS Meetups and relive past content * Create and review beautiful AWS case studies in minutes * Prepare for AWS certifications with curated quizzes * Show your manager and reports you’re well-architected (Please note that by registering to attend you agree to your details being shared as and where required with Amazon Web Services and AWS Well-Architected User Group partners)

Book swap brunch meet up

Market Buddy Morning

Spend your Sunday morning exploring a local market with people who are also keen to meet new friends. This event is designed to make connection feel easy. Instead of sitting across from strangers wondering what to say, we’ll explore market stalls, grab coffee, try food, and chat as we go. Markets are a great setting because there’s always something to talk about — food, local finds, music, coffee, and whatever catches your eye. You can come alone and join the group when you arrive. We’ll keep things casual and help everyone feel included. The goal is not to network or impress anyone — it’s simply to enjoy the morning and meet people you might want to see again. If you’ve ever wanted someone to go to markets with, this is your chance. **Perfect for:** food lovers, market explorers, weekend wanderers, and anyone who wants an easy activity-based way to meet people. To help you get the most out of the event, we ask that you download our app before you arrive (or upon arrival). The app will be used throughout the event for prompts, activities, and other interactive content so having it ready will ensure you can fully participate. https://apps.apple.com/au/app/besocial/id6759604739 https://play.google.com/store/apps/details?id=com.appetiser.besocial&hl=en **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.**

Advanced Volleyball Session (Men’s Net)

There will be a cap of 18 players, allowing 3 teams of 6. Games will be played to 15 points. These games are intended to be played at an intermediate to advanced level. $8 per person if you wouldn't mind! 😁🙏 Account name: Tam Nguyen BSB: 067873 Account number: 12770014 Or PayID: 0481463419 _Make sure to attach YOUR name!_ RSVP opens each Friday at 10:00pm Only those on the “going” list are permitted to play. Participants attend and play at their own risk. We are not liable for any injury, loss, or damage that may occur during the session. Have fun, be respectful, and keep a positive attitude!

Wombat State Forest exploratory Walk 16km 310m ascent

July Meetup - Hosted Agents and shipping fixes fast with AI

**Andrew Rickard - 75,000 threads and a deadline: shipping fixes fast with AI** A production IIS server bleeding threads. A system under pressure. A fix that needed to ship — fast. This talk walks through a real P1 incident investigation and the rapid sequence of code changes that followed, showing how AI-assisted development changes the pace and shape of crisis response. We'll look at the actual context & data driven approach, the iteration loop, and how a legacy IIS issue became the catalyst for a move to Azure App Service. **Tama Waddell - Build, Ship & Run code-first Hosted Agents with Microsoft Foundry** You've spent this year building out your agent harness for your coding projects. Some of you have gone further and started automating your own workflows, business processes and SDLC. How do you build capable agents requires more than just an Agent.md file? How can I get my current harness into the cloud to run automatically. How do you orchestrate agents to talk to one another? How can I use tokens on the cloud rather than my own? Microsoft foundry provides these capabilities through prompt agents and hosted agents. Hosted Agents are Microsoft Foundry's code-first solution for agentic AI. Come join Tama as he shares how to get your own fully capable agent deployed into the cloud as a hosted agent. How to build them, ship them and run them so you can automate business workflows for yourself, your team or the company. Are you ready for the next generation of agents?

Startup Networking⚡& Fireside Chat w/ Kunal Kalro (Founder of Eugene

​This is a Social Networking event with a Fireside Chat with **[Kunal Kalro](https://www.linkedin.com/in/kunal-kalro/?utm_source=luma)**, Founder & CEO of **[Eugene](https://eugenelabs.com/?utm_source=luma)** Eugene is HealthTech company redesigning how genomics are used - to prevent disease and stay healthy. Kunal’s journey into healthcare began after a personal loss that exposed just how reactive, disconnected and disempowering our health systems can be. ​Today, Kunal is building a future where everyone can sequence their DNA once, and receive personalised guidance for life. ​Before Eugene, he founded and led ventures across multiple industries and geographies, spanning Australia, US, India, Latin America, & the Middle East. Join us to learn how Kunal made Eugene a HealthTech success, and the challenges and key learnings along that startup journey. ​ ​**Agenda:** * ​5:30 - 6:15 PM (45 mins) - Get to know each other & Welcome * 6:15- 7:00 PM (45 mins) - Fireside Chat w/ **Kunal** * ​7:15 - 8:00 PM (45 mins) - More Social Networking ​All tickets includes light drinks and food. ​There’s no dress code, no hard sales pitches, and no pressure — just great people and meaningful conversations ✨ We look foward to seeing you there!

Saturday Morning Walk @ Ruffey Lake Park Templestowe 3106 🙋🏻‍♀️

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 💕

No 88 - Bas Land - Dashboards are Dead! Talk to your data!

**Details** Join us for networking, drinks and a good time catching up with fellow Power BI and Microsoft Fabric enthusiasts **Agenda:** 5:30PM - 6:00PM Welcome and Networking 6:00PM - 7:00PM Speaker Session **Topic:** Dashboards are dead - talk to your data! **THE SPEAKER -** Bas Land - Data Solution Architect, Data Platform MVP & Microsoft Certified Trainer. Bas founded Kimura and is an experienced Data Solution Architect with over 12 years as a consultant in various technologies, currently focusing on Microsoft Fabric. He speaks, creates YouTube videos, and blogs about these experiences to share his knowledge with the community. He holds a Microsoft Data Platform MVP award and is a Microsoft Certified Trainer. In his spare time he likes to practice sports (Brazilian jiu-jitsu, running, weight lifting) and also to travel with his wife, son, and their dachshund Chester. **THE SESSION** **Dashboards are dead! talk to your data!** I have spent the better part of my career designing, refining, and maintaining dashboards in Power BI to help my clients answer business questions. Until now. In this session, we will break free from predefined visuals and fixed dashboards. It is time to talk to your data! Over the past years, everybody has been exposed to AI LLMs such as ChatGPT, Claude, and Gemini. What if I told you that you could chat with your data, just like you can chat with your AI? With Fabric Data Agents, you can! You get a chat interface that understands the context of your data. You can ask questions in natural language (no need to learn SQL or DAX!) and get answers, fast. In this session we will start by explaining some of the basics behind the Fabric Data Agents. Then we'll jump into the prerequisites in order to start using the Data Agents. After all the boring stuff is done I will take you into a live demo of setting up the Agent, tuning it to get accurate responses, and will show how we can chat with our own data to generate insights and drive decision making. You'll walk away from this session understanding the following: \- Why this shift from dashboards to chatting matters for you and your organisation \- How Fabric Data Agents actually work "under the hood" \- How to build\, configure\, and use your first Fabric Data Agent If you are involved in building modern data platforms, please consider Data Agents as an amazing tool to help users find insights faster! **Sponsors:** **Vivanti** A big thank you goes out to our sponsor, Vivanti, for their support of this Meetup; providing the venue as well as drinks for attendees. **GET AI** A big thanks to GET AI for sponsoring the food. If you are interested in an assessment to see if your data is AI ready then check out GET AI's data assessment and POV offer at https://assessment.getai.com.au

❄️Snowy LAKE MOUNTAIN🏕Day trip: Snow❄Hike🥾+ Soup, Waterfall, Meditation

* 🌏 **MELBOURNE → LAKE MOUNTAIN** 🏙️ * 📅 **SUN 21 JUN, DAY TRIP ☀️** * ✨ **Step into snow, sip something warm**✨ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Hike through** ❄️**snow-dusted forests, sip hot soup under tall gums, and breathe in the alpine stillness.** From the summit of **Lake Mountain** to the valleys of the **Yarra Ranges**, this day trip blends movement, beauty, and connection. We’ll wander through an alpine village, climb peaceful trails, and share warm moments with gourmet **soup** and good company. **Waterfalls,** **lookouts**, and a **meditation** round out this soul-refreshing escape into the Victorian highlands. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🎒 **What’s Included – $109:** ✅ Return transport in a comfortable **Mercedes minivan** 🚐 ✅ Guided **9 km snow hike** (gear included) 🥾 ✅ **Gourmet soup** & picnic setup 🍲 ✅ Unlimited snacks, tea, coffee, and soft drinks ☕ ✅ Visit to a **stunning lookout** 🌄 ✅ A moment by the **waterfall** 💧 ✅ Meditation *Optional: Snowshoe hire available on the day ($20–30 if needed)* \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 🕒 **Itinerary Highlights** * **7:00 AM** – Depart from St Paul’s Cathedral, **Flinders** Street * **7:30 AM** – Scenic route **break** * **8:30 AM** – Snowshoe **hire s**top (if needed-*$20–30*) * **9:00 AM** – Arrive & enjoy welcome **tea/snacks** * **9:15 AM** – Begin **9 km snow hike** (moderate, 290m elevation) * **1:30 PM** – **Lunch & Picnic** (BYO welcome) + warm Gourmet **Soup**, drinks, snacks & music (will be provided) * **2:30 PM** – **Lookout** views 🌄 * **3:00 PM** – Visit to a peaceful **waterfall** * **4:00 PM** – Meditation * 5:00 PM – Scenic drive - Black spur * **7:00 PM** – Return to Melbourne (Drop-off at Hammer Hall) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **💰 How to Book?** Secure your spot with a **$99 transfer** **Please note:** An RSVP alone does not secure your spot — only a transfer confirms your place on the trip. Thanks for understanding! 🔹 **PayID:** 0414 661 458 🔹 **Bank Transfer:** **NAME:** KARAPETIAN G **BSB:** 013233 **ACCOUNT:** 226325836 **Ref:** LM 🌟 **Limited spots available—RSVP now!** S*pots are only confirmed once payment is received !!!* \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🎒 What to Bring?** ✔️ **Small thermo bottle for tea + Lunch** ✔️ **Comfortable hiking shoes (or able to supply, let me know size)** **✔️ Wind/water-resistant jacket**🧥 ✔️ **Long pants & long sleeves** 🌿 ✔️ **Hat/beanie/gloves** 🧢 ✔️ **A positive mindset & big smile!** 😊 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- 📢 **Questions?** Feel free to **DM me anytime!** 📩 ✨ **Let’s make this an adventure to remember** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Visit our sources: https://www.facebook.com/groups/812911556223655/?ref=share Instagram: nogeography.hike.kayak https://www.meetup.com/en-AU/no-geography-hike-and-kayak/ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- Credited or refunded only if the event is canceled/moved. Non-refundable in any other cases \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **\*\*Step into snow, sip something warm\*\*** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **LIABILITY WAIVER** The organizer of this group cannot accept any liability for any loss, damage, injury, or accident to participants or their property on this event. By participating in this event, you're taking responsibility for your own safety and well-being. By joining this event you agree to these terms. ## **COVID-19 Safety Measures** * The event host is instituting the above safety measures for this event. * Please do not attend if you are experiencing any flu-like symptoms, such as fever, cough, or sore throat. * If you have recently tested positive for COVID-19 or have been in close contact with someone who has, we kindly ask that you refrain from attending. * Thank you for your understanding and cooperation in keeping our community safe!

Reading the Tea Leaves: Developing Product Sense

A lot of the time, product management can feel like the art of predicting the future. With incomplete data, lots of competing priorities, and stakeholders that always want to have a say, it can be challenging to make a call on what to do next. Building your product sense is a way to make sense of the madness. We'll explore what product sense is, how you actually apply it at work, and ways to develop yours. We'll run through some real examples of using product sense to make hard decisions, pass hiring tasks, and ultimately ship better products faster. **Our Speaker** Maxy Lotherington is the Head of Product & Design at InvestorHub, where she leads a team of product managers and designers. She's spent 10+ years designing impactful digital experiences, scaling product teams, and learning lots every day. Linkedin: [https://www.linkedin.com/in/maxythedesigner](https://www.linkedin.com/in/maxythedesigner)