Drones Melbourne
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Welcome to the next 2026 AWS Melbourne Well-Architected User Group Meetup!
Wed, Jul 22, 7:30 AMHi 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)

Building Physical AI - Show and Tell
Tue, Jul 21, 8:00 AMJoin us at Melbourne Connect Co-working for an evening of live demos and real product stories from practitioners putting AI to work on problems that matter. This Show & Tell brings together three builders working at the intersection of technology and community impact. Each speaker will walk through how their product works, what problem it addresses, and how it applies in real-world settings, no theory, just working technology and honest conversation. ## 🎤 **Speakers:** **Jeremy Peng — Circular Vision AI** An AI-powered recycling assistant that gamifies and rewards waste sorting, improves everyday behaviour, and uses data to power smarter circular systems. **Jaspal Sarai — Jenesys** Edge AI Infrastructure for devices like low orbit satellites and drones where on-device AI processes data in real time rather than in the cloud, supporting an alternative solution for accurate earth and weather observations. **Aish Singh — Deep Vitals** An AI-powered metabolic health platform turning live glucose and wearable signals into personalised daily actions that support behaviour change and simplify healthier decisions. ## 🗓 **Agenda:** Arrival and networking Featured talks and demos ## 🏢 **Venue:** Melbourne Connect Co-working is located within Australia's leading innovation precinct, home to a community of leaders across science, engineering and technology. To find out more, get in touch with our team. [melbconnectcoworking.com.au](https://melbconnectcoworking.com.au/?utm_source=meetup)

Let's build: A.I/ML/Robots using Google Colab and Aiko Services
Mon, Jul 13, 9:00 AM**Aim:** Create A.I / Machine Learning projects ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at **[Grill'd Burgers, 127-133 Swan St, Richmond](https://maps.app.goo.gl/N6QBydEVo1JW6ctn9)** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group ***(our table will have orange traffic cones)*** **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project utilizing A.I/ML and simple, low-cost robots. **Agenda:** **7:00 pm sharp at 415 Church Street, Richmond** \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

Bachata ConeXion Saturdays 'Winter Wonderland'
Sat, Jul 11, 9:00 AM## ❄️✨ **Winter Wonderland Bachata Saturday!** ✨❄️ Bachateros! Get ready for a night of premium vibes, frosty style, and an incredible community atmosphere. ### 📍 THE QUICK DETAILS 📅 **Date:** Saturday, July 11th 📍 **Location:** Sokol Melbourne (497 Queensberry St, North Melbourne) 👗 **Dress Code:** Winter Wonderland ❄️ Dress to impress in **all-white, silver, or frosty blue**! 🤍💙 🎶 **Music:** 70% Bachata \| 30% Salsa \| Kizomba & Zouk ### ⏰ THE SCHEDULE * **8:00 PM:** Bachata Workshop (Open Level) – Sharpen your style! * **9:00 PM – 12:30 AM:** Social Dancing 💃🕺 ### 💰 PRICING (Save $$ Online) * **Workshop + Social:** $18 Online / $22 Door * **Social Only:** $14 Online / $18 Door 👉 https://www.trybooking.com/DMTZG Everyone is welcome! Whether you’re a total beginner or a pro, come experience the best connection in Melbourne. ✨ **Let’s turn the floor into a Winter Wonderland!** ✨ ### ✨ OUR CONEXION & COMMUNITY We pride ourselves on a welcoming, safe, and inclusive environment. To keep the energy positive for everyone, we follow a Code of Conduct and reserve the right to ensure all guests contribute to a respectful dance floor. See you on the icy dance floor! 🤍💙

Intro to RAG with Amazon AgentCore
Wed, Jul 8, 8:00 AMIn 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.

Importance of IDPs in the Era of AI
Thu, Jul 16, 8:00 AMAs AI tools dramatically accelerate code generation, the bottleneck in software delivery is shifting from writing code to securing, managing, and deploying it. This talk explores why Internal Developer Platforms (IDPs) are more critical now than ever. We will discuss how an effective IDP acts as the essential safety net against "AI sprawl," providing the automated guardrails, standardized templates, and compliance checks needed to handle the massive influx of AI-generated code. Drawing on real-world patterns from OpenChoreo, an open-source IDP built for the AI era, attendees will learn how to build structured, scalable platforms that reduce cognitive load and transform chaotic, rapid-fire AI development into paved paths for reliable enterprise productivity. Walk away with a clear framework for evaluating and evolving your IDP strategy as AI adoption accelerates.
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