Drones 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.

New RONE installation

KSUG.AI x Agentic Platform Engineering for EKS - 29 Jun 2026

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-06-29](https://konfhub.com/ksug-au-2026-06-29) **<=** **Latest promotions** discovered by our community! * **40%** OFF **[Kubernetes](https://lf.ksug.ai/)** Sitewide - Code: **TECHTALENT26AI** * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening in-person at at AWS Melbourne office! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Workshop Overview [Hands-on Workshop]** Join us for the Agentic Platform Engineering Experience (APEX) — an adaptive, instructor-led, choose-your-own-adventure workshop where you and an AI tutor explore Amazon EKS through the lens of agentic platform engineering. Using Claude Code and AWS DevOps Agent as a co-pilot alongside purpose-built APEX Skills, you will design, build, and operate Amazon EKS clusters with AI-guided assistance that adapts to your experience level and goals. **Who Should Attend** This workshop is designed for platform engineers, DevOps engineers, solutions architects, and developers who want practical, hands-on experience combining AI agents with Kubernetes platform engineering. **What Matters to You** * **Immediate Applicability:** Deploy and operate EKS clusters using the same patterns and tools you will use in production — no toy examples. * **Reduced Operational Risk:** Understand and enforce critical safety rules that prevent NodeCreationFailure and pod creation blocks. * **Faster Time-to-Value:** Use AI-assisted infrastructure generation to scaffold complete, production-ready Terraform projects in minutes, not days. * **Security & Compliance:** Harden cluster security posture with guided remediation and constraint patches for air-gapped, proxy, and compliance environments. * **Cost Optimization:** Identify and implement compute cost savings through AI-driven operational reviews — applied to your real cluster. * **Career Growth:** Gain hands-on experience combining AI agents with Kubernetes — a rapidly growing skill set for modern platform engineers. **Environment prepared for you by AWS** * AWS account pre-configured at no cost * EKS cluster already deployed & ready * Claude Code workspace provisioned * APEX Skills included — no local setup required **Pre-requisites:** Foundation knowledge about Kubernetes. Attend this self-paced digital course if you are not familiar with Kubernetes Home - [AWS Skill Builder](https://skillbuilder.aws/learn/X5RBBUKERD/the-amazon-eks-cluster/FJVEUUZGEK?parentId=393YRXJZWC) **IMPORTANT: Please bring your own laptop and government ID.** **[Register Now](https://konfhub.com/ksug-au-2026-06-29)** Seats are limited. Register now to secure your spot and accelerate your kubernetes platform engineering with AI. **Speakers** **Frank Fan** Principal Solution Architect, Containers, AWS **Nirmal Rajan** Senior Technical Account Manager, AWS **Don George** Senior Technical Account Manager, AWS **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 👉 Join our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [github.com/ksug-ai](https://github.com/ksug-ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://k8sug.ai/privacy). Additionally, you agree that our sponsors may contact you.* **[KSUG.AI](https://ksug.ai/?ref=meet)** is an independent community and not affiliated with or endorsed by CNCF. Kubernetes, K8s, Kubestronaut are registered trademarks of The Linux Foundation.

FREE Walk and lunch - Moonee Ponds

Join for a walk around Queens Park Moonee Ponds, meeting at War Memorial. **SEE PINNED MAP** FREE to attend. Then pay own lunch at Cafe. Last time saw a great turn out! Meeting at 10:30am and starting walk at 11am. Please arrive before 11am! Dogs welcomed. Meeting on Mt Alexander Rd and Kellaway Av. Please be on time, not smell of BO, alcohol etc. 12pm meeting at Holmes Hall, Moonee Ponds, right by station. You are welcome to join just for lunch.

AI Engineering Meetup - Building AI That Ships.

AI is no longer a future concept — it's being engineered into production systems today. We're rebuilding a practitioner-led space where Melbourne's AI engineering community connects, learns, and ships better work together. After a year away, we're back – and bigger in focus. Same community, sharper lens: the *engineering* of building AI systems that survive contact with production. Our first event back is themed "Building AI That Ships." Two talks from local practitioners, then time to mingle with the people working on the same problems you are. **Who is this for** AI engineers · software engineers shipping LLM features · ML engineers and data scientists · product managers building AI products · technical leaders. **Important Note** After clicking "Attend" on this meetup, you'll also need to register through this [link](https://invites.envoy.com/group-invite/8UV8AVxbXWNFdtTq/exceeded) to gain access to the venue! **Run time** * **5:30 – 6:00** — Doors open · food + drinks · networking * **6:00 – 6:10** — Welcome * **6:10 – 6:30** — Talk 1: Designing the Harness around AI agents * **6:30 – 6:50** — Talk 2: AI for Future of Engineering * **7:00 – 7:30** — Panel Discussion: The Engineering Day in AI Era * **7:30 – 7:50** — Open networking * **7:50 – 8:00** — Wrap up See you there! 🙌

The Key To Making Money - Free Talk

Why do we find it hard to make money, while others are flourishing and prospering? Is it just that some were born lucky? No. Do some people just have a natural talent? No. It comes down to the art of communication. One's ability to communicate will determine how successful one will be, not only in business, but life as a whole. We will be covering different avenues of communication, and what you can do to bring change to your life. ------- The talk will go for roughly 45 mins, give or take. We will then proceed to do a Personality Test which will really break down what areas in your life you are lacking in, and can then get the appropriate tools to assist you.

What Breaks When AI Picks Up: Lessons from Voice AI in Australian Healthcare

**What Breaks When AI Picks Up:** **Lessons from Voice AI in Australian Healthcare** 181 commits. 10 weeks. 28% were fixes. In this session, Dr Kevin Ong, Co-Founder, CEO and CTO of Voral.ai, and Principal AI Consultant at Equal Experts Australia, shares what really broke when AI was deployed on a live phone line handling patient calls in Australian healthcare practices. From phantom bookings and four-second silent gaps that no unit test could catch, to race conditions where callers were simultaneously handled by multiple AI agents - this wasn’t theory, it was production reality. No polished architecture diagrams. Just hard won lessons from the fixes that followed. **Agenda** 5 30 PM - Gates open (Networking drinks & food) 6 15 PM - G-EE-K Talk 7 PM - Q&A 7 15 PM - Networking drinks (and more food) 8 30 PM - Wrap up

Jun 28 | Kismetrix Social Run/Walk + Coffee - The Tan Track Botanical Gardens

## 🌿 **Kismetrix Singles Social Run/Walk + Coffee – TAN Track** [Register Here](https://www.eventbrite.com.au/e/jun-28-kismetrix-social-runwalk-coffee-the-tan-botanical-gardens-tickets-1990218749856?aff=oddtdtcreator) 📅 **Date: Sunday** 26th of April 🕘 **Time:** 10:00 AM – 11:30 AM (please arrive by 9:45 AM) 📍 **Meeting Point:** Royal Botanic Gardens Visitor Centre 🏃 **Route:** TAN Track loop through the Royal Botanic Gardens 📏 **Distance:** Approx. 3–4 km (relaxed social pace) Or Walk 🎽 **Dress Code:** Comfortable activewear or casual running clothes ## **About the Event** Looking to meet new people, get active, and enjoy great company — without the pressure of a dating event? The **Kismetrix Singles Social Run or Walk + Coffee** is a relaxed, feel-good experience for singles who enjoy movement, nature, and meaningful conversation in a warm, welcoming environment. We’ll run at an easy, conversational pace around the iconic **TAN Track**, giving you plenty of chances to chat, laugh, and connect with different people along the way. There’s no racing, no awkward icebreakers — just a friendly group of singles sharing a beautiful morning together. After the run, we’ll walk back as a group and enjoy **optional coffee and mingling at the Visitor Centre café**, where conversations can continue naturally and comfortably. Many guests tell us these events feel more like meeting new friends — with a spark of something extra. ## **Who It’s For** ✨ Singles who want to meet people offline ✨ Adults 18+ across a wide range of ages (20s to 60s+) ✨ People who enjoy light running, jogging, or active social experiences ✨ Anyone looking for community, confidence, and connection **Singles only. Adults only. No children or dogs.** This helps keep the space relaxed, focused, and socially comfortable for everyone. ## **What to Bring** * Water bottle * Comfortable running or walking shoes * Sunscreen / hat * Light jacket (weather can change) * Positive energy and an open heart 💛 ## 🎟️ This is a **free community event**, with **optional donations** to support the Kismetrix community. While many of our curated singles events are ticketed, this run is part of our **open community series**, created to make connection, movement, and belonging accessible to everyone. Your support helps Kismetrix continue building safe, welcoming spaces where real human connection can grow — romantically or platonically. ### **Hosted by:** **Kismetrix \| True Connection** Because real love starts with real connection. ### **🔗 Stay Connected with Kismetrix \| True Connection** Love this event? We run a variety of experiences to help people meet and connect in meaningful ways. 📧 **[social@kismetrix.com.au]()** 🌐 **[www.kismetrix.com.au](http://www.kismetrix.com.au "http://www.kismetrix.com.au")** 📱 **Follow us on Instagram:** [https://www.instagram.com/kismetrix_/](https://www.instagram.com/kismetrix_/ "https://www.instagram.com/kismetrix_/") **, Facebook & Eventbrite** 🤝 **Collaborations: [collabs@kismetrix.com.au]()** ### **📄 Important Notice** By registering for this event\, you confirm that you have read and agree to Kismetrix \| True Connection’s Terms & Conditions\, Privacy Policy\, Disclaimer and Code of Conduct\. Some events may be non\-refundable as stated in their individual descriptions\.

MEL MLOps Community #18 | Data, Decision and Agentic AI Productivity Paradox

We are stoked to announce our next **Melbourne MLOps Community Meetup** of the year! We are bringing you an absolute powerhouse lineup featuring two industry heavyweights. We will dive deep into tracking ML/DS performance using high-impact business metrics over raw statistical metrics. We will also tackle the AI coding productivity paradox and the high-stakes build-vs-buy SaaS dilemma. **🎤 Speakers** We’re thrilled to introduce: **\- Nathanael Lampe**, Machine Learning Manager *at* Bunnings Warehouse. Nat is widely recognised as one of the most brilliant, deeply technical data science leaders. He brings an elite background in advanced data science, now driving the core Data Science team at Bunnings. In his talk, *Data & Decisions,* Nat will explain how in ML, we often focus on model accuracy but it’s a lot harder to measure the decisions a model supports. When we can anchor our ML practice in true business metrics, we are better equipped to ensure analytics projects succeed. **\- Javier Candeira**, Fractional CTO *at* Infoplumbing. Javier is a distinguished veteran of the data, software, and tech consultancy scenes. He brings many years of battle-tested technical and business experience to guiding teams through today's volatile AI landscape. His talk titled: *The Buy/Build Dilemma and the Agentic Productivity Paradox* addresses three red-hot issues in the MLOps community: 1\. Local LLM inference and tooling for small scale teams\. What is too much local MLOps for a 1\-5 person shop? Is local inference only a cost saver\, or are there also capabilies unlocked by the finer\-grained control afforded by operating one’s own models? 2\. The Buy/Build dilemma\. This is a question for every company\, from small SaaS to big corporate\. The abundance of LLM coding tools shifts the balance\. How? 3\. The Productivity Paradox: If Agentic Coding and LLM autocomplete are so great\, where are the great new products? Where’s the programmer productivity going? Javier will showcase some of his NixOS-based MLOps-for-one tools, and will attempt to progress the conversation on these three questions with his own reflections based on personal experience. **Networking** The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships. Come ready to discuss: * The tools you’re experimenting with * Trends you’re seeing in ML and MLOps * Challenges you’re tackling * Ways to find peer support We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly. **Agenda** 🍕 **5:30pm** – Networking, drinks & food 🙋 **6:00pm** – Welcome 🎤 **6:10pm** – Presentation by Nathanael ❓ **6:30pm** – Questions for Nathanael 🎤 **6:40pm** – Presentation by Javier ❓ **7:00pm** – Questions for Javier 🍻 **7:10pm onwards** – Networking, drinks & food We’re looking forward to seeing you there! **P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet. Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)

❄️Snowy MT DONNA BUANG: Day trip: Hike, Lunch-Ratatouille, Meditation, RedWood

* 🌏 **MELBOURNE → MT DONNA BUANG**🏙️ * 📅 **SUN 28 JUN, DAY TRIP ☀️** * ✨**Step Into Stillness — Hike, Breathe, Taste**✨ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **✨ Breathe in the fresh forest air of beautiful snowy Mount DONNA BUANG and its surroundings🌿** Swap city clang for alpine hush! We’re heading to Mt Donna Buang for a day of powder‑dusted trails, redwood whispers, forest‑floor meditation and country flavours. Think snowy switchbacks, soul‑warming lunch, a gallery in the treetops, and orchard‑fresh treats on the way home. New friends, big laughs, zero hassle. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🎒 All-Inclusive for $99** ✅ Round-trip **transport** in a comfortable **MERCEDES minivan** 🚐 ✅ Guided **9 km hike** + all gears 🥾 ✅ Unlimited **snacks, soft drinks, coffee & tea** ☕ ✅ **Meditation** \- with great company ✅ Rustic **Ratatouille** meal (vegetarian) 🍽️ ✅ Visit **stunning scenic lookouts** 🌄🦘 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- #### 🕒 Itinerary: 🌅 07:30 — Meet at **St Paul’s Cathedral,** Flinders Street ☕ 08:00 — Stop for a break 🍉 09:00 — Arriving - **tea/coffee/drinks** and snacks (included!) 🥾 09:15 — Snow❄️**Hike** 9 km - 180m elevation 🧢 11:30 — Lookout tower 🍽️ **12:30 PM** — **Group picnic lunch** Featuring rustic **Ratatouille (veg.)** + snacks & drinks 🌟 13:00 — **Redwood Forest** ✨ 13:30 — **Meditation** – ground & breathe 🦘 14:00 — **River walk** **-** Explore & river bend 🚐 15:00 — **Scenic drive** back through the ranges 🌸 16:00 — **Country Shed** – taste & stock up 🏙️ 18:00 — Return to **Melbourne** with a heart full of memories 📍 Drop-off: Hammer Hall, Melbourne \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **💰 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:** Don 🌟 **Limited spots available—RSVP now!** S*pots are only confirmed once payment is received !!!* \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ❗️**Please Note:** **Payments are only credited or refunded if the event is canceled or rescheduled by the organizer.** In all other circumstances, payments are **non-refundable and non-transferable**. ❗️Thank you for understanding and supporting the planning involved in creating these experiences! 🌿 \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **🎒 What to Bring?** ✔️ **Small thermo bottle for tea** ✔️ **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/ \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **\*\*\*Step Into Stillness — Hike, Breathe, Taste\*\*\*** \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **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 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!

(In-Person) Savings with AI-Assisted Performance Testing

Dear STAG members, We are back with **🚀STAG In-Person Meetup!** **Topic: Calculating the Savings with AI-Assisted Performance Testing Using LoadMagic and JMeter** Artificial Intelligence is rapidly transforming the way performance testing is performed, but how much time and cost can it actually save? Join us for an engaging and practical session with **[Renard Vardy](https://www.linkedin.com/in/renard-vardy/)**[ ](https://www.linkedin.com/in/renard-vardy/)as we explore how AI-assisted automation can dramatically reduce the effort and technical complexity involved in creating and maintaining JMeter performance test scripts. In this session, Renard will demonstrate how **LoadMagic** can automatically correlate a JMeter script, showcasing how AI-assisted scripting can simplify and accelerate this process through a live demonstration. 📅 **Date:** Wednesday, 24 June 2026 🕕 **Event** **Time:** 5.30 PM - 7.30 PM 🕕 **Speaker** **Time:** 6 PM - 7 PM 📍 **Format:** **In-Person Meetup** 📍**Venue**: Level 3, 271 Collins Street, Melbourne VIC 3000 **Thanks to our Event Sponsor : [Easygo](https://easygo.io/)** 287 Collins Street, Melbourne, VIC 3000 ***Food & drinks will be provided.*** 🤝 **Networking** before and after the event. Join us from **5:30 PM** for pre-event networking and stay after the session until approximately **7:30 PM** to connect with fellow testing professionals. **About the Speaker – Renard Vardy** Renard Vardy is a highly experienced Software Quality and Performance Testing specialist with more than 25 years of industry experience helping organisations improve the reliability, scalability, and performance of critical software systems. Throughout his career, he has worked across government, enterprise, and large-scale digital transformation programs, with a strong focus on Performance Engineering, Test Automation, and emerging AI-driven testing practices. [https://www.linkedin.com/in/renard-vardy/](https://www.linkedin.com/in/renard-vardy/) If you need any further info, please email at [stag@test-fast.com.](http://stag@test-fast.com./) Join [STAG mailing list](https://test-fast.com/community/stag/membership-for-stag) to not miss any notification & also join the [STAG premium membership](https://test-fast.com/community/stag/premium-membership-for-stag-members) today and unlock a world of exclusive benefits designed to propel your career in software test automation to new heights. [Sign up now](https://test-fast.com/community/stag/premium-membership-for-stag-members) and take advantage! Also, join us on: [Subscribe STAG on YouTube](https://www.youtube.com/channel/UCRu6aED3NQbkBW5SxfAF_Lg) (for recordings) [Follow STAG LinkedIn Page](https://bit.ly/3x4mWog) [STAG LinkedIn Group](https://www.linkedin.com/groups/6967675/) STAG [WhatsApp channel](https://whatsapp.com/channel/0029VagLSlQDTkKBtPYfCi1W) We look forward to seeing you there and making this event a memorable and valuable experience for everyone. **Why Attend?** * **Networking Opportunities**: Meet and interact with like-minded professionals in the software test automation field. * **Knowledge Sharing**: Engage in insightful discussions and share your experiences and challenges. * **Collaboration**: Discover potential collaborations and partnerships within the community. Thanks & Regards, **STAG** *{Empowering Test Automation}*

GDG Melbourne June'26 Meetup!

RSVP on our GDG community platform -> https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-june26-meetup/ This event is hosted at the Mantel Group Office, with the recording of the talks to be shared afterwards on YouTube if you can't make it. There will be food, networking and some surprise swag!Agenda: 6:20 - Intro 6:30 - Talks 8:00 till late - networking & chat (& drinks optional)Speakers and Talks: Talk 1: Olga Mirensky - Senior Staff Site Reliability Engineer @ Ping Identity Olga and Her Agent Attended AI Engineer Conference. Lessons Learned What happens when you let an experimental Stand-In Agent run loose against a live conference environment? To follow the fast-paced sessions of an AI Engineer conference, I built an agent while at the conference. The agent monitored talks and distilled what actually mattered to me - filtering for high-value signal and turning it into specs ready to implement or articles I should read. I started with a different platform, but pivoted to an ADK agent deployed to GCP Agent Platform. Identical system prompt, different platform architecture, different LLM - completely different outcomes. This talk is a transparent look at what happens when agentic experiments meet reality, including an architectural runaway bug that burned 1M tokens per minute. We look past the hype and focus on the real engineering rigour required to build purposeful agents, with four key takeaways: * The Purpose Filter: Why does your agent care about this specific talk? If it’s not highly unique, you’re just automating noise. * Architecture > Hype: The gap between what you expect and what actually happens at runtime and why. * The Personalised Flywheel: High-signal distillation requires deep context about you, your team, and where you are in your journey. * Clear Goal Setting: Moving from “autonomous” to “purposeful”. In the replay demo I’ll walk through my flywheel showing how the agent filtered the content in real-time, picked up on tech I am interested in, turned it into an implementable spec, and how AI tools can close the loop to further automate the entire implementation, testing, and release cycle. Talk 2: Sahil Bahadur Devkota - Full Stack Developer Beyond LLMs: why RAG is equally important In this talk, I'll break down how RAG works, why is it really important in real-world and it's popular architectural pattern. We'll look at the core components of a RAG pipeline, discuss it's implementation approach, and cover some of the key things to think about when building an AI applications with RAG. Whether you're working with AI or building application that need accurate responses, you'll leave with a practical understanding of when RAG make sense - and when it doesn't. Talk 3: Abhijeet Kumar - AI & Automation | Cloud enthusiast Beyond RAG: Building an Agentic "Second Brain" with FastAPI, pgvector, and Gemini Move beyond static note-taking apps. This talk explores Project NeuralFortress—a custom, Python-built knowledge management system designed to actively synthesize information. We’ll walk through evolving a basic RAG script into an agentic pipeline using FastAPI for routing, Neon PostgreSQL (pgvector) for vector storage, and Google Gemini for cognitive processing. In Development (Sneak Peek): A brief look at experimental features currently in testing to make the system fully autonomous: GraphRAG: Mapping multi-hop relationships beyond standard vector distance. MCP Integration: Native database queries directly from your code editor. Async Watchers: Autonomous background web scraping and data ingestion. How to find us: Doors open at 5:45 PM at our host the Mantel Group, Level 2/452 Flinders St, Melbourne. Message via Meetup or Slack if you are arriving after 6:00, as the lifts won't let you up.&nbsp; This is an in-person only event. If you have any accessibility requirements, please reach out via the Meetup or Slack to the organiser group to discuss, and we will do our best to help you out. Agenda --- Hosted By Katie Barnett, GDE Android / GDG Organiser Katie is passionate about all things Android. She has taken on a wide variety of challenging projects including in the live event, media and travel space. Her favourite thing is to see someone having a delightful experience using something she has worked on. Katie is very active in the development community, she is a Google Developer Expert for Android, one of the organisers of GDG Melbourne and is a Women Techmakers Ambassador. She frequently runs events, speaks on technical and non-technical topics and enjoys writing blog posts to share her experience with others. Katie is based in Melbourne, Australia but loves to travel the world and outside of tech she enjoys boardgaming and attempting to finish many craft projects. Suesi Tran, Senior Flutter Developer Google Developer Expert in Dart, Flutter & Firebase, Women Techmaker Melbourne ambassador, GDG Melbourne & Flutter Melbourne co-organiser. In short: Flutter is love, and mobile is life. Poornima Sivakumar, GDG Organiser Lovee Jain, GDG Organiser Lovee is a Software Engineer at Prezzee, a GDG Melbourne Organiser and also a Women Techmakers Ambassador. A tech inquisitive philomath, she loves problem solving and solution design. She has worked at a city council where she developed a lot of useful system integrations and while at Prezzee she develops and works on multiple gift card solutions to cater the B2B2C market. Zach Jensz, GDG Organiser Passionate about the web, seamless UX and accessibility. I love attending meetups, find me and come say hi! Ujjawal Raj, GDG Organiser Bramley Turner-Jones, GDG Organiser Yuba Raj (UV) Panta, GDG Organiser Kartik Arora, Android Engineer Google Developer Expert in Android Android Engineer @ Bilue Carolyn Ai Chi Wong, Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-melbourne-presents-gdg-melbourne-june26-meetup/.