Hyperledger Fabric

**Please Note:** you MUST Register at this link to attend - Space is limited. https://developer.microsoft.com/en-us/reactor/events/27103/ This in-person event is built for developers and cloud engineers who want to design, build, and deploy real-world AI solutions on Azure. Expect a hands-on, implementation-focused experience using Microsoft Foundry and GitHub Copilot with live demos, guided labs, and practical developer workflows. #### Speakers **Randi Ratnayake - Beyond Prompts: Building Production-Grade AI with Microsoft Foundry Hosted Agents** Traditional AI agents are great for chat experiences, but enterprise applications often require much more than prompts and tools. Microsoft Foundry Hosted Agents enable developers to build code-first, containerised agent applications while Azure handles hosting, scaling, identity, and operational concerns. In this session, we'll explore the evolution from traditional Foundry Agents to Hosted Agents, compare the classic and new Foundry experiences, and demonstrate how Hosted Agents enable production-grade orchestration, multi-agent systems, and enterprise integration patterns. Learn when Hosted Agents are the right choice and how they can accelerate your journey from AI prototype to enterprise solution. **Dennis Vroegop - Engineering Agents that Reason, Act and Adapt** In this hands-on lab, you will build an AI agent that reasons, acts, and adapts while navigating a mission-based challenge in San Francisco. Using Microsoft Agent Framework with Microsoft Foundry capabilities, you will progressively add Model Context Protocol tools, agent-to-agent collaboration, knowledge retrieval, and memory plus logging to create a production-ready agentic workflow. **Bron Thulke - GitHub Copilot in Visual Studio: Agents That Debug, Profile, and Test** Explore how GitHub Copilot in Visual Studio helps professional developers debug complex issues, analyze performance bottlenecks, and improve test workflows using agent-powered experiences. We'll cover real-world scenarios across C# and C++ apps, highlight new capabilities coming to GitHub Copilot in Visual Studio, and show how AI can become a trusted part of your inner-loop development process. **Ahmed Muhi - The honest practitioner's take on agentic AI on Kubernetes** Agentic AI workloads are stateful, bursty, and multi-step, and they often span infrastructure beyond a single cluster. This breakout focuses on what it actually takes to run AI at scale on Kubernetes while keeping systems operable, including practical patterns for serving, training, orchestration, and fleet operations. **Stuart Dobson - One Package Away: Turning Azure Functions into AI Agent Tools with MCP** If you're already running Azure Functions, you're closer to having a working MCP server than you think. In this session, we'll explore how one NuGet package and a few attribute decorations turns your existing Azure Functions into MCP tools, callable by GitHub Copilot, Azure AI Foundry agents, and any MCP-compatible client. No rewrite. No separate server. Your blob containers, Cosmos collections, and Service Bus queues stay exactly where they are - you're just adding a new trigger type that knows how to talk to agents. This is a live demo session. By the end, you'll have seen a working Azure Function exposed as an MCP tool, and tested against GitHub Copilot in Agent mode. **Danidu Weerasinghe - "Don't Just Migrate — Build a Migration Machine"** Cloud migration demos usually show a one-off success. This session shows how to build a repeatable migration machine. Starting from a real AWS workload, we use GitHub Copilot Agents plus reusable Skills to automate discovery, architecture design, IaC transformation, code refactoring, pipeline generation, and validation. The key shift is from prompt-heavy, single-use agents to a skills-first model where migration knowledge is modular, versioned, and reusable across projects. You will see how this approach improves consistency, reduces rework, and turns migration from a hero effort into an engineering system your team can scale. **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? **AJ Bajada - Roll for Vibes** In Roll for Vibes, I take you on a fast and fun 20 minute journey through how I vibe coded a full companion app for a tabletop RPG in just one day. No grand plan, no prophecy from the DM, just pure instinct and a willingness to let the dice (and the code) fall where they may. I will show how that single day sprint created a character builder and a chat agent that helps players navigate rules, lore, and those classic moments of “wait, can I actually do that,” all connected to Foundry agents. It is a real world example of how vibe coding, when done correctly instead of chaotically neutral, can solve real problems and bring a tabletop world to life with surprising speed and style. **James Westall & Akanksha Malik - Cooking up a special LAB (Watch this space)** #### Prerequisites Space is limited for this event, as such we ask that you do not bring unregistered guests. So we can accurately anticipate guest count, cancel your registration if you do not plan on attending. Please be ready to present your registration confirmation email at the door if requested

Hey everyone\, Microsoft Fabric and Power BI Melbourne are helping to run a larger Build //localhost:melbourne event with other communities in Melbourne\!\| **Please Note:** **You MUST Register at this link ONLY to attend - Space is limited.** [https://developer.microsoft.com/en-us/reactor/events/27103/](https://developer.microsoft.com/en-us/reactor/events/27103/) This in-person event is built for developers and cloud engineers who want to design, build, and deploy real-world AI solutions on Azure. Expect a hands-on, implementation-focused experience using Microsoft Foundry, GitHub Copilot and other tools and technologies that have been announced at the Build event, with live demos, guided labs, and practical developer workflows. **What to expect:** * Key takeaways and announcements from Microsoft Build 2026 * Deep dive into Azure AI and Generative AI use cases * Live demos with Microsoft Foundry and GitHub Copilot * Hands-on labs to build and test AI-powered features end-to-end * Best practices for building AI-powered applications * Networking with the local AI developer community Whether you're shipping your first AI feature or scaling production systems, this event is designed to give you actionable insights to accelerate your AI journey with Microsoft. \#\#\#\# Prerequisites Space is limited for this event, as such we ask that you do not bring unregistered guests. So we can accurately anticipate guest count, cancel your registration if you do not plan on attending. Please be ready to present your registration confirmation email at the door if requested

**Open to members of iHarvest and businesses/residents of Brimbank City Council.** **Meetup registration lets us know you’re interested-you'll be contacted with an application to apply for round 2 of the business mentoring program (including a specific session date/time).** The iHarvest Business Mentoring Program offers up to 3 free sessions with a business expert tailored to support your start-up or small business. Whether you’re just starting or looking to grow, the program provides you with practical insight. Mentors can assist you with: * Business planning and strategy * Marketing and branding * Financial management * Product or service development * Legal or regulation * Scaling and growth * Support and accountability

**Gain The Confidence to Be Unstoppable! Free Class.** How to Achieve Self Confidence! Without question, self confidence is the key to success. It determines how many of your goals you achieve in life and has an enormous impact on your happiness. It affects how people perceive you, your career achievements, your ability to take risks or try new endeavours, as well as your overall attitude toward yourself and others. Self Confidence is something most people would like to have more of, but aren't sure how to get. Did you ever feel more certain of yourself in the past? Would you like to raise your self confidence ? To increase self confidence, you have to understand what reduces it. If you know why this happens you can reverse the situation and rebuild your self esteem. Self Confidence is self-determinism. One's belief in one's ability to determine his own course. As long as one has that, he's go the universe in his pocket. - L. Ron Hubbard. This day you are able to Learn a few things about: • The true source of security in life. • How self-confidence, self respect and self trust interrelate, and what you can do to rehabilitate them. • The exact steps to become more competent in whatever you do. Today's free class will put you into a good position to help you achieve a new level of self-confidence, accomplish more and progress towards a higher level of personal survival. Free parking, Free entree *** Todays free class is open to all people of goodwill and is held at the Life Improvement Centre located at Scientology. Our meetup classes contain universal knowledge that is applicable to all of us and can and is used by anyone of any faith as well as by those with no faith. Our meetups contain TOOLS for better living and they will assist you greatly in achieving your goals! These practical tools can be used straight away!

Have you been interested in woodworking, 3D printing, CNC, cosplay or Electronics? Come visit Maker Community to get a tour of our space, learn about our memberships, have a chat with our members and discuss your dream projects.

Walk to Ricketts Point

Let’s meet for a casual evening of indoor bouldering at BlocHaus Port Melbourne. Bouldering is climbing on shorter walls with padded mats, without ropes or harnesses. BlocHaus describes it as a social activity that can be done with or without a partner, and their first-time page says beginners can come along and hire what they need in-house. We’ll meet near reception at 6:30pm, do a short warm-up/pre-workout, then start climbing around 7:00pm. You can climb as much or as little as you like, take breaks, watch others climb, or work on problems together. This is not a competition or a formal coaching session. Everyone is responsible for climbing within their own ability and following BlocHaus rules/staff instructions. **Who this is for** * Beginner-friendly and suitable for people who want a relaxed social climb. * Experienced climbers are also welcome, especially if you are happy to climb casually and help keep the vibe friendly. * Solo attendees are very welcome. You do not need to come with a climbing partner. **Links** Meetup start point: [https://maps.app.goo.gl/39gz2CkAmiicRNR76](https://maps.app.goo.gl/39gz2CkAmiicRNR76) BlocHaus website: [https://mlb.blochaus.com.au/](https://mlb.blochaus.com.au/?utm_source=chatgpt.com) Pricing: [https://mlb.blochaus.com.au/pricing/](https://mlb.blochaus.com.au/pricing/?utm_source=chatgpt.com) **Timeline** 6:30pm – Meet at BlocHaus reception and say hello 6:45pm – Short warm-up / pre-workout 7:00pm – Start bouldering 8:45pm – Cool down / post-workout 9:00pm – Meetup ends **Tickets / cost** * Everyone will need to pay their own BlocHaus entry directly to the venue. * Climbing shoes are required on the wall, and BlocHaus says shoes can be hired in-house. **Bring** Comfortable clothes you can move in Water bottle Socks for hired climbing shoes Climbing shoes, if you have your own A small towel or change of clothes if you want Payment card, as BlocHaus lists itself as EFTPOS only **Expect** * Difficulty: Flexible — choose climbs that suit your own level * Pace: Casual and social * Group style: Relaxed, supportive, beginner-friendly **Important notes** Bouldering involves risk. Please climb within your own ability, warm up properly, be aware of people around you, and follow all gym rules and staff instructions.

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-07-01](https://konfhub.com/ksug-au-2026-07-01) **<=** **Latest promotions** discovered by our community! * **30%** OFF **[Kubernetes](https://lf.ksug.ai/)** Exams - Code: **30K8SUG** * **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 both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Agents onboarded Internal Develop Platform (OpenChoreo) by [Kanchana Wickremasinghe](linkedin.com/in/kanchanaw/), VP & Field CTO for WSO2 * **Topic 2:** What is Podplane.dev by [Ryan Djurovich](linkedin.com/in/ryandjurovich/), Founder & Engineer @ Nadrama.com * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors **[Amazon](https://aws.com/)** and **[Harness](https://www.harness.io/)**! **[Register here](https://konfhub.com/ksug-au-2026-06-03) to secure your spot!** See you all there! **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.

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)

Are YOU Ready and Willing to go further along your SPIRITUAL JOURNEY, without forcing yourself to FIND TIME TO READ ABOUT IT? ''A Course in Miracles (ACIM)" is The Channelled Works of Jesus / Isa / Yoshua (SAME HUMAN BEING - Named Differently By Different religions) from 1965 - 1972. It Supplements and can go beyond anything The Bible, The Koran and The Torah has taught you. Find Out if you are ready to experience TRUE Spiritual Growth Beyond Religious Teachings (THE ACTUAL PROMISED: SECOND COMING) that have been Edited, Re-Translated across One or More languages or Added to for The Suppression of Women. It Upholds the prophecies from those three mentioned holy books, but explains Truth more easily than they are able to for the ordinary 21st Century human being. We don't need to know esoteric teachings handed down by Mystical Schools, to RETURN HOME TO SOURCE ENERGY. You have free will to decide when you will commence your Journey HOME from Earth. We can Listen to Recordings of the above mentioned works. Alternatively, I also have DVD or CD recordings from Joseph Campbell, Deepak Chopra, Mother Theresa, Stuart Wilde, David Hawkins, Esther Hicks, Dennis Waitley, Gregg Braden, Wayne Dyer and Others. 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. This meet up is stated to last 3 hours, but as some can be too busy for that length of time, you are welcome to leave early, without it being a problem to me. NOTE: LEARNING SPIRITUAL TRUTH can be strange and stir up The Human Ego/ The Fake Will for some on this planet, but without putting in the time to do so, our Spiritual Growth is HINDERED GREATLY!!! SOURCE ENERGY IS ETERNAL AND IS ALWAYS UNCONDITIONALLY LOVING. 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 The Man-like Figure with The Long White Beard surrounded by Angels, who support Him as He deals out what The Ego believes humans deserve. WE ARE ETERNAL SOULS CONNECTED TO EACH OTHER'S SOUL AND SOURCE ENERGY FOREVER. WE APPEAR TO BE LIVING IN MORTAL BODIES ON PLANET EARTH AT THE EFFECT OF THE HUMAN EGO, BUT IS THAT COMPLETELY TRUE?

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saving Grace downstairs (32 Church Ln, Melbourne, VIC 3000) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

**Bitcoin Basics -** Altcoins & Tax This is a Melbourne based, live event. Limited seating, booking required. Hosted by Craig A Guest Speaker: Sam Accetta from Haines Muir Hill, Member of the Institute, Chartered Accountants of Australia and New Zealand **What You’ll Learn:** * The Bitcoin Basics related to; * What is Bitcoin * Bitcoin comparison to Altcoins. * Bitcoin and Altcoin historical performance. * What makes Bitcoin special? * Basis of Taxation * Ordinary Income * Capital Gains * Capital Gains Tax Example * Personal Use Assets * Stablecoins * Leaving Australia - Tax Xonsequences AML/CTF Rules. * Questions and answers. At the upcoming live Bitcoin event, attendees will gain an understanding of the fundamentals of Bitcoin, with a focus on how it compares to altcoins and the key taxation considerations involved. The session will explore the historical performance of Bitcoin and altcoins, as well as the unique characteristics that set Bitcoin apart. It will also provide an overview of how Bitcoin is taxed, including ordinary income and capital gains, supported by practical capital gains tax examples. In addition, attendees will learn about special considerations such as personal use assets, stablecoins, the potential tax consequences of leaving Australia, and important AML/CTF rules. A dedicated Q&A segment will allow participants to ask questions and engage directly with knowledgeable speakers. This is a free community event designed to promote education around Bitcoin and support the growth of the local Bitcoin community. With limited seats available, early booking is highly recommended to secure your spot. Don’t miss this opportunity to deepen your understanding of Bitcoin in a practical, hands-on setting. Please send us a message if there is someting in particular you would like to hear about and we will aim to include it within the presentation on the night. **IMPORTANT** please arrive by 5:45pm to ensure we can let you in at ground level and to access the lifts. Thereafter, we may not have someone available to let you in the building. **Location: Melbourne Connect - Level 7 Manhari Room 7212.** **Address: 700 Swanston St, Carlton VIC 3053** How to get there? Take the tram from Melbourne Central Station, there are multiple bus options or paid parking is available at Ace Parking, Cardigan House. Detailed Directions: [Directions Link](https://drive.google.com/file/d/1-KL-V_FoEyLkfWzGtFXMNOzSfTI_8K6e/view?usp=sharing) The event will be catered. There'll be some finger food/snacks and drinks available. Please register early so we can allow for everyone. If there is something in particular you would like to learn about, send us a message and we will do our best to include it in the presentation. *\*Final details are subject to change.*

**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

Join us for an evening of learning, networking, and knowledge sharing as we explore how organisations create secure, well-governed cloud environments. Our speakers will discuss practical approaches to identity governance, cloud security, and business-driven decision making, sharing real-world experiences and lessons learned along the way. Whether you're working in cloud, security, business analysis, or just keen to expand your knowledge, we'd love to see you there! **Topics:** **1\. Multi\-Cloud Identity Governance: Reducing Risk Through Ownership\, Lifecycle\, and Assurance** In this session, we will be exploring how managing identity and access becomes more complex in multi-cloud environments due to the rapid growth of identities, systems, and permission models, and how identity governance brings structure, visibility, and control through three key principles - ownership (clear accountability for identities and access), lifecycle (managing access from creation to timely removal), and assurance (continuously validating that access remains appropriate and secure) to help reduce risk, improve control, and enable secure, scalable operations across modern distributed environments. **About the speaker** [Amitha Shree](https://www.linkedin.com/in/amithashree/) is an Identity Governance Manager at nbn® Australia. **2\. Business Analysis with AWS Security Services: GuardDuty\, Security Hub and IAM Access Analyzer** Business analysis enables change within an organisation by defining needs and recommending solutions that deliver value to stakeholders. When applied to AWS security, it ensures services are purposefully aligned to the organisation's risk appetite, strategic goals, and compliance obligations. It transforms Amazon GuardDuty from a threat detection tool into a quantifiable risk reduction investment, elevates AWS Security Hub from a technical dashboard into an executive-facing compliance reporting engine, and repositions IAM Access Analyzer from a policy scanner into a governance framework that protects against the most common causes of cloud breaches. Together, business analysis connects all three services into a coherent, measurable, and business-driven security strategy that enables organisations to make smarter, faster, and more confident decisions. **About the speaker** [Hazra Ali](https://www.linkedin.com/in/hazra-ali-a3777297/), a Business Analyst at WorkSafe Victoria, has more than 12 years of experience in Information Technology specialising in banking and finance sector in business analysis, software development, incident management and customer service. **Agenda:** **5:30pm** – Food and networking **6:00pm** – Presentation 1. Multi-Cloud Identity Governance: Reducing Risk Through Ownership, Lifecycle, and Assurance **6:40pm** – Presentation 2. Business Analysis with AWS Security Services: GuardDuty, Security Hub and IAM Access Analyzer **7:20pm** – Networking We’re incredibly grateful to our sponsors [Confluent](https://www.confluent.io/), [Mantel](https://mantelgroup.com.au/) and [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!

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

We meet to learn and practice American Sign Language and to grow our familiarity with Deaf culture. Facilitated by hearing folks (with a connection to a professional interpreter) using Deaf-created content. People of all ASL skill levels are welcome! As we learn, we hope to connect more with the Deaf community in Central Ohio. Join us as you're able! Come regularly or just once - whatever you're looking for! Each meetup will explore different topics related to ASL/Deaf culture, and will feature time to practice conversation with one another. Just bring yourself and a willingness to learn!

**Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. 6:30 to 8:00 pm. Main meeting and presentation(s). Topic: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact Central OH Python at centralohpython@gmail.com

Let's get together and listen to **[Eric Rico](https://www.linkedin.com/in/ericrico/)** from Unity3D (**From Joints to Gestures: Reading Hands in Unity**). A hand tracker gives you joints, not a gesture. This talk shows how you get from raw joints to a "thumbs-up" in Unity: the pipeline that cleans up the data, how a gesture becomes a few 0-to-1 values within tolerance, and why orientation matters as much as finger shape. Includes a live demo of tuning gesture thresholds. Eric also runs the **[Columbus Unity User Group](https://www.meetup.com/columbus-unity-user-group/)**. Check it out! ***Bring your laptop and expect to write some (non-AI-generated) code!*** Food and drinks will be available. **LOCATION:** 6515 Longshore Loop, Suite 300, Dublin, OH 43017 **FREE PARKING:** 6725 Longshore Street, Dublin, OH 43017

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

This is a free, in-person meeting on the subject of betrayals, losses and how to get over them so you can build lasting relationships. Burdened by a stressful relationship? Unhealthy relationships can trigger feelings of anger, despair or self-doubt. They can create dwindling spirals of fights and seeking to make-up, or trying to “pin the blame” on someone or something. If you don’t find the RIGHT reasons, or select the correct sources of the problem, the problem can just get worse and worse. Whether in love or personal ties, with friends or at work, our life really IS affected by the quality of our relationships. Good ones can promote pleasure and survival while less optimum ones can lead to annoyance, anger, self-doubt, stress, or even affect our health and ability to survive well. Whether you are suffering from a divorce, or a painful break-up, don’t know who to trust (or who to CHOOSE) as a partner, friend, boss or employee - the anxiety of relationship troubles can really make a mess of things. Maybe you’ve suffered a betrayal, or are dealing with hostility or criticalness or invalidation. Dwindling relationships can involve destructive behavior, where we hurt those we love, or start succumbing to self-destructive thoughts, attitudes or behaviors that spiral out of control and affect much more than our immediate relationship. Past losses in love or life can affect how we act or react to new people and situations and hold us back from even starting to create new, possibly great relationships! How can one get back onto a saner course of action? Come to our Meetup, where we can introduce you to some of the knowledge, tools and techniques of the breakthroughs in the field of the mind that we can apply to this ever important area of life: human relationships! Break free from self imposed limitations Here we will discuss: • How to “erase” the trauma of past hurts and betrayals so that one isn’t always repeating past mistakes. • Why and how do the negative emotions of others affect you? • Why is my partner withdrawing and what can I do about it? • Why do we sometimes feel compelled to hurt the ones we love? • Fights & arguments - what's really behind them? • What underlies “corrosive criticism” or the need to invalidate self or others? • How one can stably change one’s outlook on life so they can affect positive change? • Where do compulsive destructive behaviors come from and what can be done about them? • How to form closer bonds & keep growing the relationships with the people you care about? • How to enhance one’s own ability to survive and create positive healthy relationships whether in love, family & friendships or in work, business or one’s career? Relationships can be hard and life itself IS challenging. Why not arm yourself with the knowledge and breakthroughs that have been made about the mind, mental reactions & interpersonal relationships, so that one has better awareness and control over themselves and life in general. Learn where painful experiences are “stored” and how they can unknowingly affect us. You will also find out how one can “erase” those past painful experiences so that one is free to move forward without being tripped up by the past. Learn too, about what can lead some people to become “toxic” personalities and how to identify those traits in others so you won’t be tripped up trusting the wrong person. Our free Meet-ups occur in a safe environment where one can learn, without fear of judgment or criticism, and without the recommendation of harmful mental techniques or therapies, just how YOU can get yourself onto a happier & more successful path: in love & in life. We look forward to having you join us! This class is sponsored by the Dianetics & Scientology Life Improvement Center of Central Ohio.

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.