CISSP

**Event Confirmation Form (NEW LOCATION)!** ➡️ We kindly request you fill out this **event confirmation form** to confirm your attendance for the event and your dietary requirements - [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- ## **What's On? 👀** **Speaker:** Paul McCarty **Title:** Rise of the AI Anti-Patterns **Abstract:** AI full-stack “vibe coding” platforms repeatedly converge on the same default stacks and the same failure modes. When your agent encounters an obstacle, it chooses the easiest path to get around it, which often means doing the bad security thing. If you know where to look, these "bad things" coalesce into several standard "AI anti-patterns". This talk will dive into these anti-patterns and underscore why you need consistent security tooling, because the agent can (and will) make insecure choices to satisfy the prompt. ## **Location** 📍(NEW!) Origin Melbourne M01, Ground Floor 321 Exhibition St Melbourne VIC 3000 ## **Agenda ⏰** * 5:30 - Food is served * 6:15 - Session start * 7:30 - Post-event networking \-\-\- Note: Please complete the event confirmation form: [https://forms.gle/3KHTRMddqW2RXvig9](https://forms.gle/3KHTRMddqW2RXvig9)

Join me for a Thursday Night Cardio Blast. This 1 hour Dance Mixx class features the best routines to get you moving. Cardio dance routines for 30 mins followed by Strength and resistance training. $10 trial available, with the option of 2 months unlimited classes for just $99. Suitable for all ages and fitness levels.

Hi Gophers! We have started planning our May event at Atlassian. * **Agenda** **5.45pm — Food & Networking** **6:30pm — Intro + Go News** **6:45pm — Talks** **8.00pm — Wrap up then head out for kick ons** * **Talks** **🎤 Tristan Penman** **Robotics in Go** This talk will show how Go can be used for small networked robots. Everything will run natively in Go, on a Raspberry Pi using a simple MQTT message bus. In this whirlwind tour, we'll also see how Gobot and Periph can be used to perform IO. We'll finish with a sneak peek at how TinyGo can be used offload timing-critical IO to a microcontroller. **🎤 Yann Vigara** **Developer Onboarding That Doesn't Suck** You probably have a Makefile. It probably has a step that installs golangci-lint. Maybe goreleaser. Maybe buf. Maybe something someone added in 2022 that nobody's touched since and everyone's too scared to remove. And when a new dev joins the team, they clone the repo, run the Makefile, hit an error on step 3, spend 45 minutes debugging something that has nothing to do with the actual product, and then quietly wonder if they made a mistake joining. This month I'll show you how to fix that. Mostly terminal. Mostly live. Probably a few things that will go wrong in interesting ways. * **Interested in speaking at an upcoming event?** We will aim to have a mix of short (\~10min) and in-depth (20-30min) talks. If you’re keen to give a talk on a topic, share a project, or idea, please let us know [bit.ly/GolangMelbourneSpeakersForm](https://bit.ly/GolangMelbourneSpeakersForm)

Our regular monthly presentation night on the second Thursday of the month from 6:30pm! Thanks to Mantel Group for hosting us again this month. If you're coming in person we're there with food and drinks from 6pm. We will be live streaming the presentations as usual from 6:30pm at [http://www.melbournecocoaheads.com/live](http://www.melbournecocoaheads.com/live) \-\-\- In an unusual turn of events we have two AI-related talks this month — but I think both will be speaking to the state of our industry and offering perspective on where we are and maybe where we're going. **Agenda** \| 6:00pm \| Food \+ Networking \| \| 6:30pm \| Event begins\. Introductions \| \| 6:40pm \| Andrew Murphy — The five stages of losing our craft \| \| 7:15pm \| Rob Amos \(Bok\) — Forging a Sword Spirit: From AI skeptic to autonomy \| \| 7:55pm \| Wrap up \+ social time at a nearby venue \| \* All times are approximate. Presentation order will be confirmed on the night. \-\-\-\- We are always looking for speakers and believe everyone has an interesting talk hiding inside themselves. If you are interested in letting that talk out at a future event you can get in touch on the website [https://www.melbournecocoaheads.com/talks](https://www.melbournecocoaheads.com/talks) or on Slack.

FREE ENTRY, 1 drink order upon entryMax 80 guests. 1 Crockford St, Port Melbourne VIC 3207 EVERY FORTNIGHT THURSDAY! 2週間に一度の開催! PRIVATE EVENT! 完全プライベート語学交換会！ \[FREE Language Exchange:無料\! 2週間ごと開催！！日本語と英語で話しましょう\!\] \[MUST READ\!\!\! English below\] hosted by: MELLIFE メルライフ主催 概要は下に！ We do most of the announcements on Instagram! Check us out! インスタフォローもよろしくお願いします IG: @mellife2022 [毎月2回木曜日開催] Location: The Cornerstone 1 Crockford St, Port Melbourne VIC 3207 Entry fee: Free !!! Time: 6pm\~ 8pm [Schedule　当日のスケジュール] 6:00 - 6:30 Entry opens 入場開始 6:30 - 6:45 Japanese time　日本語タイム 6:45 - 7:00 English time　英語タイム 7:00 Announcement from staff members, crowd shuffle, find different partner/group スタッフからのお知らせ、注意喚起等。違うパートナーを探す時間 7:00 - 7:15 Japanese time　日本語タイム 7:15 - 7:30 English time　英語タイム 7:30 - 8:00 Socializing time　社交タイム メルボルン最大の日英ランエク【会場変更のお知らせ】 長すぎたロックダウンを終え、新しく皆が楽しめる場所を提供したいと始まった私たちMELLIFE 初回は30名ほど集まる小さなコミュニティでしたが、結成から半年が経ち、あっという間に多くの方々に参加頂けるメルボルン最大の日英ランエクグループに成長する事が出来ました 今後のMELLIFE が更に成長して、より楽しい時間を提供するために次回のイベントから会場を変更し、質を上げた会場へ移る事を決めました 今回からはメルボルン市内でもとても有名でおしゃれな会場、The Cornerstoneで開催を決定いたしました。 ぜひ次回のイベントからもMELLIFE をよろしくお願い致します メルライフ一同 日本語を学びたい世界の方が集まるので、英語が得意でなくても、コミュニケーションが取れます(日本語、英語喋れる人も) お互いの得意な言葉を教え合って一気に語学上達しちゃいましょう✨ メルボルンで新しい友達が出来るチャンスです ぜひ参加表明をお願いします！ 途中参加の方も受け付けております！ [下記を必ずお読みください] メルライフが主催するイベントはどのような方も歓迎しています。しかし、"お酒などの強要・いじめ・ハラスメント・暴言"　など他のメンバーが不愉快に感じる行為は絶対におやめください。このルールを守れない方は積極的に処置をとらせていただきますので、これらを経験した、または見つけ次第メルライフスタッフにいつでも言いつけをお願いいたします。メルライフを　”いつでも気軽に来れて安全なコミュニティ”　をモットーにするため、皆様のご協力をお願いいたします。 Social event: JAP/ENG language exchange at a fancy venue with great vibes! FREE ENTRY!!!! ✨️ Thursday from 6pm\~✨️ Do you want an opportunity to have a conversation and make friends in person? Say no more! We are organising a language exchange event at a trendy venue near the CBD!!! Feel free to join at any time throughout the event, but good things may happen to those who come in early ;) See you guys then! ENROLL EARLY TO SECURE YOUR SPOT See you guys then PLEASE READ BELOW (Everyone is welcomed to MELLIFE events. However, we ask that all attendees treat each other with respect and be polite. Our community does not tolerate innappropriate behaviour or any form of HARRASMENT!!!!! When you see or experience any, please call it out or reach out to Mellife staff members ASAP so we can address this and keep the community a safe space.)

**Generative AI for Developers Meetup 2026** ***Building AI Applications with Agentic AI, GenAI Workflows & Multi-Agent Systems*** We’re gearing up for another massive night on **Thursday, 14th May**. We’ve got an incredible lineup of speakers, a hands-on agenda, and our wonderful MC, **Annemarie Boicovitis**, to guide us through the evening. **📅 AGENDA** 1️⃣ **Implementing Voice AI Agents** **David Galtieri (DepthNode)** David has been deep in the trenches implementing AI chatbots for enterprise. He’ll share insights on moving beyond text and the mechanics of deploying production-ready Voice AI. 2️⃣ **Round Table Discussion: Is software engineering dead?** **Featuring event host Dr. George Vossos** A community-wide debate on the existential questions facing developers today. George will be joining the panel to dive into how AI-augmentation is shifting the role of the engineer. 3️⃣ **The New Agentic Skill Set & Hiring Trends** **Joh Leonhardt** Our regular AI futurist breaks down what "agentic skills" actually look like in practice and exactly what the industry is looking for in its next wave of AI hires. 4️⃣ **Zero to markermate.ai: The Reality of Building an AI SaaS** **Ryan Sinnott** One of our founding members, Ryan, tells the "real story" of building and launching his own AI SaaS—the technical hurdles, the pivots, and what it actually takes to get to market. *** Whether you're a seasoned dev or just curious about the agentic future, come for the technical insights and stay for the networking with Melbourne’s AI community. *** 🌍 **Live-streamed globally** — YouTube link shared on the day (EU + US welcome!) \-\-\- **Why attend?** If you’re building (or about to build) agentic AI systems, this is the room where you’ll pick up reusable patterns, avoid common traps, and meet others shipping in the same space - developers, data folks, founders, and technical leaders. RSVP here: https://www.meetup.com/genai-for-developers/

Join us for a fun dance fitness class featuring the best cardio routines to current chart hits. Jazzercise is a blend of dance based cardio, pilates and strength and resistance training. Suitable for all ages and fitness levels. We offer a initial trial class for $10, then 2 months unlimited for $99 on mention of Meetup!!

## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺 **"Serious Study, Authentic Community" — 本気で学び、本気で交流する。** Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment. ### 🎯 Who This Group Is For We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction. **✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer: * **Meetupの参加申し込み（RSVP）画面をご提示ください。** / Show your Meetup RSVP confirmation screen. * **予約なし（No RSVP）での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP. * **Participation Fee: $3 CASH** Non-Japanese citizens. ### 🚫 Conduct & Safety Policy To ensure a high-quality experience for all members, we maintain a strict standard of behavior: * **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.** * **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community. * **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured. * **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information. **If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.** *** ### 📝 Event Details * **Time:** Saturday, 4:00 PM – 6:00 PM * **Arrival:** Please arrive **10–15 minutes early** due to limited seating. * **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees. * **Photography:** Photos will be taken during the event for our community archives. ### 🇯🇵 日本語でのご案内 メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。 * **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。 * **参加費:** 日本国籍以外の方は $3ドル（現金のみ）。 * **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。 * 困ったことがあれば、すぐにオーガナイザー（Shin, David, Ray）までお知らせください。 ### 🔗 Connect With Us * **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu) * **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)

**言語交流会で取り残されたと感じたことはありませんか？問題ありません！** **Have you felt left out in a language exchange event? Don't worry, we've got your back!** 私たちのイベントでは**しっかりと英語と日本語の時間が区切られている**ので自身の言語のレベルによらず練習できます！**広大な公園で優雅な景色を味わいながら、ジュース片手に言語学習を楽しみましょう！** **With clearly scheduled language sessions,** you can practice the language you are learning regardless of your level! What are you waiting for? **Let's enjoy chatting in English and Japanese while taking in the strikingly beautiful nature, with a cup of orange juice at hand!** **LOCATION / TIME** **Location**: Fairview Park 〒Fairview St, Hawthorn VIC, 3122 https://www.google.com/maps/place/37%C2%B049'46.4%22S+145%C2%B001'42.8%22E/@-37.829546,145.0278993,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x6ad64238aa5ada1d:0xa819c9b07e760c!2sFairview+Park!8m2!3d-37.8303407!4d145.0288851!16s%2Fg%2F11fz9d7ym9!3m3!8m2!3d-37.829546!4d145.028543?entry=ttu&g_ep=EgoyMDI2MDMxMS4wIKXMDSoASAFQAw%3D%3D *There are a couple of **parking lots** nearby.* **Time**: 14:00 - 16:00 **場所／時間** **場所**：Fairview Park 〒Fairview St, Hawthorn VIC, 3122 https://www.google.com/maps/place/37%C2%B049'46.4%22S+145%C2%B001'42.8%22E/@-37.829546,145.0278993,19z/data=!3m1!4b1!4m12!1m7!3m6!1s0x6ad64238aa5ada1d:0xa819c9b07e760c!2sFairview+Park!8m2!3d-37.8303407!4d145.0288851!16s%2Fg%2F11fz9d7ym9!3m3!8m2!3d-37.829546!4d145.028543?entry=ttu&g_ep=EgoyMDI2MDMxMS4wIKXMDSoASAFQAw%3D%3D **時間**：14:00 - 16:00 **Participation fees** **$5 (PayID ONLY)** (The participation fees will be collected 5-10 minutes before the end of the event.) *You will get a cup of 🍹**Orange juice** 🍹to get started at the event!* 😋 *The types of juice served can vary from week to week!* **参加費用** **$5 (PayID のみ）** (イベント終了5－10分前に参加費としてPayIDで$5徴収させていただきます。） **イベント開始時に🍹オレンジジュース🍹をお配りします！！** ジュースの種類は週によって変動することがございます。 **Schedule（当日の流れ）** 13:55 - 14:00 pm The organizer will guide participants to a seat and give them a brief overview of the event. *Don't worry! We don't forget your orange juice!!* (主催者が参加者をそれぞれのお席へと案内し、簡単なイベント説明を行う） 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 15:00pm -SEAT CHANGE (席替え) & STRETCHING TIME 20 MIN ENGLISH TIME（英語オンリーの時間） 20 MIN JAPANESE TIME（日本語オンリーの時間） 20 MIN JPN & ENG TIME （英語と日本語ミックスの時間） 15:50 - 16:00 The $5 via PayID will be collected during this time (PayIDで$5徴収させていただきます。） 16:00 - Wrap-up (締めの言葉） A WORD FROM THE ORGANIZER -Bring an umbrella ☂️ -Bring a coat to keep yourself warm in case it gets windy ꩜𖦹 **NOTES** * To ensure that everyone gets a chance to practice, **please follow the schedule.** We really appreciate your cooperation. * **RSVP is required to attend the event, as we have limited seats.** * Provided that there are **fewer than 6 participants**, including the event host, on the event day, **we may cancel the event.** In such a case, participants will be informed through DMs. * As seating for the event is limited, RSVPs may be adjusted to maintain a balanced group (e.g., nationality, gender) and ensure a smooth international exchange. We appreciate your understanding. * In the event of a potential natural disaster, we will notify **you by 22:00 p.m** the day before the event regarding whether it will proceed as scheduled. * Please make sure to **check your RSVP status** **after 22:00 p.m. on the day before the event**, just in case. * **Children under 16** must be accompanied by a guardian. * Participation for the purpose of sales, pick-up activities, religious solicitation, or MLM (network marketing) is strictly prohibited. * We aim to provide a comfortable environment for everyone. Any behavior that makes others feel uncomfortable is not tolerated, and participants may be asked to leave and may be restricted from attending future events. * Please avoid RSVP’ing to another event that takes place at the same time as ours. * Please note that we may take photos during the event to show what it’s like. If you’re not comfortable being in photos, just let us know in advance—we’ll be happy to accommodate. * The organizer is not responsible for any issues or disputes that occur after the event. **注意事項** * 参加者全員が練習できるようにするため、区切られた時間に従ってお話していただくことご協力お願いします。 * **人数制限**を設けていますので、**参加登録が必須**となります。 * イベント当日に**参加者が6名未満の場合**、イベントを**中止する**場合があります。その際は、ダイレクトメッセージにてご連絡いたします。 * 座席数に限りがあるため、円滑な国際交流を行う目的で、国籍や性別などのバランスを考慮し、参加状況を調整させていただく場合があります。あらかじめご了承ください。 * 自然災害の恐れがある場合、イベントが予定通り開催されるかどうかにつきましては、前日の**22:00まで**にご連絡いたします。 * **念のため、イベント前日の22:00以降に、ご自身で参加ステータスの確認をお願いいたします。** **16歳未満のお子様**は保護者の同伴が必要です。 * 営業・ナンパ行為、宗教勧誘、MLM（ネットワークビジネス）などを目的とした参加は固くお断りします。 * 参加者の皆さんが安心して楽しめる環境を大切にしています。他の参加者が不快に感じる行為が見られた場合、途中退場や今後の参加をお断りすることがあります。 * 当イベントと同じ時間帯に開催される他のイベントへの同時参加登録はご遠慮ください。 * ＳＮＳでイベントの様子を紹介するため、当日写真を撮影する場合があります。写真に写ることに抵抗がある方は、事前にお知らせください。配慮いたします。 * イベント終了後に発生したトラブルについて、主催者は責任を負いかねます。

**With 1000s of spontaneous cases with children** investigated and documented over the past 60+ years, the team at DOPS has accumulated a formidable body of evidence suggestive of reincarnation. The types of evidence include detailed memories of verified past lives, personal traits, skills, interests and phobias, etc. and among these the most compelling aspect is cases of birthmarks and birth defects that align with injuries sustained in the previous life, often at the time of death. **In this session, Russ Townsend** will lead a discussion around spontaneous past-life memories in children, how they are investigated and verified, common objections and refutations, and then a number of detailed case studies related to birthmarks and birth defects. At the conclusion, he will walk through the interpretations and theories about this phenomenon. **About Russ:** * Meetup Organiser * Lifelong enthusiast for science, philosophy, and spirituality * Member of AIPR * Trainer / Facilitator * radio show host * Author **Post-Event Social Lunch Hangout (12.45 - 1.45pm)** NOTE: TRYING OUT NEW LUNCH VENUE... Afterwards, you are invited to lunch with everyone at **Gopal's Restaurant** (5min walk from the venue) **PLEASE NOTE:** * **11AM Start -** Please be considerate and arrive early. * **$10 Cover Charge:** Room hire, facilities, and running costs.

**—— Details ——** We will meet at the starting point, take round trip around the Tan and a short stroll inside the botanical garden. BYO coffee/ water bottle. Dress for outdoor walk. Come along & simply say, "Hi, it's my first time joining the group event." or ask the organiser to introduce you. You can take it slow and start from there. If you enjoy the conversations, take the initative to invite others to hang out over a bite/ drink after. **\-\-\- Running Late \-\-\-** If you are running late, please message at least 30 mins in advance. We will wait up to 15 mins before heading off. We won't be able to keep track of messages once we start. **\-\-\- RSVP / Change of Plan \-\-\-** Change of plan or decide not to attend is absolutely okay. Please do update your RSVP to "NO", so others can have the opportunity to attend. **\-\-\- Intro \-\-\-** Kudos 2 Friends is a Melbourne based community created for individuals who are looking to expand their social circle and form long term friendship overtime. Join us on a fun journey as we explore cafes, restaurants and bars, including drinks, meals, outings, hiking, sporting, chilling, etc. Above all, we’d like to celebrate the importance of friendships. So if you are looking to expand your social circle and explore new adventures and venues in Melbourne, come join us! **\-\-\- Heylo App \-\-\-** We use Heylo App for more fluid communication, including ideas, interest groups, questions etc. Please download the Heylo app from the App store and let the organizer know if you would like to be added to the Heylo Group at the event. We will send an invite to attendees to the group. (give us some time) **\-\-\- Rules \-\-\-** Admin will only add members to the group with a clear profile picture. (No hidden behind sunglasses, masks, drawings) **You might be removed from the group in the case of…** * no show * without a clear profile picture * anti-social behaviour (i.e. acts rude / disrespectful regularly) * take advantage of individuals for personal gain(s) **\-\-\- Privacy \-\-\-** Do not disclose your contact number in this post comment. We will delete your comment/info as soon as we see it to protect your privacy.

*‘Universally, trees have long been perceived as doors or gateways to other levels of consciousness, and humans have always honoured trees for their gifts and their wisdom.’* Fred Hageneder Under the auspicious influence of a New Moon in Taurus, join transpersonal art therapist and tarot reader Rachael Wildman as she turns our attention to the spirit of the Earth by focusing on trees; reminding us how we human beings have searched for Truth through the ages beneath their leafy boughs, providing insights into how we resemble these arboreal beings, and then looking at the symbolism of trees as they appear in the Tarot. The talk will then branch out into a description of the process she took in creating her own Tree of Growth tarot spread; detailing what instigated its creation, the inspirations that fertilized its growth and how the spread is read along with the self-transformative benefits that can be found in seeking its counsel. After the talk, time shall be given to explore the Tree of Growth spread as a collective process wherein everyone shall be granted the opportunity to participate, to divine a card through a simple ritual and then share insights into the reading of the spread for the benefit of a flourishing spiritual community. There is no need to bring along a tarot deck as one shall be supplied, nor is it necessary to be a seasoned theosophist or tarot reader; an open-hearted curiosity, a love of nature’s spirit and our own unique wisdom-seeking nature is all that is required. *‘Trees are the earth’s endless effort to speak to the listening heaven.’* Rabindranath Tagore **The MTS is committed to providing events that align with and further The three objects of The Theosophical Society:** * To form a nucleus of the universal brotherhood of humanity, without distinction of race, creed, sex, caste or colour. * To encourage the study of comparative religion, philosophy and science. * To investigate unexplained laws of nature and the powers latent in the human being. * However this being stated, the MTS does not endorse any health, spiritual, science-related, philosophical or theological /other assertions or claims made by any facilitator we host.

Practical AI for Power BI Developers A year ago, “agentic AI” was mostly hype for Power BI teams. Today, it deserves your undivided attention. For Power BI pros, there is now a real opportunity to reduce repetitive development work, accelerate delivery, and help developers do more, but only when strong DataOps practices are in place to make AI workflows effective. This session is a no-nonsense introduction to effective AI patterns for Power BI and Fabric development. Along the way, we will make sense of the growing pile of terminology, including skills, plugins, hooks, and MCP. You will see examples of how modern AI tooling can help with development tasks across Power BI and Fabric, along with the prerequisites, guardrails, and DataOps principles needed to use it responsibly. Whether you're burned out on AI hype or already using Copilot CLI daily, this session will show you the foundations that are finally making AI-assisted development genuinely useful.

Let’s meet and wander the galleries! General admission on Sundays is free.

Customer identity resolution becomes increasingly complex as organizations scale across multiple systems, regions, and data formats. Traditional rule-based approaches often fail to keep up with data variability, require constant manual tuning, and struggle with real-time processing needs. This session presents a practical approach to building a scalable identity resolution pipeline using AWS services and modern AI techniques. The architecture combines data ingestion through Amazon S3 and AWS Glue, transformation pipelines using Spark on EMR, and machine learning models deployed via SageMaker for entity matching and standardization. Graph-based relationship modeling is implemented using Amazon Neptune to improve resolution accuracy by incorporating household and shared attribute context. We will walk through how machine learning models can be used for name and address normalization, how intelligent blocking strategies improve matching efficiency, and how feedback loops can be introduced to continuously improve accuracy. The session also highlights how serverless components such as AWS Lambda can be used for orchestration and real-time processing. **SPEAKER BIO** Mosaic Syed is a Senior Data Engineering and Cloud Solutions Architect with over 20 years of experience designing and delivering scalable, secure, and high-performance data solutions across global enterprise environments. https://www.linkedin.com/in/mosaic-basha-syed-92300856 **CALL FOR SPEAKERS** Learn more: [https://www.awscolumbus.com/get-involved/](https://www.awscolumbus.com/get-involved/) **THANK YOU** *VEEAM* for hosting our meetup! To learn more about *Veeam*, please visit their website: [https://www.veeam.com/](https://www.veeam.com/) **DIRECTIONS** 8800 Lyra Dr #450 · Columbus, OH go to 4th floor. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Join us as we get together to get together to help those in need at this CMG Gives Back event! We have a great little community of Movie Group friends so rather than see a movie this time, we’ll help “create a better world” by helping serve those in need. Here are complete details and our plan for this event: FAITH MISSION – GRANT KITCHEN: The Faith Mission kitchen and dining room serves residents 3 meals a day, every day of the year. For this event, our group will help prepare food, serve meals, assist residents in the dining room, wash dishes, and clean surfaces. PLAN: We will be preparing / serving / cleaning for BRUNCH from 10:30am to 12:30pm and have space for a total of 7 volunteers. Please arrive at 10:20am and wear closed-toe shoes and long pants. LOCATION: Faith Mission – Grant Kitchen is located at 245 N. Grant Ave. Enter the kitchen at Dock 1 (in the back of the building), indicated in the attached map. On-site parking in the adjacent lot and street parking is available in the surrounding area. Below are some links / attachments with additional info/details: IMPORTANT REMINDER: Our group will be providing all of the volunteers on this day so a firm RSVP count is essential. Please only sign up if you are certain you’ll be able to attend. If something unavoidable comes up, please try to update your RSVP no later than one week prior to the event. With few exceptions, no shows or cancelations within 1 week of the event will not be eligible for future CMG Gives Back events. I appreciate your understanding as we try to ensure the agencies have the volunteers needed to provide the essential services they provide to the vulnerable population they serve. Our Partner Agency for this event is Lutheran Social Services! A huge THANK YOU to all of YOU for volunteering at this (and any of our previous) CMG Gives Back events! Should be another good/fun/meaningful time together, Dan

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** TBD **YouTube Link** TBD

IMPORTANT INFO: I strongly suggest not reading anything about it online before seeing it. It's best viewed with no previous knowledge. This documentary contains crude terminology and deals with cyberbullying, which may be a trigger for some folks. AGAIN, PLEASE DO NOT EVEN READ ABOUT IT BEFORE YOU SEE IT. A very unusual choice for his group... Unknown Number: High School Catfish is an American [true crime](https://en.wikipedia.org/wiki/True_crime "True crime") documentary film directed by [Skye Borgman](https://en.wikipedia.org/wiki/Skye_Borgman "Skye Borgman") and released to [streaming](https://en.wikipedia.org/wiki/Streaming_media "Streaming media") on [Netflix](https://en.wikipedia.org/wiki/Netflix "Netflix") on August 29, 2025. The documentary explores the events and investigation into an unknown person [cyberbully](https://en.wikipedia.org/wiki/Cyberbullying "Cyberbullying") and [harassing](https://en.wikipedia.org/wiki/Harassment "Harassment") teenagers in [Beal City, Michigan](https://en.wikipedia.org/wiki/Beal_City,_Michigan "Beal City, Michigan") using an unknown number via insults and sexual claims. It also explores the increasingly great impact of the harassment on the community, the eventual reveal of the culprit, and the trial that followed. Please be ready to discuss the movie by 7PM. We suggest arriving early enough to order and get food beforehand. Thanks. Unfortunately, it is only available on Netflix. If you would like to attend but do not have Netflix, say so and maybe we can figure something out.

**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 John Lairson will share a notebook describing the Alpaca (Paper) Trading API and discuss different algorithms for evaluating stock trades. 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