SQL Server

Hello everyone! Join us for an IN PERSON Apache Kafka® meetup on May 18th from 6:30pm, hosted by IMDA in Singapore! **📍 Venue:** IMDA 10 Pasir Panjang Rd, Mapletree Business City Level 5 Events Room 1&2 Singapore 117438 \*\*\* **🗓 Agenda:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: Jun Rao, Co-founder, Confluent * 20:00pm - 20:30pm: Additional Q&A / Networking \*\*\* **💡 Speaker:** Jun Rao, Co-founder, Confluent **Talk:** Queues for Kafka **Abstract:** Event streaming is great but sometimes it's easier to use a queue, especially when parallel consumption is more important than ordering. Wouldn't it be great if you had the option of consuming your data in Apache Kafka just like a message queue? For workloads where each message is an independent work item, you'd really like to be able to run as many consumers as you need, cooperating to handle the load, and to acknowledge messages one at a time as the work is completed. You might even want to be able to retry specific messages. This is much easier to achieve using a queue rather than a topic with a consumer group. KIP-932 brings queuing semantics to Apache Kafka. It introduces the concept of share groups. Share groups let your applications consume data off regular Kafka topics with per-message acknowledgement and without worrying about balancing the number of partitions and consumers. With this KIP, you can bring your queuing workloads to Apache Kafka. Come and hear about this innovative new feature being added to Apache Kafka 4.1. \*\*\* If you would like to speak or host our next event please let us know! [community@confluent.io](community@confluent.io)

**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-05-21](https://konfhub.com/ksug-sg-2026-05-21) **<=** **Latest promotions** discovered by our community! * Up to **65%** OFF **[Linux Foundation](https://mm.ksug.ai)** bundles Code: **MM26BUNAI** * **25%** OFF **[FinOps X Day](https://ksug.ai/discount/?tab=events&ref=meetup)** Code: **KSAIX26899** * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! We're excited to collaborate with **[Confluent](https://www.confluent.io/)** to welcome you to the upcoming **KSUG.AI x Apache Kafka Meetup @** [IMDA Singpore office](https://maps.app.goo.gl/SCJVhPcV2h89Eby28)! 🎉 **Agenda and topics preview:** * 18:30pm - 19:00pm: Food, Drinks & Networking * 19:00pm - 20:00pm: [Jun Rao](https://www.linkedin.com/in/junrao/), Co-founder, **[Confluent](https://www.confluent.io/)** * 20:00pm - 20:30pm: Additional Q&A / Networking Food and drinks will be provided between **6.30 and 7 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our partners @**[Confluent](https://www.confluent.io/)**! **[Register here](https://konfhub.com/ksug-sg-2026-05-21) to secure your spot!** See you all there! **Location:** [IMDA Singapore 10 Pasir Panjang Road, Singapore 117438 · Singapore](https://maps.app.goo.gl/SCJVhPcV2h89Eby28) **Volunteers / Sponsors / Speakers:** [KSUG.AI](https://ksug.ai/?ref=meetup) is actively seeking speakers & sponsors to support our KubeSmart & AI community. Whether it is by offering venue spaces, providing food, or financial support. Sponsors will not only speak at our meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 200,000+ Cloud Native + AI enthusiasts globally. [Volunteering](https://volunteer.ksug.ai/), [Submit Topics](https://speaker.ksug.ai/), [Sponsor Us](https://sponsor.ksug.ai/)! 🚀 **Let's be [kubestrong](https://www.linkedin.com/company/kubestrong/)!** 🎉 Please take a note this event is organized by our peers. We thought it's useful to our members. Join **[#Discord](https://discord.com/invite/Rp9WzYyKua)** for latest update 👉 [https://discord.com/invite/Rp9WzYyKua](https://discord.com/invite/Rp9WzYyKua) 🔖 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)** 🔥 [linktr.ee/ksug.ai](https://linktr.ee/ksug.ai) *By registering, you consent to the management of your personal information in accordance with KSUG.AI Meetup's [Privacy Policy](https://ksug.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.

Capacity of event is number of tables X 4. Having a waitlist does not mean event is full. It is for me to prioritize people as per the following clause: *Priority is given to regulars, past attendees, intermediate and above level players, players who have their private message function switched on and people whom I have met before. If I am unable to contact you, I cannot ask for your availability and skill level etc and you will be stuck in the waitlist forever and ever.* This is to ensure that the skill level of players are decent and to eliminate no shows. • Find us at the following tables in bishan sports hall.. 1,2,3,4 Ensure you are feeling well before taking part. Do not attend if you are not feeling well. *NO GATECRASHING! • Do bring your own bat. Balls would be provided. - By participating in this event, you agree that the organizer shall not be held liable to any injuries or damages sustained by you as a result of taking part of this event. • If for some reason you aren't able to make it on that day, please update your status to "Not Going" at least one day in advance. The earlier you update your status, the easier it is for me to find a replacement. \*\*\*\*\*NOTE: FOR THOSE WHO HAD RSVP BUT 1. DID NOT TURNED UP ON THE DAY OR 2. DID NOT INFORMED THAT THEY AREN'T ABLE TO MAKE IT OR 3. DID NOT WITHDRAW RSVP WHEN THEY CANNOT MAKE IT, ON THE FUTURE MEETUP WHICH YOU RSVP, YOU WOULD BE BLACKLISTED. 1. REPEATED OFFENDERS (MORE THAN 2 TIMES) WILL MEAN AUTO DROP DOWN TO "NOT GOING" LIST IF I SEE YOUR NAME ON RSVP LIST ON THE NEXT MEETUP. \*\*\*\*\*\* Any questions, please feel free to drop me (John Tenergy) a message. Cheers

### **Booking Information** * Please contact **98225900** to find out how to book this class. * The instructor will reach out to you once you've booked the class ### **Cancellation Policy** Credits will be considered used if class is cancelled within 24 hours before the start of the lesson ###

👋 Hello AWS User Group Community! Join us on Wednesday, 20th May 2026, for our May meetup at the AWS Singapore Office, IOI Central Boulevard! We’re bringing the community together again for an evening of sharing, learning, and connecting — stay tuned as we finalise the session lineup 👀 📅 Date: Wednesday, 20th May 2026 🕡 Time: 6:30 PM 📍 Location: AWS Singapore; 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🎤 **Meetup Track** ✅ **Lessons Learned Deploying an LLM-Powered Knowledge Assistant** 📌 Speaker: Hairizuan Noorazman, DevOps Engineer Engineering teams often lose time navigating fragmented Jira and Confluence documentation. To address this, an LLM-powered chatbot was built on AWS — using ECR, EKS, and Amazon Bedrock. The initial RAG approach quickly surfaced critical issues such as data leakage in vector stores, prompt injection, and broken access controls. This session breaks down these failure modes and explores a pivot to a Model Context Protocol (MCP) integration with Atlassian, allowing queries over live data instead of duplicating it. Attendees will gain practical insights into RAG vs MCP trade-offs and a reference AWS architecture for building safer LLM systems. ✅ **Kiro IDE Best Practices in SDLC and Scrum Sprint DevSecOps** 📌 Speaker: Tim Wu, Senior GTM Specialist SA AI/ML An AI-powered development environment that embeds enterprise standards directly into your workflow. See how Kiro transforms traditional SDLC approaches through its Five-Element Architecture, making compliance, security, and best practices automatic rather than afterthoughts. Kiro provides ready-to-use configurations that enforce guardrails while accelerating development. This session focuses on live demonstrations to show you exactly how steering files, hooks, skills, subagents, and MCP integrations work together in real enterprise scenarios. ✅ **Running AI agents that control computers: AWS architecture for sandboxed autonomous execution** 📌 Speaker: Sahil Sharma, Applied AI Enthusiast Agents that browse, click, and type need more than an API call- they need isolated sandboxes, warm container pools, and an architecture that scales. This deep dive covers how 14 AWS services come together to run autonomous computer-use agents safely and fast in production. 📢 **IMPORTANT! Registration Information** To ensure a smooth check-in process, please take note of the following: ✅ ✅ Confirmed attendees will receive a confirmation email before the event titled *"**AWS User Group Singapore: Registration Confirmed for AWS User Group Meetup – May 2026**."* You must present this email at the Level 2 Concierge to gain access to Level 5 for attendance verification. 🚶 Walk-ins (those without a confirmation email) will only be considered if the venue has not reached full capacity. Priority will be given to registered attendees with confirmation emails. 🔒 Strictly enforced: No confirmation email = walk-in. Entry not guaranteed. 💡 **Pro Tip:** Arrive early to avoid queues and secure your seat for the sharing sessions! Additional Highlights: 🍕 Pizza Time: Begin your evening with some delicious pizza at 6:30 PM, courtesy of our generous sponsor, AWS. Vegetarian and halal options will be available. 🍻 Post-Meetup Networking: Stick around for casual networking over drinks. Let’s forge new connections and continue the conversations! 🎁 AWS Swag & Promo Codes: Don’t miss the chance to win exclusive AWS swag and promo codes. Prizes will be drawn for attendees present at the event—so stay till the end! **Connect with us here!** Meetup: [AWS User Group Singapore](https://www.meetup.com/aws-sg/) LinkedIn: [AWS User Group Singapore](https://www.linkedin.com/company/aws-user-group-singapore/) Discord: [https://discord.com/invite/nkZagBG](https://discord.com/invite/nkZagBG) Please reach out to us at **[aws.usergroup.singapore@gmail.com](mailto:aws.usergroup.singapore@gmail.com)** for collaboration or other enquiries!

Join our vibrant volunteer community at Wildlings Forest School Singapore, **Dempsey Hill**, where we come together on the **2nd, 3rd, and 4th Thursdays of every month** to nurture our gardens and regenerate our forest trails that support our unique learning environment. #### Why Join? * It’s absolutely free! * Gain hands-on knowledge from our passionate team as we share resources and expertise. * Enjoy fresh produce and the fruits of your labour. * Help restore and enhance our forest trails, making them safe, sustainable, and magical for all who explore them. * Support environmental education by shaping the natural spaces where children thrive. * Beautify and enrich Wildlings to create a vibrant habitat for wildlife biodiversity. * Promote eco-conscious living by engaging in meaningful, sustainable practices. #### Who Can Participate? * Adults and students aged 16 and above. Young people aged 12–15 may join with an accompanying adult. * Local residents and community members. * Anyone passionate about nature, wellness, or sustainability. * Parents of Wildlings Forest School students (Hornbills and Eagles groups; Sunbirds are a little too young for this one!). * Aspiring Forest School Leaders and outdoor educators. * Nature enthusiasts and hobbyists from all walks of life. #### What Does Each Session Offer? * **Warm Welcome**: Start your morning by sampling fresh produce straight from our gardens. * **Interactive Learning**: Begin with a thematic talk, then explore the gardens and forest trails through a guided walk and observation session. * **Hands-On Work**: Get involved with physical gardening tasks, trail conservation efforts, and ongoing sustainability projects. * **Group Reflections**: Wrap up with thoughtful group reflections and a friendly farewell.

Whatsapp Philip for any questions: 8452 0693 Hola! Come and pick up some Spanish at Saturday Spanish: Sábado de Español. Learners of all ages and all levels are welcome. All our language-learning meetup events are free of charge. WE WANT SPANISH SPEAKERS TOO! We are on a constant lookout for proficient Spanish speakers (not necessarily native) to come and share their knowledge of the language and culture. If you speak the language, come and join us and make lots of friends. See you there amigos! Directions: https://maps.app.goo.gl/mRfYKAMXaL9rLLEz8 *** 1. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business/organisation, WhatsApp groups or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups if they have been found to be pestering our members for such purposes. 2\. GETTING THERE Take Downtown Line or Circle Line to Promenade MRT. At Promenade MRT take Exit C, turn right and walk into Suntec City, take the escalators or lift to level 3, you will find FOOD ARENA foodcourt next to Burger King. 3\. LOCATING US INSIDE THE FOOD COURT We usually will have a "SPANISH" sign at our table. You can ask the other language groups at the food court where the Spanish Group is sitting, they will help guide you.

Hello Gophers! Our **Ultimate Practical AI** workshop will be held on **21 May 2026**, before our GopherCon Singapore 2026 conference. You can buy tickets for the conference and this workshop at our [GopherCon Singapore 2026 website](https://2026.gophercon.sg). Workshop description follows: This is a hands-on, full-day workshop where you'll build a complete AI-powered application in Go — from first prompt to production-ready system. You'll start by connecting your Go application to a language model and grounding its responses in real data using Retrieval-Augmented Generation (RAG). Then you'll give it the ability to act on the world through Tool Calling, Function Execution, and the Model Context Protocol (MCP). With the core system working, you'll learn the advanced optimization techniques that separate prototypes from production — speculative decoding, semantic caching, and intelligent model routing. Finally, you'll harden everything against the security threats unique to LLM-powered systems, from prompt injection to data exfiltration. Each part builds on the last. By the end of the day, you won't just understand these concepts — you'll have built, optimized, and secured a working system that retrieves, reasons, and acts. ### Full Curriculum #### What a Student Is Expected to Learn By the end of this workshop, you'll leave with working code, a production-ready mindset for AI-powered Go applications, and hands-on experience across the full stack: retrieval, action, performance, and security. 🚀 ##### Part 1: Ground It — Retrieval-Augmented Generation (RAG) in Go * **Understanding RAG Concepts** – Improve responses by dynamically retrieving relevant context rather than relying solely on static training data. * **Ingesting and Processing Documents** – Build pipelines to index and retrieve documents from client systems. * **Interacting with AI-Compatible APIs** – Learn how Go applications can connect to local inference engines, OpenAI-compatible servers, or cloud AI services. * **Optimizing Performance & Latency** – Implement caching, batching, and parallel processing to enhance efficiency. * **Using Vector Databases** – Store and search embeddings with tools such as Chroma, Pinecone, Weaviate, Milvus or pgvector in PostgreSQL. ##### Part 2: Make It Act — Tool Calling, Function Execution & MCP in Go * **How AI Uses Tool Calling** – Enable external system control by allowing AI to invoke predefined functions in Go. * **Building Function Calls with OpenAI-Compatible Systems** – Define structured function inputs and outputs for AI-driven interactions. * **Connecting to External APIs & Databases** – Trigger real-world actions, query databases, and automate workflows. * **Handling Responses & Errors** – Ensure safe and reliable execution of AI-invoked functions. * **Introduction to the Model Context Protocol (MCP)** – Understand how MCP standardizes the way models discover and invoke tools. Build a simple MCP server in Go that exposes tools to any MCP-compatible client, showing how it compares to direct function calling. ##### Part 3: Make It Fast — Advanced Optimizations * **Speculative Decoding** – Use a smaller draft model alongside a larger verification model to get near-large-model quality at small-model speeds. Applicable to both local inference libraries and serving engines that support it natively. * **Automatic Prefix Caching & KV Cache Reuse** – Structure multi-turn conversations so shared prefixes (system prompts, conversation history) are cached and reused across requests, avoiding redundant computation. Manage message arrays carefully to keep prefixes stable across turns. * **Semantic Caching** – Embed user queries and check vector similarity against cached query-response pairs, returning cached answers for semantically equivalent questions without running inference — implementable in Go with any embedding model or API. * **Adaptive Retrieval** – Use a lightweight classifier or a small local model to decide whether RAG context is needed at all, avoiding irrelevant context injection that can degrade response quality. * **Cascading Model Routing** – Route queries to different models based on complexity: a fast small model for simple questions, escalating to a larger model only when confidence is low, implemented as Go middleware. ##### Part 4: Lock It Down — Securing LLM-Powered Go Applications * **Prompt Injection Defenses** – Understand direct and indirect prompt injection attacks, and implement role separation, input sanitization, and detection strategies. Demonstrate how injected instructions in user input or retrieved documents can hijack model behavior. * **Securing Tool Calls** – Apply least-privilege principles to exposed functions, prevent command injection from model output, and enforce authorization checks before execution. * **RAG Pipeline Security** – Guard against data poisoning and indirect injection via ingested documents. Show how a malicious document in the vector DB can manipulate retrieval results and model responses, and defend with access controls, relevance thresholds, and content isolation. * **Output Sanitization & Exfiltration Prevention** – Sanitize model-generated content before rendering in web UIs to prevent XSS. Defend against data exfiltration where the model encodes sensitive retrieved data into tool call arguments targeting attacker-controlled endpoints, using domain allowlists and egress filtering. * **Chain-of-Call Escalation** – Show how a model can chain multiple tool calls in a single turn to escalate privileges. Implement call budgets, supervision layers, and human-in-the-loop checkpoints in Go.

**GopherCon Singapore 2026** **ANNOUNCEMENT – Tickets via [website](https://2026.gophercon.sg/) only.** The international Go programming language conference for Singapore and Southeast Asia is back. GopherCon Singapore 2026 will be held on **20 to 22 May 2026**. We are very excited to once again meet like-minded Go developers from Singapore, other parts of South-East Asia, and the rest of the world. Keep a lookout on the website for our speakers and agenda update. You can still sign up for the conference or a conference + workshop. Sales are happening fast. *The end time at 10pm takes into account the After-party Event which will take place after the conference at a venue which will be made known soon. Attendees will need to show their conference passes for the After-Party event.* See you there! Cheers! GoSG for GopherConSG 2026

Welcome to Singapore **AgentCamp 2026**! Organized by the Global AI Community, this global initiative brings together AI enthusiasts and developers to learn, share, and grow their AI knowledge. Join us for an action-packed **5-hour evenin**g filled with **expert-led presentations**, real-world engineering insights, and practical, **hands-on learning**. We’ll be covering everything from low-code AI development in Copilot Studio to pro-code orchestration and AI security. Whether you're taking your first steps in AI engineering or you are looking to build an autonomous agentic SOC, we have an incredible lineup of Experts ready to share their expertise. 🗓️ **Event Agenda** (Note: As this is a highly interactive session, the first hour will act as a buffer to help everyone get set up with their environments before the tech sessions begin!) **4:00 PM \| Welcome\, Setup & Logistics** Arrive, get comfortable, and use this time to get your infrastructure ready. Our team will be on the ground to help you with activating your Azure subscription, getting used to the GitHub repo, and prepping your environment for the Hands-On Lab! **5:00 PM \| Click\. Configure\. Deploy\. Your First AI Agent in 90 Minutes** (Low-Code Session) 🗣️ **Speaker:** Pardha Sardhi Komanduri, Sr. Solutions Engineer **5:40 PM \| Building Agent Orchestration Using Microsoft Agent Framework** (Pro-Code Session) 🗣️ **Speakers:** Sithu Kyaw, Sr. Solutions Engineer & Jana Lee, Solutions Engineer **6:20 PM \| Break & Networking** Grab a bite, stretch your legs, and connect with fellow AI enthusiasts. **7:00 PM \| Hands\-On Lab \(HOL\): Building Agentic Apps from Low to Pro Code** 🗣️ **Conducted by:** Zafir, Solutions Engineer Put theory into practice! One comprehensive lab covering the overarching concepts from the previous sessions. You can take what you've built home with you. **8:00 PM \| Security & AI Engineering: Building an Autonomous Agentic SOC** 🗣️ **Speaker:** Joe Tan, Sr. Solutions Engineer **8:45 PM \| Closing & Open Q&A** **9:00 PM \| Event Concludes** 💻 What to Bring & Prerequisites * **Your Laptop:** This event features a 1-hour Hands-On Lab, so bringing your own device is a must! * **GitHub Account:** Please ensure you have an active GitHub account[[1](https://www.google.com/url?sa=E&q=https%3A%2F%2Fdocs.globalai.community%2Fazure-client.html)]. * **Azure Subscription:** You will need an active Azure Subscription. **Don't have one? We've got you covered!** We will provide a free subscription invite code at the event. ***Only 80 seats are available.*** **RSVP [HERE](https://konfhub.com/checkout/sg-gai-may-2026-agentcamp) to secure your spot! See you there!**

**LEARN MANDARIN WITH US** **和我们一起学华语/普通话** Come and join us every Saturday afternoon and learn some useful Mandarin from proficient speakers in a friendly and casual atmosphere. Besides learning the language, you will also get to make new friends from all around the world. Whether you are a beginner, intermediate and advanced learner, we welcome you. The meetup starts at 4 pm. We will try our best to arrange seating at this time so that each group has expert Mandarin speakers. If you come later than 4.10 pm we cannot guarantee ideal seating. Seating priorities will be given to those who signed up. **欢迎会说华语/普通话的朋友** 我们非常欢迎会说华语/普通话的朋友来参加我们这个华语/普通话练习小组，帮助来自世界各地的朋友学习华语/普通话。 *** GETTING THERE Take Downtown (blue) Line or Circle (yellow) Line to Promenade MRT. Take Exit C at Promenade MRT, and go up to level 3. LOCATING US INSIDE THE FOOD COURT Look for a round tables section near the wall of the food court away from the stalls. You can drop the Event Host a message if you are lost. NO COMMERCIAL ACTIVITIES We welcome anyone who is keen to learn a language or help others learn the language. However, this is NOT the platform for individuals who have other intentions, such as recruiting members for their business or organization or selling products or services. We will not hesitate to ask such individuals to stop attending our meetups.

**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

This meetup is a beginner-friendly session introducing version control for Unity projects, with a look at three common tools: Git, Perforce, and Unity Version Control. The goal is to help you understand what version control is, why it matters for Unity development, and what options are out there. The format will likely be presentation-style, with live demos and time for questions throughout. You'll see each tool in action and learn how they fit into a Unity workflow. What to Expect: * An introduction to version control and why it's essential for Unity projects * An overview of Git, Perforce, and Unity Version Control * Demos of each tool in a Unity workflow * Tips for getting started * No prior version control experience required * Resources for continued learning All experience levels are welcome. Whether you're new to version control or already using one of these tools, this session will help you understand what each one offers. Food and drinks provided. Join us to learn more about version control options for Unity.

**Presenter:** Auri Rahimzadeh, Principal Software Architect, Momentum3 **Time:** Pizza at 6:00, Presentation Starts at 6:30pm Eastern **Location:** Theoris, 9000 Keystone Crossing, Suite 230, Indianapolis Auri's been using AI a lot. Are you? Let's discuss how to be your most effective self by using AI in your development workflow. Looking forward to seeing you there!

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

**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

We will show how to build custom agents with Microsoft Agent Framework. Attendees will learn how to build and custom host agents when Microsoft Foundry is not a viable option.

**Latest Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9