Machine Learning

Welcome back to our meetup in March. * **05:30 PM** Registration, dinner, networking * **06:00 PM** Talk starts If you want to have practical AI Agents that can take actions with real application data, this event is for you. There are 2 parts to this event that may be of interest to you. **This is a hands-on lab - please bring your laptop.** Part 1: \- The event begins by grounding you in what an AI agent actually is: an LLM\-powered system that can call tools\, make decisions\, and carry out tasks on your behalf\. You will explore practical use cases across industries—from virtual assistants and customer support to analytics and personalized experiences—so you can understand when AI Agents are the right fit for your applications and how they differ from traditional automation\. \- Learn the foundational concepts of AI agents\, such as reasoning\, memory\, tools\, etc\. \- Understand what AI Agents are\, how they work with large language models\, and when to use them in real\-world applications\. \- Learn when to use cases for AI agents\, different types of agent architectures\, etc\. \- Explore industry use cases for AI Agents\, from customer service to analytics \- Understand how tools are called by agents Part 2: \- You are guided to set up a working environment for building AI Agents\. \- Using concrete examples\, such as answering “What’s the status of my order?” or analyzing trends across thousands of documents\. \- Create a multi\-tool AI Agent \- Build a MongoDB learning agent using MongoDB and LangGraph\. \- Add memory to the AI agent\, including strategies for storing and retrieving past interactions\. Practical applications of Part 2: \- Have a vector store and memory provider for agentic applications using MongoDB \- Build production\-grade agentic applications using MongoDB \- Build controllable\, reliable agentic workflows using LangGraph Special Thanks: \- To SQ Collective for the venue

**Register now to attend! =>** [https://konfhub.com/ksug-sg-2026-03-11](https://konfhub.com/ksug-sg-2026-03-11) **<=** We're excited to welcome you to the upcoming **KSUG.AI Singapore Meetup** — happening both in-person at **[Datadog](https://www.datadoghq.com/)** office and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 **Latest promotions** discovered by our community! * Missed **75%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! * **35%** off [International Women's Day](https://iwd.ksug.ai) Sale code **IWD26AI** * **20%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI20** * Up to **30%** off popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** AI Ops for Ops: Man's Best Friend for Faster Troubleshooting by **[Hong Hua Chin](https://www.linkedin.com/in/honghua/),** Senior Enterprise SE @**[Datadog](https://www.datadoghq.com/)** * **Topic 2:** Beyond ingress-nginx: Smarter Kubernetes Traffic by **[Junwei Chan](https://www.linkedin.com/in/junwei-chan/)** and **[Minh Nguyen](https://www.linkedin.com/in/minh-nguyen-kumi-aa537452/)**, Modern Apps Solutions Engineer @**[F5](https://f5.com)** * **Topic 3:** From Legacy to Cloud-Native: Keeping Systems in Sync Without a Big-Bang Migration by **[Ashish Thakur](https://www.linkedin.com/in/mountainnerd/)**, Directory of Technology @**Material** * **Quiz time:** nice swags giveaway Food and drinks will be provided between **6 and 6.30 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Datadog](https://www.datadoghq.com/)**, @**[F5](https://f5.com)**, @**[confluent](https://www.confluent.io/)** **[Register here](https://konfhub.com/ksug-sg-2026-03-11) to secure your spot!** See you all there! **Location:** [Datadog Singapore office, 38 Beach Road, 10 South, #10-11, Level Beach Tower, 189767](https://maps.app.goo.gl/CPWigPswds1mM9px6) 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** ☸ 37% OFF **[KodeKloud](https://ksug.ai/kk/?ref=meet)** Plans - Code: **K8SUGKK** 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.

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice whatsapp 89553824

**Many professionals are curious about AI, but are unsure how it applies to their daily work.** **This meetup is a casual session for anyone interested in exploring how AI can support professional work.** **We will discuss practical ideas, share experiences, and explore how AI may help with tasks such as writing, analysis, research, and decision-making.** **The session will include a short introduction, a few practical demonstrations, and open discussion.** **Whether you are new to AI or already experimenting with it, you are welcome to join.**

We are launching a new Beach Tennis Group Class every **Wednesday from 745–915 PM at West Coast Park**. Whether you’re completely new to the game or an experienced player looking to sharpen your skills, this session is designed for **all levels**: * Beginners will learn the fundamentals — strokes, movement, and coordination on sand. * Intermediate and advanced players can work on strategy, consistency, and competitive drills. You can register your interest here: [https://form.jotform.com/pacificbeachtennis/pbta-sign-up](https://form.jotform.com/pacificbeachtennis/pbta-sign-up), or contact Luke at 9476 5258 to register

Note: This sign-up is **exclusively for SMU students.** Head down to AWS Singapore with us to learn more about DevSecOps! This workshop will cover Developer Journey, CI/CD Basics (hands-on) and AMA/Q&As. Participants would need their laptops. 💻 🎤 Guest speaker: Zane Chua Zane is a Staff Customer Success Architect at GitLab and a seasoned technology leader in enterprise DevSecOps transformation across APJ and ANZ. An industry expert with deep expertise in cloud platforms, infrastructure, software and DevSecOps. Zane has driven multi-million-dollar growth while leading digital transformation initiatives across government, telecommunications, financial services, automotive, and semiconductor sectors. Previously at Microsoft, he shaped partner capabilities across APAC. 🗓 Date: 11 March 2026 ⏰ Time: 6pm - 9pm

**A)** You want to enjoy your career **B)** You want to enjoy your personal life **C)** You want to reach your potential **D)** You want insightful, transformative conversations that allow you to tap into the best of yourself **E)** You want to live up to your full potential and move forward in life **F)** You want to make it happen and no longer want to drift along **1)** Roger Federer, the greatest tennis player of all time, has a coach. Bill Gates, the richest man in the world, had a coach. Mark Zukerberg and Richard Branson had coaches. **2)** Roger Federer, Bill Gates, Mark Zukerberg and Richard Branson did not overcome their obstacles by attending feel good motivational talks that are over-priced 3 days rah rah concerts in disguise. **3)** They go for the real thing. They know that such rah rah talks cannot address specific challenges. **4)** Now, if these successful people have coaches, why should you be shy of coaching? Having a coach is as as natural as going to the doctor when you have a fever that doesn't go away with panadol. Having a coach is as natural as going to a mechanic when you can't figure out why your car cannot start. **5)** Empower Advisory is committed to give you a full single session of FREE life coaching. Absolutely FREE. We believe that the more successful you are, the better the world will be. You will get a professional personality assessment to understand yourself better and a one to one coaching session that is easily worth a few hundred dollars. **6)** All information shared in the coaching session is kept strictly confidential. You are not judged in any way (unlike your family, friends or colleagues) and can be totally yourself. We just strive to give you a leg up. **7)** All coaching sessions are on a one to one basis. A date and time will be arranged for you upon your life coaching request. All schedule will be arranged according to our Principal Life Coach's availability. **8)** Just whatsapp 8332 4283 to book your slot. **9)** Enjoy a personalised one to one or small group discussion in the fun setting of Members Only - Mandala Club at 31 Bukit Pasoh Rd, Singapore 089845. It's in town and it's easy to get there via Outram Park MRT station! **10)** To book a session, whatsapp Admin Dave at 83324283. If you have RSVP-ed for a private session, do whatsapp to confirm your attendance too! Sessions will only happen if they are confirmed.

Ready to connect with like-minded entrepreneurs and discover how AI can revolutionize your wellness business—live and in person? Join us for this exclusive live meetup where we bring together forward-thinking business owners, wellness advocates, and digital entrepreneurs. You’ll learn how to use AI tools to simplify your marketing, boost your online presence, and grow your income—all while promoting better health and balance in your life and business. Picture a vibrant room filled with positive energy, powerful insights, and real collaboration opportunities. You’ll walk away with practical AI strategies, valuable connections and an inspired vision for building a wellness brand that truly works for *you*. Don’t miss this in-person opportunity to learn, network and elevate your wellness business. RSVP now to secure your seat—spaces are limited for this live meetup!

Are you walking correctly? Walking is one of the most natural human activities, but most of us aren't optimizing our stride for health and fitness. It’s time to turn your daily steps into a powerful, fat-burning tool. Join us early for the MetaWellness Fat-Burning Walking workshop. This session goes beyond a casual stroll; it is an active workshop designed to teach you the biomechanics of mindful, effective movement. Led by **JJ Mok, Accredited Mindfulness Coach**, you will learn how to align your body and mind to increase fitness, aid weight loss goals, and completely transform the way you walk. **What You’ll Learn in This Session:** * **👣 Proper Walking Technique:** Forget lazy strolling. We will teach you how to develop strong posture and an engaging, powerful stride that protects your joints and engages more muscles. * **🔥 Fat-Burning Principles:** Discover the specific techniques that turn a regular walk into a calorie-torching workout, helping you burn more energy with every step you take. * **🧘‍♀️ Breathing & Mindfulness:** Learn to integrate mindful breathing with your movement. This enhances mental focus, reduces stress, and helps naturally boost your metabolism. **Who Should Attend:** This session is perfect for anyone looking to improve their physical health, lose weight sustainably, or simply gain more energy from their daily routine. All fitness levels are welcome. **Event Details:** * **Time:** 7:30 AM – 9:00 AM * **Location:** [Entrance](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")/[Exit A](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") - [Botanic Gardens MRT Station](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") ([CC19](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html") / [DT9](https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html "https://www.streetdirectory.com/sg/entranceexit-a-botanic-gardens-mrt-station/106578_1.html")) * **Instructor:** JJ Mok, Accredited Mindfulness Coach **What to Bring:** * Comfortable walking shoes or trainers * Water bottle * Sun protection (hat/sunscreen) if outdoors * An open mind ready to learn! **Start your weekend with intention, movement, and vitality. Secure your spot today!**

Contact: WhatsApp +6588016138 or +6586521735 Let's practice Russian language together in a friendly & casual atmosphere. We will have free conversations in Russian, get to know each other, play language games, or learn from other advanced or native speakers. We will try to divide learners into groups based on their levels of proficiency. Please let the organizers know your level when you sign up. Native and advanced speakers, please feel free to come share your knowledge of Russian language & help others to learn. We need as much help as possible! No teaching experience required. FAQ Q. I have never learned Russian, is it OK to join? A. Check with the organizers if there is a beginner group at the moment. Q. Do I need to pay? A. No! This event is free. Q. I can't find the organizer and the group, what shall I do? A. Please send a WhatsApp or call +6588016138 or +6586521735

🎤 The Premium Vocal Class in Singapore Meet the No.1 Korean Vocal Trainer since 2012 “Bring the song you cannot sing now — I’ll make sure you can. If not, I’ll refund.” ⸻ Why Choose LIM MIRI (林美利)? ✨ Singapore’s Top Korean Vocal Coach • 13+ years of teaching (since 2012) • Holder of National Level 1 Vocal Training Certificate • Winner of Busan MBC Hyunin Music Competition 🏆 • Vocal coach of the 2024 Best Song Award Winner • Professional singer & teacher with international stage experience ⸻ N-in-1 Premium Class With one coach, you can master all genres: • 🎼 Classical vocalisation • 🎷 Jazz vocalisation • 🎤 Pop, K-pop, J-pop, C-pop • 🎸 Rock vocalisation 👉 No need for multiple teachers. 👉 A single, streamlined premium program to cover every vocal style. ⸻ The Guarantee: High Notes, Real Voice 🎶 +5 Keys Up in Chest Voice — Guaranteed If you can’t reach the high notes with your real voice (진성), I will refund. That’s how confident I am. Bring the songs you cannot sing now — you’ll sing them flawlessly within my training. ⸻ More Than Singing — A Voice for Life This is not just about singing. I also provide speech correction & vocal health training for: • Professionals who lose their voice easily when speaking • Students struggling with presentation & public speaking • Anyone who wants a clear, powerful daily voice 👉 When your voice changes, your whole life becomes happier. ⸻ The Premium Experience 💎 Every session is 3x more effective than ordinary classes. 💎 In just 4 lessons, you will discover your inner voice. 💎 A deep, high-quality curriculum designed originally for students preparing to debut as professional singers in Korea. This is not a casual hobby class — it’s a transformational premium program that delivers results. ⸻ Courses 💎 Trial Session 40 minutes — only $20 🎤 1:1 Premium Coaching $550 / 1 pax / 4 lessons / 45 min each 🎶 2 Pax Group Session $350 / each pax / 4 lessons / 50 min each ⸻ Start Now 🎵 Don’t miss the chance to learn from the best Korean vocal trainer in Singapore. 📩 Contact me today and experience the class that no one else can offer. ⸻ 🔖 #PremiumVocalClass #LuxuryTraining 🔖 #Kpop #Pop #Jazz #Classical #R&B #Cpop #Jpop 🔖 #HighNoteGuarantee #LifeChangingVoice whatsapp 8955 3824

⚠️ **REGISTRATION IS REQUIRED VIA [THIS GOOGLE FORM](http://forms.gle/saLWmbr5XbwUX8Jp8)**[ ](forms.gle/saLWmbr5XbwUX8Jp8)⚠️ **ABSTRACT** SHELLgym is the regular cybersecurity workout you have been looking for! Whether you're just starting out and need some exercises, studying for a cert (hint: OSCP), looking at CTF challenges, or developing something cybersecurity-related (maybe your own automated tools?), SHELLgym aims to help you progress in picking up practical cybersecurity knowledge and skills. Come and go as you please, work on your own stuff with like-minded individuals, or just have fun during the workout! **AGENDA** Thematic activities for this session * Triaging in Windows (sysinternals) * Step-by-step windbg * Guided walkthrough on selected real-life binary **⚠️ NOTE** Bring your own laptops (and laptop chargers) with pre-installed Windows VM. Please also download windbg ([Link to Guide](https://learn.microsoft.com/en-us/windows-hardware/drivers/debugger/)) before the session. **VIRTUAL SHELLgyms in MARCH** Hosted on Discord, do approach KK or the Div0 Crew for access! * 7 Mar 2026, 1pm-3pm (SGT) * 21 Mar 2026, 1pm-3pm (SGT) * 28 Mar 2026, 1pm-3pm (SGT) **TRAINER** **KK "Jim" Tan — Founder, counterShell** As a mid-careerist convert to cybersecurity, **Jim** picked up his practical skills through getting OSCP certified and by participating in a variety of CTFs. In his career at CSIT, he performed a variety of red-teaming and vulnerability research roles and established the Cyber Training School at CSIT as the Lead Instructor. Besides the OSCP certification, Jim is also OSCE and OSEE certified, and has a Bachelor's degree in Social Science (Psychology). He now sees psychology as a field of study where you fuzz humans until they produce unexpected behaviour. **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre) **IMPORTANT NOTICES** * Code of Conduct: [https://www.div0.sg/code-of-conduct](https://www.div0.sg/code-of-conduct) * Terms of Use & Disclaimer Notice: [https://www.div0.sg/terms-of-use-disclaimer-notice](https://www.div0.sg/terms-of-use-disclaimer-notice)

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-12mar2026-mc) only.** * Seats are on a first-come, first-served basis. * For admission into our event space, please register beforehand via GovEntry only. * Please present the QR code within your registration confirmation email upon check-in at our event space. **About this Meetup** Join us for a discussion exploring the evolving landscape of durable workflow executions in modern systems. As applications become increasingly distributed, durable execution has emerged as a critical paradigm for building resilient systems that survive failures whilst maintaining complete execution state. This session examines why durable execution is essential for modern architectures from multi-step processes spanning multiple services to long-running operations requiring distributed coordination. We'll explore real-world applications and human-in-the-loop processes that traditional patterns cannot handle reliably. The discussion covers challenges and learnings from building automation tools in GovTech, examining how durable execution solves common distributed systems problems like state management, fault tolerance, and observability. We'll delve into design principles that make workflows resilient by default and automatically handling retries. Whether you're evaluating tools like Temporal, Cadence, or others, this conversation offers practical insights into implementation strategies, use cases, and pitfalls to avoid. **[Learn with us today](https://go.gov.sg/stackmeetup-12mar2026-mc)**! **Programme** 7:00pm: Introduction By STACK Community 7:05pm: Opening By ​Steven Koh, Director, Engineering Management, Government Digital Products (GDP), GovTech Singapore 7:15pm: Building Opus: Delivering Durable Workflow Execution for Government Systems By Gabriel Tay, Staff Software Engineer, GDP, GovTech Singapore 7:35pm: Temporal Primitives to Real-World Design By Tao Guo, Staff Solutions Architect, Temporal.io 7:55pm: Real Application Use Case of Subscription Workflows Through TechBiz By Yong Weng Kiat, Software Engineer, GDP, GovTech Singapore 8:15pm: Q&A 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-12mar2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

⚡️GitLab x AWSCC AI Driven Develops Workshop ⚡️ Join us at Amazon Web Service(AWS) Singapore Office for an interactive GitLab AI-Driven DevOps Workshop and learn how modern development teams use GitLab to build, test, and deploy software faster! 💻🔥 🔥 What you’ll gain: ✅ GitLab & DevOps fundamentals used in real projects ✅ CI/CD pipelines — automate build, test & deployment ✅ How AI simplifies modern software development workflows ✅ Practical insights from industry use cases + live Q&A 💡GitLab is one of the most widely used Git platforms in the government sector and gaining these skills highly valuable for students aiming to work in GovTech and public sector tech roles. 📅 11 March 2026 ⏰ 6PM – 9PM 📍 Amazon Web Service Office 🎤 Speaker: Zane Staff Customer Success Architect at GitLab ⚡ 🔗Register by 8th March 11:59pm : (Register with SIM email) Regarding attendance: ‼️LIMITED SLOTS available, slots are given on fcfs basis!

**Agenda :** * 4.45 to 5.00 PM ET: Food and Networking * 5.00 to 5.50 PM ET: "Data Science & Machine Learning with Microsoft Fabric" Hello Everyone! Please join us for our March 12th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided. You will need a government-issued ID to enter the facility.** **Title:** Data Science & Machine Learning with Microsoft Fabric **Description:** Explore Microsoft Fabric’s integrated Data Science experience across ideation, preprocessing, modeling, & deployment. Learn how to ingest and prepare data via OneLake and Lakehouse, leverage Notebooks, Data Wrangler, Spark, SynapseML, MLflow for experimentation, & operationalize predictions with batch scoring and Power BI direct integration. Also, learn to build generative AI Q&A systems using Fabric Data Agents. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

SAM BASU IN-PERSON; NOTE: THIS IS THU, NOT TUE AS NORMAL Code is cheap, but software is expensive. Modern AI is a big opportunity to streamline and automate developer workflows for better productivity. There are some challenges though – AI Models often lack knowledge and AI Agents need expertise/guidance to reliably pull off complex workflows. Context is everything for modern AI and you can bring it. Model Context Protocol (MCP) aims to provide a standardized way to connect AI Agents to different data sources, tools and non-public information - the point is to provide deeply contextual information/expertise to AI. Skills are higher-level behaviors and instructional guardrails, that define how and when AI Agents should leverage tools to accomplish something meaningful. Subagents in AI are specialized, task-focused agents designed to handle specific, well-defined tasks within a larger AI system. In terms of the food industry: AI Agent = Chef 👨‍🍳👩‍🍳 MCP Tools = Raw Ingredients 🥔 🥩 Skills = Recipe Cards 📝 📇 SubAgents = Sous Chef 🔪 🍳 Loops = Door Watcher 💂👀 Developer = Restaurant Owner 👑. So, what should developers use to bring context and guardrails to make AI work their way? Well, it depends and sometimes, the answer might be whatever combination makes developers most productive. With official SDKs and well-thought-out guidance, it is a breeze to work with MCPs, Skills or SubAgents. Developers could bring their own data, APIs, services, coding patterns and structured guidance to make AI Agents work their way. And AI Agentic workflows work the same way in IDEs or Terminals, paving the way autonomous ways of getting work done with AI. With contextual expertise to light up unique coding workflows, AI Agents can make developers ultra productive – upwards and onwards.

LIFT (Learn, Inspire, Fuel, Transform) Session Ever wanted to start lifting weights but weren't sure where to begin? LIFT is a welcoming, beginner-friendly group designed to help women build strength, confidence, and consistency together. Join this session for a structured strength workout and the accountability that comes from showing up alongside other women towards similar goals. **Agenda** * Brief welcome and introductions * Review of the day's workout plan * Guided group strength workout using free weights and machines * Cool down and check-in **What to Bring & Wear** * Water bottle * Comfortable workout clothes * Athletic shoes **Location Details** Meet by the cubbies toward the back of the fitness room inside NZone. A $20 Znone membership is required to access the facility.

**Agenda :** * 4.45 to 5.00 PM ET: Food and Networking * 5.00 to 5.50 PM ET: "Data Science & Machine Learning with Microsoft Fabric" Hello Everyone! Please join us for our March 12th edition of the AI-ML MeetUp. **Please note this is an in-person meeting and light refreshments/food will be provided. You will need a government-issued ID to enter the facility.** **Title:** Data Science & Machine Learning with Microsoft Fabric **Description:** Explore Microsoft Fabric’s integrated Data Science experience across ideation, preprocessing, modeling, & deployment. Learn how to ingest and prepare data via OneLake and Lakehouse, leverage Notebooks, Data Wrangler, Spark, SynapseML, MLflow for experimentation, & operationalize predictions with batch scoring and Power BI direct integration. Also, learn to build generative AI Q&A systems using Fabric Data Agents. **Location:** The meeting will be hosted in the Applied Information Sciences ( AIS ) office in Reston, at 11440 Commerce Park Dr # 600 · Reston, VA. The location is also right off the Silver Line metro's Wiehle-Reston Metro Station. **Parking:** Parking is paid and can be validated at the AIS office reception. We will meet in Room Lake Anne. We hope to see you all there!!!!

Join us for another session of our study group as we continue our coverage of the book Domain-Specific Small Language Models. In this session, we will attempt to cover Chapters 5 on "Exploring ONNX" and Chapter 6, on "Quantizing for your Production Environment". This isn't just a lecture! Come ready to ask questions, share insights, and code along. Whether you're a beginner or have some experience, this is the perfect opportunity to continue to learn together. If you plan to work with the code on your own laptop during the session, try and download the code from here https://github.com/virtualramblas/Domain-Specific-Small-Language-Models ahead of time.

**Agenda:** * 6-6:30 pm: Networking and food/drinks * 6:30-7:15 pm: Announcements and presentation * 7:15 pm-7:30 pm: Q&A and close-out **Hacking the Stack: Using OpenSearch Dashboards as an Application Framework** Most developers treat OpenSearch Dashboards (OSD) strictly as a visualization layer—a place for charts and graphs. They are missing the bigger picture. OSD is a powerful, untapped environment for full-stack application development. In this session, we peel back the architecture of **an enterprise-grade risk, compliance, and security platform built entirely *on top of* OSD**. We moved beyond simple plugins and pushed OSD to its limits to create a seamless, interactive application experience. Join us for a deep dive into the engineering reality of the OpenSearch stack, including: * **The Analysis:** Why the OpenSearch stack beat out the competition. * **The Build,** **Beyond Visualization:** How to implement custom React components to build complex workflows and interactive UIs within OSD. * **The Integrations:** Integrating Wazuh for agent management and ingesting data at scale. * **The “Gotchas”:** Honest, real-world lessons on data handling, state management, and what to look out for. **If you are ready to push your plugins from “reporting tools” to “robust software,” do not miss this session!**

We will be meeting at Starbucks to learn together. Come with an online class you're already going through or an interest and we will try to connect you with a course where you can learn it. Already have a skill you want to contribute to a Kaggle Datascience competition? We will work on these too! Laptop required :)