Decentralized Systems & Applications

**Event Date:** Wednesday, 14 January 2026 **Venue:** Open Government Products 51 Bras Basah Rd, #04-08 Lazada One, Singapore 189554 **\#\#\# No food is provided for this meetup \#\#\#** **Venue Sponsor:** Open Government Products \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Presentations** **Topic: Becoming a Product Manager** **Speaker:** Gaille Teo, Senior Product Manager, Open Government Products https://www.linkedin.com/in/gaille-teo **Description** TBC **About Gaille** Gaille is a Senior Product Manager at Open Government Products, responsible for the Redeem platform that drives the CDC Voucher Campaigns. She was previously a PM at GetGo. Her professional background spans data science, strategy, and product innovation, particularly in leveraging AI and data analytics. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Topic: Model fine-tuning for Bioacoustics** **Speaker:** Aryn Choong Yue Lin, Senior Manager, NUS Enterprise https://sg.linkedin.com/in/ychoong **Description** Technical talk of my current project **About Yue Lin** Software Engineer for more than 15 years. Still love programming and solving software problems. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Schedule:** 7:00 to 7:15 - Event Registration & Networking 7:15 to 7:20 - Introductory Remarks 7:30 to 8:00 - Topic 1 8:00 to 9:00 - Lean Coffee Discussion 9:00 - Supper **About JuniorDev SG:** JuniorDevSG is a developer interest group that focuses on providing a place for junior developers to learn and network with each other. At the same time, we seek to be a support system to help junior developers break into tech, navigate their careers as well growing them to one day become senior developers or tech leaders in the tech industry.

**Register now to attend! =>**[https://konfhub.com/ksug-sg-2026-01-14](https://konfhub.com/ksug-sg-2026-01-14)**<=** **Latest promotions** discovered by [KSUG.AI](https://ksug.ai/?ref=meet) community! * **30%** off [KubeCon Europe](https://ksug.ai/events/?ref=meet) 2026 using code **KSAI** * **30%** off [Linux Foundation](https://ksug.ai/?ref=meet) Certs using code **30K8SUG** * Up to **30%** OFF popular [Books](https://ksug.ai/books/?ref=meet) and [Events](https://ksug.ai/events/?ref=meet) * **25%** off [THRIVE-ONE subscription](https://jf1.ksug.ai) We're excited to welcome you to the upcoming **KSUG.AI Singapore Meetup** — happening both in-person at **[Nutanix](https://www.nutanix.com/)**[ ](https://www.nutanix.com/)office and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Microservices Canary Deployment in a DevSecOps Pipeline Powered by Service Mesh and CELYNA AI by [Doddy Kristianto](https://www.linkedin.com/in/doddy-kristianto-3888ba1a/) [Lukas Septa Hernanda](https://www.linkedin.com/in/lukasepta/) and [Restu Nursobah](linkedin.com/in/restunursobah) at [Telkomsel](https://www.linkedin.com/company/telkomsel/) * **Topic 2:** AI-Driven Kubernetes Operations Integrating with Model Context Protocol (MCP) by [Siva Yakkanti](linkedin.com/in/sivaiah-yakkanti-83a57412), Platform Engineering. * **Quiz time:** nice swags giveaways 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 @**[Nutanix](https://www.nutanix.com/)**, @**[KodeKloud](https://kodekloud.com/k8sug)**! **[Register here](https://konfhub.com/ksug-sg-2026-01-14) to secure your spot!** See you all there! **Location:** [Nutanix Singapore office, 38 Beach Road #33-11 South Beach Tower, Singapore 189767](https://maps.app.goo.gl/sfAu6mKEBjQyPq1WA) 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 💪 𝟏𝟖𝟎,𝟎𝟎𝟎+ 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.

🔥 **Kickstart your morning with football!** If you love the game, this one’s for you – fun, fast-paced 5v5 action in the heart of the city @ **Funan Mall Rooftop**! There will be an official host will facilitate the game to ensure safety and rotate teams if applicable. Please note: \- Be on time to ensure game starts promptly\. \- Teams will be formed and play will begin\. Normal rules apply\. \- Where there are more than 2 teams\, a series of rotating games lasting 7 minutes will be played. As always, keep games safe and friendly: watch the tackles, avoid sliding, and exhibit great sportsmanship! **\*\*Please note that RSVP on this event doesn't mean you've successfully booked the game. Contact us via WhatsApp +65 88144810 for more details.\*\***

### Stillness by the Sea – Where Karma Meets the Tide *Stillness by the Sea* is a quiet, daily morning meditation held at dawn, where the rhythm of the ocean becomes a mirror for inner awareness. As the sun rises and the tides move, we sit together in silence, guided breath, and gentle reflection inspired by the **Bhagavad Gita’s understanding of karma** — not as philosophy, but as lived experience. This is a space to: * Slow down and return to the present moment * Observe karmic patterns without judgment * Release accumulated mental and emotional weight * Begin the day with clarity, responsibility, and inner balance There are no rituals and no expectations. Only a simple invitation to sit, listen, and realign — allowing the sea to carry away what no longer serves. Open to anyone seeking stillness, sincerity, and a conscious start to the day.

**We’re opening access to [AiSee](aisee.ai) Headset, the next-generation Android-based wearable prototype before anyone else in the world sees it.** You’ll be among the first to test the hardware, push the SDK, and create high-impact applications and use cases for real-world deployment. The AiSee Headset has a camera, speakers, and microphones. It can stream videos anywhere, including to your own app. The battery lasts 4-6 hours. What would you build with it? This is a **one-day, high-intensity build sprint** designed for Android developers. Expect hands-on engineering, deep technical collaboration, and a room full of devs who think at your level. **Why join?** \- Exclusive early access to AiSee’s wearable prototype \- Build advanced Android wearable applications \- Connect with top Android platform engineers \- Guidance from mentors across [AiSee](https://aisee.ai/), [AHLab](https://ahlab.org/), and NUS \- Cash Prizes \(in the form of gift vouchers\) for standout builds and use cases\. **Who we’re looking for:** Prior experience in Android development is recommended. **General Enquiries** hello@aisee.ai

**⚠️ REGISTRATION IS REQUIRED VIA [THIS SIGN UP FORM (LUMA)](https://luma.com/bwg0i788) ⚠️** — **ABOUT THE RANGE VILLAGE** ​The Range Village is a community driven cyber range interest group aimed to provide community curated Cyber Range content for people who are interested in practicing their cyber skills such as active directory testing, lateral movements, defence evasion, and provisioning of an attack infrastructure. We live in a world where cybersecurity education is within a Google search or a GenAI prompt, but the access to a certain range or resource to practice those skills can be costly to individuals who are not in the position to self-fund a paid cyber range or premium access range. **ABSTRACT** The workshop will cover: 1. ​Introduction to Active Directory 2. Active Directory Attacks 101 **SET UP INSTRUCTIONS FOR PARTICIPANTS** Participants will need to bring their own laptop with a Kali Linux virtual machine **AGENDA** * ​10:30 \| Door opens * ​11:00 \| Workshop starts * ​12:00 \| Mini lunch break * ​12:45 \| Workshop continues * ​13:45 \| End of workshop \- start of hangout * ​16:00 \| End of event **SPONSORS** * VENUE SPONSOR: [CyberSG TIG Collaboration Centre](https://www.linkedin.com/company/cybersg-tig-collaboration-centre/) **LEAD FACILITATOR** **Sim Cher Boon \|** Cher Boon is a Security Engineer at Grab and the Co-Founder of the Range Village community group. He has competed in multiple CTFs, both locally and overseas, spoken at local and overseas conferences on security topics, and now focuses on developing the next generation of cyber talents through guidance and meetups. **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)

​\*\*[Moment of Now] Workshop by Thribe x Cloop\*\* ​ ​Step into the **[Moment of Now]**, a transformative workshop led by **Gerra and Lin from Thribe** that invites you to slow down and rediscover the beauty in the discarded. In this hands-on session, we move beyond traditional crafting to explore the intersection of circularity and self-expression. You will be guided through the process of turning textile waste into a unique Cloop Identity Tag. ​[By](https://tag.by/) assembling fragments of fabric, you'll learn to see identity as a beautiful patchwork of experiences. Join us for a session of mindful creation, where every weave is an act of presence. Location: 22 New Industrial Rd #06-22- Direction here: [bit.ly/CloopPrimax](https://bit.ly/CloopPrimax)

​\*\*[Moment of Now] Workshop by Thribe x Cloop\*\* ​ ​Step into the **[Moment of Now]**, a transformative workshop led by **Gerra and Lin from Thribe** that invites you to slow down and rediscover the beauty in the discarded. In this hands-on session, we move beyond traditional crafting to explore the intersection of circularity and self-expression. You will be guided through the process of turning textile waste into a unique Cloop Identity Tag. ​[By](https://tag.by/) assembling fragments of fabric, you'll learn to see identity as a beautiful patchwork of experiences. Join us for a session of mindful creation, where every weave is an act of presence. Location: 22 New Industrial Rd #06-22- Direction here: [bit.ly/CloopPrimax](https://bit.ly/CloopPrimax)

​​​**Founders Running Club** (FRC) brings founders, investors, tech, creative people and startup enthusiasts together for weekly easy runs and networking. We like to be comfortable when we run and finish with coffee and conversations. Choose your pace or follow a pacer—pets, friends, family, are welcome. ​​​🗓️ Launched in San Francisco, July 16, 2022 🌍 Now in 50+ cities 📅 Running + Networking events + Community ​​​**Join the community** [http://foundersrc.com/chats](http://foundersrc.com/chats) Singapore Instagram http://instagram.com/frc_singapore ​​​**Global FRC**: Instagram [http://instagram.com/foundersrc/](http://instagram.com/foundersrc/) LinkedIn [http://linkedin.com/company/foundersrc/](http://linkedin.com/company/foundersrc/) Strava [http://strava.com/clubs/foundersRC](http://strava.com/clubs/foundersRC) Website [http://foundersrc.com/](http://foundersrc.com/)

We start 2026 with an evening that covers a range of topics at the frontier of AI - and please note that the topics below are "subject to change" depending on new model releases, etc... Talks: **"Nested Learning; mHC/Engram and Sub-1bit Compression" - Martin Andrews** In his talk, Martin will outline several interesting recent works: (a) Nested Learning from Google (which follows on from their TITANS paper at NeurIPS); (b) mHC and Engram from DeepSeek, which may be foreshadowing an upcoming release; and (c) "LittleBit: Ultra Low-Bit Quantization" which had flown under the radar until NeurIPS itself... The goal is to explain a little of both the "why" and the "what" behind this research. **"The Big Shift: From "Bigger Models" to "Smarter Systems"" - Sam Witteveen** In this talk, Sam will go through some of the papers and topics covered at NeurIPS and in general research over the past few months that cover how in the race for AGI, research is moving to Agentic Systems rather than just Big Models **"EmergentDB: What if Your Database Learned Like an LLM?" - Rach Pradhan** In his lightning talk, Rach will describe his highly-rated entry into the recent DeepMind Gemini Hackathon held in Singapore. His "EmergentDB" is a proof-of-concept vector database that uses MAP-Elites (Quality Diversity) to automatically discover optimal index configurations. Instead of hand-tuning HNSW parameters or guessing at partition counts, the idea is that the database evolves configurations specific to your data with impressive speedups over alternatives. **FOOD UPDATE :** Google has told us that **there WILL BE** pizza at the event **ALSO:** Sign-ups are on **MeetUp** this time! Registration here should be FREE - if MeetUp requires you to sign up for a subscription somehow, let us know! (We haven't heard of this happening for registrations via their mobile app, FWIW). \-\-\- Talks will start at 7:10pm (entry at 6:45pm) and end at around 9:00pm, at which point attendees can come up to the front for a bit of a chat with each other, and the speakers. As always, we're actively looking for more speakers - both '30 minutes long-form', and lightning talks. For the lightning talks, we welcome folks to come and talk about something cool they've done with keras, PyTorch, JAX and/or Deep Learning for 5-10mins (so, if you have slides, then #max=10). We believe that the key ingredient for the success of a Lightning Talk is simply the cool/interesting factor. It doesn't matter whether you're an expert or an enthusiastic beginner: Given the responses we have had to previous talks, we're sure there are lots of people who would love to hear what you've been playing with. If you're interested in talking, please just introduce yourself to Martin at one of the events.

Hey AWS Security fam 👋 A new year, a new meetup, and plenty to look forward to. January is here — and we are kicking off 2026 with fresh stories, new faces, and another night of security and cloud in action at the AWS Singapore office. **Our goal remains the same: bring security and cloud practitioners together.** Security is wide; cloud teams move fast. Let us meet in the middle — share what is working, what is painful, and how we can ship safer, faster. Want to speak next time? We are lining up lightning talks and deep dives for upcoming meetups — 30-minute sessions, interactive by design. New voices welcome: operators, builders, blue/red/purple teamers, platform folks. If you have shipped it, broken it, or fixed it, we want to hear it. (Ping the organizers / DM us after you RSVP.) 🎤 **Speakers** ✅ **Building and Securing Systems at Scale - Lessons from Cybersecurity Practice** 📌 *Gaurav Keerthi – CEO, StrongKeep* Gaurav will share lessons from building and securing systems at scale, drawing from his experience across national digital infrastructure and his current work in cybersecurity. He will reflect on real world security challenges, how cloud has shaped security decisions, and what practitioners should focus on as systems grow in complexity. ✅ **AI Security Operations: AWS Frontier Agents + Custom Agent Development with Bedrock AgentCore and Kiro** 📌 *Loi Liang Yang – Principal Security Specialist Technical Account Manager, Amazon Web Services (AWS)* Loi explores how teams can deploy enterprise AI security using two complementary approaches on AWS. He will show how ready to use AWS AI Investigative, DevOps, and Security Agents can be enabled quickly for autonomous threat detection, while custom agents built with Bedrock AgentCore and Kiro handle unique security needs. You will see how combining managed and custom agents enables scalable, practical AI powered security operations that actually work in real environments. ✅ **Accidentally Exposed MCP Servers: Lessons From a Real Incident** 📌 *Mayank Nauni – Cybersecurity Researcher* Mayank shares findings from a real investigation into Model Context Protocol servers unintentionally exposed to the public internet. He will explain how these exposures happen, what internal context can leak, and why this matters even outside traditional OT environments. The session concludes with practical steps to secure MCP on AWS, including private VPC deployments, identity controls, and continuous posture checks. 🧭 **Event Details** 📅 Date: Thursday, 15th January 2026 🕡 Time: 6:30 PM – 9:00 PM 📍 Venue: AWS Singapore, 2 Central Blvd, IOI Central Boulevard East Towers, Level 5 🛂 **Registration & Check-in (Important)** Watch for an email titled: AWS Security User Group Singapore: Registration Confirmed for AWS Security Meetup – January 2026 Show this email at Level 1 Concierge to access Level 5 for verification. Walk-ins: Only if capacity allows. Confirmed registrations get priority. No confirmation email = walk-in; entry not guaranteed. 🙌 **What to Expect (and why it’s worth your evening)** * 30-minute interactive sessions — no death-by-slides * Live Q&A & show-and-tell — bring questions, tooling, and war stories * Security × Cloud crossover — incident learnings, IaC guardrails, identity, data protection, cost/risk trade-offs 🍕 **Agenda & Housekeeping** 6:30 PM — Pizza & drinks (vegetarian + halal options) Talks — Start right after dinner Networking — Meet builders, defenders, and platform folks 📸 Photos/recordings may be used for future promo Pro tip: Arrive early to skip queues and snag a good seat 🎁 Swag & promo codes — stay till the end for giveaways

Gaming, AdTech, EdTech, Media Streaming, and FinTech are just a few of the workloads where high-availability cloud infrastructure matters. Whether you’re doing battle daily in one of these spaces or are just curious about ways to improve performance, meet us in Reston for an in-person discussion on bare metal cloud architecture. You’ll meet our product lead, James MacKenzie, who will walk through how modern bare metal serves as a control plane for hybrid and private cloud architectures. **What we will cover** * Ways to leverage bare metal, containers, and orchestration for better performance and predictable economics; * Real-world hybrid, disaster recovery, and data-intensive architectures; * Our approach to eliminating ingress and egress fees. **Who should attend** * Cloud architects and platform engineers; * DevOps professionals and infrastructure leads; * FinOps stakeholders managing data-heavy or hybrid workloads. **Why attend** This is a technical, architecture-first conversation. You will leave with a clearer understanding of high-availability cloud infrastructure and how organizations are scaling cost-effectively. Food and drinks will be provided. Space is limited to keep the discussion interactive.

# Happy Birthday, You’re Dead Written and Directed by Terry Smith Produced by Jerri Wiseman ***You are invited to a surprise birthday party for Candy Crush, a D-list actor. She’s the hottest ticket in town. But her birthday party isn’t the only surprise she will get tonight! Someone’s about to be murdered. Only you can prevent this from happening before it’s game over. To miss this would be a crime.*** January 24 at Ono Offshore in Chantilly (with dinner) ONO Offshore, 4515 Daly Drive, Suite N, Chantilly, VA 20151 5:30pm Doors and Beverage Tabs open 6:00pm Dinner starts 6:45pm Show starts There will be a 15-20-minute intermission. Tickets: $57 plus ticketing fee and sales tax includes the show, catered dinner and dessert by Odd BBQ. Menu: Choice of smoked pulled pork or smoked chicken thighs and bun. Assemble your own sandwich with choice of BBQ sauce. (A Beyond Brat will be available for those who select a Vegetarian/Vegan Meal.) Macaroni and cheese. Grilled Vegetables. Baked Beans. Cookies for dessert. Beverages are not included in the ticket price. Guests will be able to open a tab for the self-serve beer wall with 4 craft beer options from Ono Brewing Company. There will also be hard seltzer available for purchase in addition to assorted sodas, tea, and bottled water. ### **[Buy tickets for ONO Offshore.](https://www.stagecoachtc.com/happy-birthday-youre-dead/)** You must buy a ticket to attend. An RSVP here will not save you a seat. This venue sells out quickly!

## **1 Million Cups Loudoun Workshop: How AI Can Work for Your Business** **Wednesday\, January 28 \| 9:00 AM – 10:00 AM** **Venture X Loudoun – Ashburn** Artificial Intelligence is no longer just a buzzword — it’s a practical tool that businesses of all sizes can begin using today. Join **1 Million Cups Loudoun** for a special **workshop-style presentation** led by **Victor Meer of AI Prime** and **Jay Jay Billings of Band Gap AI**, designed to help entrepreneurs understand how AI can realistically support their business operations. This workshop will provide: * A clear, practical overview of what AI actually is * Real-world examples of how businesses are using AI today * Insight into where automation can save time and reduce friction * Guidance on how to start leveraging AI without needing technical expertise Whether you’re AI-curious, overwhelmed by the noise, or ready to explore automation in your business, this session will help you think clearly about where AI fits — and where it doesn’t. As always, coffee, conversation, and community are at the heart of 1 Million Cups Loudoun. ### What Is 1 Million Cups? 1 Million Cups is a national program powered by the Kauffman Foundation that brings together entrepreneurs and community members for weekly conversations that educate, support, and inspire. Loudoun’s chapter meets on the 2nd and 4th Wednesdays of each month. Join us on **January 14 at 9:00 AM** for coffee, connection, and a meaningful conversation about reimagining after-school education in Loudoun County. **We look forward to seeing you there.**

This is our weekly training session. NOVA Jujutsu is a self-defense focused system incorporating Geri (Kicking), Atemi (Striking), Uke (Blocking), Tai Sabakai (Body Movement), Tai Hodoki (Escapes), Kansetsu Waza (Joint Locks), Nage Waza (Throwing), Shime Waza (Choking), Katame Waza (Grappling), Tantojutsu (Knife), Bojutsu (Bo), Kenjutsu (Sword), and Kata (Forms). Come on down to a class and see for yourself what this group has to offer. You will get a great workout! You will have an awesome learning experience! You will meet some good people! We look forward to meeting you. See you there. TAGS: japanese, martial arts, self-defense, jujutsu, jujitsu, juijitsu, bujutsu, defense, karate, koppo, kenjutsu, bojutsu, tantojutsu

Come out to the Reston Community Center and play some games! Party games? Strategy games? Tabletop role-playing games? This massive space can accommodate games for every interest. While the event starts at 5pm, feel free to roll in whenever you are able! If you have games to bring that you'd like to share or run, please do! Food and drink are not provided within the venue, but you are allowed to bring in anything you need from outside locations, just please be considerate of other people's games and the tables when doing so. Park anywhere in the parking lot. The Community Center building is located directly behind Ledo Pizza. Walk straight back to the main room once you enter the building. If you have questions, feel free to reach out to either David Gray or Bill Parker through Meetup, or you can email Bill at william.parker@fairfaxcounty.gov. Hope to see you all there!

**✅ First class is FREE – only 10 spots available!** Learn real self-defense skills in a small-group setting. No experience needed, open to all adults. 📲 RSVP now and text Jim at **301-326-9146** to confirm—once spots are gone, they’re gone. ## **Free Intro Self-Defense Class – Maryland Systema** Want to learn how to protect yourself while also improving your health, focus, and confidence? Join us for a free first class at **Maryland Systema**, a unique approach to self-defense that blends both physical and mental training. *** ### **Why This Class is Different** Unlike most programs that only teach physical moves, Systema trains your body **and** your mind. You’ll explore: * **Structure** – staying balanced under pressure * **Breathing** – keeping calm and controlling fear * **Relaxation** – avoiding panic and wasted energy * **Movement** – adapting naturally to any situation You’ll also learn to read an attacker’s intentions and respond proportionately—aligned with Maryland’s self-defense laws. *** ### **What You’ll Gain** ✔ Practical skills you can use right away ✔ Better stress control and awareness ✔ Improved strength, mobility, and coordination ✔ Confidence in handling real-world situations *** ### **Class Info** 📍 **Location:** Woodley Gardens Park in the brick building (free parking) 🕒 **Length:** 1.5 hours 👥 **Small Group:** Max 10 students for personalized guidance 👖 **What to Wear:** Comfortable long pants and clothes you can move in 💵 **Cost:** Free for first-time students *** ### **How to Join** RSVP here on Meetup to save your spot, then text Jim at **301-326-9146** to confirm. Spots are limited—once the group fills, we close registration. *** **Maryland Systema** Real-world self-defense training for adults—helping you stay ready, stay calm, and stay safe.

Join us for another session of our study group as we dive into the fascinating world of Large Language Models (LLMs) using the book **Build a Large Language Model from Scratch** from Manning. In this session, we will finish **Chapter 7: Fine-tuning to follow instructions**. In the last session, we talked about how to prepare the dataset for instruction fine-tuning and in this session we will perform the fine-tuning and evaluate the model afterwards. 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 build a strong foundation together. If you plan to work with the code on your own laptop during the session, try and set-up the environment ahead of time (https://github.com/rasbt/LLMs-from-scratch/tree/main/setup). We will be meeting at the North County Governmental Center this time that is across from the Reston public library.