Test Driven Development

**\*\*This post is for announcement purposes only. To register, visit [https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/](https://www.eventbrite.sg/e/the-ai-extinction-event-why-agile-is-the-only-way-project-managers-survive-tickets-1988265035243/)** **📍Titansoft has moved to a new location at 15 Harvey Road.** AI is not just knocking on the door; it has already broken it down. Traditional project management—gantt charts, routine scope tracking, and basic WBS generation—is being automated at a terrifying speed. We are facing an extinction-level event for the "administrative PM." In this new world order, Agile is no longer just a framework; it is your only survival mechanism. The irreplaceable human elements of Agile—adaptability, complex decision-making, and navigating human chaos—are the only shields against being completely replaced by algorithms. In this session, we will face this harsh reality and discover together how we can leverage AI rather than being replaced by it. We will explore four cutting-edge, AI-powered approaches designed to augment the irreplaceable human PM. Join us to understand why you must evolve your Agile mindset today, or risk becoming obsolete tomorrow. **ABOUT THE SPEAKER** **Tao Chun Liu** (also known in the community as "PM Mayor") is a Global AI Subject Matter Expert (SME) with 9 years of hands-on experience in AI project implementation and over 10 years in Project Management. He is the Founder of PM Mayors. With over 6,000 hours of teaching and mentoring experience, Tao Chun specializes in bridging the gap between advanced AI capabilities (such as AI Agents and Vibe Coding) and practical Agile methodologies.

**ANNOUNCEMENT – Registration via this [link](https://go.gov.sg/stackmeetup-21may2026-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** As AI reshapes the future of defence, how do we stay ahead of machine-speed threats? Dive into the high-stakes world, where AI meets modern security, as we explore the critical intersection of AI-driven resilience and the next frontier of digital warfare. This session unpacks what it takes to stay "In Command" in an increasingly complex landscape, covering the evolution of security operations, strategic leadership, and the transition to post-quantum security. By connecting technical innovation with strategic leadership, we provide the insights needed to navigate today’s dynamic threat landscape. [Join us](https://go.gov.sg/stackmeetup-21may2026-mc) to gain the practical tools to fortify your organisation and lead with confidence in this new era! **Programme** 6:30pm: Networking 6:55pm: Opening Announcements 7:00pm: The Threat Landscape Shift with Claude Mythos By Sean Lim, Security Engineer, Vectra AI 7:10pm: Overwhelmed to 'In Command': How AI‑Driven Defence Empowers Modern SecOps By Jason Heng, Regional Director, Rapid7 7:20pm: Power the Agentic Security Operations Center (SOC) By Jeff Yeo, Leader Solution Engineering, Splunk 7:30pm: Can You Trust Your AI Agents? Evaluation-driven AI for Cyber Intelligence Operations By Simeon Tan, Co-Founder and CTO, Protos Labs 7:40pm: Transitioning from Red to Blue in the AI Era: The CISO Navigator By Terence Teo, Chief Information Security Officer, Ministry of Sustainability and the Environment 7:50pm: Beyond the Hype: What Post-Quantum Security Actually Looks Like in Practice By Regal Star, CEO, ZENTARA Technologies 8:00pm: Closing 8:30pm: End of STACK Meetup Click **[here](https://go.gov.sg/stackmeetup-21may2026-mc)\*** to sign up! \*Registration will be accepted via GovEntry only.

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.

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!**

Please reserve your spot by registering on the below link : https://www.eventbrite.com/e/join-biggest-community-investors-founders-singapore-online-tickets-1975080088713?aff=meetup QUESTIONS ? Pls Reach out to; Rose - +971528033410 ( WhatsApp Only)

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 evening 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. * **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. **RSVP [HERE](https://konfhub.com/checkout/sg-gai-may-2026-agentcamp) to secure your spot! See you there!**

Meet: Canberra MRT Station (NS12) Passenger Service Centre When: Thursday 21st May - 5 pm Event communication will be through the event chat. Please check the event chat on the day of the event to stay updated on any changes.\*\*\* Start our journey from Canberra MRT as we walk towards Sembawang Park facing the Straits of Johor. Sembawang Park is one of the few parks with a naval history. During the war, it was used as the site of a Naval Base. Along the way, we will explore some tunnels and bunkers used during WWII, an ancient mosque, the secret beach, Eagle Point, Sembawang shipyard, and the colonial Black & White Houses built for the British Navy. We will end at Bukit Canberra hawker centre for dinner What to bring: \- Shades \- umbrellas \- Water \- Good walking shoes \- Long pants preferred \- Mosquito Repellent This is a Rain or Shine event. Where there are thunderstorms, we will adjourn for coffee or early dinner. We will resume the walk once the rain subsides. Event communication will be through the event chat. Please check the event chat on the day of the event so that you will be updated on any changes. Please try to be punctual. There will be 5 minutes grace for attendance taking. Please remember that we cannot wait because this would be unfair to those already present. Please keep in mind that I may not respond to messages sent after the walk starts because I will be busy helping the attendees and leading the walk. Please RSVP responsibly to help those on the waitlist get the chance to come for the walks. ***As a consideration for others, please confirm your RSVPs the day before the event to allow those on the waitlist sufficient time to schedule for the event.*** I may, at my discretion, place you in the waitlist so that others can join my walks. Thank you for your kind understanding. Disclaimer: Your physical well-being is your responsibility. Exercise care while you walk. Please let me know when you feel unwell and need to drop out. Walking comes with a risk of personal injury. ***By joining the walk, you accept responsibility for your safety and join the walk at your own risk. The organizer(s) will not be responsible or held liable for any accidents or injuries during or arising from the event.***

**Register here**: https://forms.gle/1yXmoUSSFdcTz3tN9 **Her Code, Her Cause** is a one-day vibe coding hackathon organised in conjunction with National Women's Health Month. It is a community initiative by **Women Devs SG**, in partnership with **Open Government Products** under the **Stewards for Good** programme. This event brings together women of all professional backgrounds to address real-world social challenges through structured collaboration and AI-powered tools. No prior coding experience is required. **Problem Statements** \~ This year, we will be working on challenges submitted by our non-profit partners: * **Society Against Family Violence (SAFV)** * **Breast Cancer Foundation (BCF)** Problem statements will be shared with registered participants in advance so you can review them before the event. Teams will be formed based on your area of interest so that work can begin promptly on the day. **What to Expect** * A morning session introducing vibe coding fundamentals and AI-powered tools * Structured team-based work on real problem statements from the field * Access to domain experts and facilitators throughout the day * A full day that includes meals, peer learning, and meaningful collaboration **Who Should Attend** \~ This event is open to women at any stage: engineers, designers, product managers, strategists, communicators, and those with no technical background at all. If you care about the issues, you belong here. **🔔 Spaces are limited. RSVP to secure your place.**

Want to test your skill at the sport? Be the Willliam Tell or Robin Hood? Absolute Archery (Singapore) was inaugurated in 2020, aiming to provide training venue, competitive coaching, fun shoot events and a place for the community bring people together to advocate and support each other in pursuing the sports. Our head coach, Colin, has been active in the sports since late 90s till date. Being a competitive archer, he was with the National Team and had accumulated experiences which he could share with the archers and students. **Past Experiences** * National Team (Compound) 2000 - 2002 * National Junior Development Team Coach (Compound) 2013 - 2015 * Community Club Compound Coach 2013 - 2018 * National Team (Compound) 2018 - 2020 * Tampines Meridian Junior College Archery Coach 2018 - now ### **Address** 9 Ah Hood Rd, East Asia Institute of Management ### **Schedule** Fridays 1030AM - 12PM ### **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.

**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

🥾 **Backpack Endurance Hike – Consistency Steps Training!!!** Route: Hillview MRT EXIT A ➝ Dairy Farm Nature Park ➝ Bukit Timah Summit ➝ 2-3 Staircase Loops ➝ Beauty World Shopping Centre for lunch. **Date: 24th May 2026 (Sun)** **Meeting Time: 8 am** **Meeting point: Hillview MRT Exit A** **Your Leader in Fitness: Gary** Join us for a practical endurance training session designed to build back strength, overall stamina, and backpack carrying efficiency, perfect for those preparing for long-distance hikes and treks. We will tackle a mix of trail and stair climbs to simulate the kind of effort and strain experienced during multi-day hikes. This session focuses on consistency, not speed, ideal for beginners and experienced hikers alike who want to train smart. 🧳 What to Bring: \*Backpack (with at least 5-7kg weight to simulate real conditions) - Minimum 1.5L of water \*Light snacks or energy bars - Towel/small cloth \*Rain gear or poncho (weather dependent) - Proper hiking shoes \*Sunscreen and cap - EZ-Link card / small cash for lunch Note: Train smart. This is not a race. The goal is to develop strength and endurance through consistent effort and mindful pacing. Let’s gear up and get trail-ready! 💪 Bad weather contingency plan: *Waterproof your belongings and bring rain gear (rain cover, jacket, poncho, or umbrella). Please read this #1 - This is a number-controlled event. Please come only if you are on the attending list. #2 - We will move out at 8.05am sharp. We are not able to wait for late comers. #3 - As this is a limited number event, please check your calendar and make sure you can come before you RSVP. Do not change your attendance at the last minute and deny someone else who genuinely wishes to come. ### Important Liability Notice By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session.

**Friday is our open co-working day.** ​​Friday is our open co-working day. Arrive anytime from 10AM — bring your laptop, grab any open seat, stay as long as you like. ​Most people show up after lunch and settle in before The Stage. It's quiet, focused, and builder- and founder-led. **The Stage @ 1.30pm:** Trusted Actuators First ​**Speaker:** ​*Yaokai Jiang, [Momen](https://momen.app/?utm_source=luma)* ​Description: Why a single prompt-to-app agent needs domain-ready tools first. ​After the session, we go back to work. Register here: [Luma Event Page](https://luma.com/1yx31g56?utm_source=meetup)

**Training Program-Focusing on stamina, mental resilience, and consistent pacing with no long breaks unless regrouping!** 🗓 Date: 22nd May 2026(Fri) ⏰ Time: 8:00 AM – 12:00 PM 📍Meetup: Woodlands MRT( Near Control Station) North South Line - RED NOT SUITABLE FOR BEGINNER 🚶‍♂️Activity: Endurance Walk 📍Route: Woodlands MRT→ Ulu Sembawang PCN → T15 → Dairy Farm Loop→Hillview MRT → Rail all for Lunch → - The End 🧭 Distance: ~15km+++ (Let's see where our feet bring us) 🎯 Goal: Build endurance, no long pauses, consistent effort to test and stretch your limit 🧠 Training Guidelines Hydration Strategy: Carry at least 1L of water. + electrolytes (no sugary drinks) No Long Pauses: 1-3mins only if needed to regulate Pack your lunch as we won't stop for lunch. Breathing: Inhale 3–4 steps, exhale 3–4 steps (rhythmic breathing) 🎒 **What to Bring:** *Minimum 1L of water - Light snacks or energy bars *Towel/small cloth - Rain gear or poncho (weather dependent) *Proper hiking shoes - Sunscreen and a cap *EZ-Link card / small cash for lunch Note: Train smart. This is not a race. The goal is to develop strength and endurance through consistent effort and mindful pacing. **Let’s gear up and get trail-ready! 💪** Bad weather contingency plan: \ *Waterproof your belongings and bring rain gear (rain cover, jacket, poncho, or umbrella). ✅ Post-Walk (1PM) ) Cool Down: Gentle stretches at the reservoir area (hamstrings, calves, hip flexors) Refuel: Protein bar + rehydration (banana/coconut water recommended) **Please read this** #1 - This is a number-controlled event. Please come only if you are on the attending list. Min 7pax to go. #2 - We will move out at 8.05 am sharp. We are not able to wait for latecomers. #3 - As this is a limited number event, please check your calendar and make sure you can come before you RSVP. Do not change your attendance at the last minute and deny someone else who genuinely wishes to come. ### Important Liability Notice By joining this training, you acknowledge that you are participating voluntarily and understand the physical risks inherent in this activity. AU is not responsible for any injuries, accidents, or health complications that may occur during the training. Please ensure you are medically fit and adequately prepared for the demands of the session.

**[CONFIRMED TRIP]** **Gunung Datuk Sunrise Scenic Hike 885m + Melaka 马六甲 Relax** **DATE: 22-23 May 2026 (Fri-Sat)** **Transport: 44 Seater Coach** **CONFIRMED TRIP, SLOTS ARE AVAILABLE** **CLOSING REGISTRATION: 20 May 2026 (Fri,12pm)** **INTERESTED, WHATAPPS 94884478 Wilfred or SIGN-UP HERE** [https://www.meetup.com/lets-go-travelling-hiking/events/313353378](https://www.meetup.com/lets-go-travelling-hiking/events/313353378) **Attractions & Highlights:** **◾Gunung Datuk Sunrise Scenic Hike@885m** located in the state of Negeri Sembilan is well worth the effort. The trail is ascending along the way to the top and requires ropes to climb up at some points. Most of the people can make it to the top within 3 hours and 2 hours to descend to the starting point. The summit view is magnificent with 360 degree panorama view on a clear blue sky. **◾Exploring Melaka 马六甲** UNESCO World Heritage with history, culture, colonial buildings, ancient landmarks, family-friendly attractions, and yummy local cuisine. Melaka has much to offer, from unique food to places to sightseeing, as well as various places to shop. \*\*Yes Cafes hopping! At Jonker Street,must visit to Discovery Café & Guesthouse, Alley No. 5 & 13 State Coffeeshop. \*\*The Must-Eat Places like A’Farmosa chicken rice balls with tender chicken, Jonker 88 GULA MELAKA CHENDOL & NONYA ASSAM LAKSA and Nyonya Cusine! \*\*The sight-seeing places are A ’Famosa Fort, Christ Church, St. Paul’s Church and Melaka River! \*\*Jonker Street is where all the stalls are open for local food and shopping, must go! \*\*Massage! Go for 1 hour massaging while recovering from aching bodies and legs after the hikes!! **Event Detail:** **Cost: $130/person** 3 persons or more sign up and payment together is $120/person **PAYMENT:** Please Paynow $xxxx/person to UEN 201727764C Wilfred Go Travelling & Hiking Pte or Bank Transfer to DBS Current Account 0029069789 and Text 94884478 with Print-screen Receipt **TA License No 03066** **TA NAME: WILFRED GO TRAVELLING & HIKING PTE LTD** **INCLUDES:** \* Transportation Van < 14 person Bus >15 person \* Group Lunch is only included if group-size is 10 or more \* Mountain Guide/s \* Hiking Permit \* 1 Event Host **EXCLUDES:** \* Personal Insurance \* Items Not Mentioned In Itinerary \* Lunch is at own cost if group-size is less than 10 persons **To Connect With Us:** Whatapps Channel: [https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l](https://whatsapp.com/channel/0029VaJmIsU9mrGTPqpect3l) Telegram Channel: [https://t.me/wilfredtravelsg](https://t.me/wilfredtravelsg) Facebook: [https://www.facebook.com/events/calendar](https://www.facebook.com/events/calendar) **Suggested Itinerary:** Fri 1130pm-Marsiling MRT **(Sat), (L)** 12am–Depart JB Custom 3am- Stopover Highway Rest-area Toilet Break + Quick Breakfast 5am- Briefing and commence hike 730am-Summit, rest, packed breakfast and take pictures 8am - Descend 1030am - Depart from G Datuk 1130am- Rest Area Shower/Quick Bite 1pm-Melaka Lunch 2pm-Free Time Shopping & Relax 5pm-Depart to JB Custom 8pm-JB Custom 9pm-Marsiling MRT **Disclaimer, Indemnity and Terms of Participation:** The participant acknowledges that this is an adventure trip. The itinerary serves as a guide only and changes may be required. All participants are strongly advised to have travel insurance. The participant agrees to assume all risks and indemnifies the organizers against all claims, disputes. **\-\-\-ACKNOWLEDGEMENT TO OUR TERMS & CONDITIONS\-\-\-** **[https://www.wilfredtravel.org/terms-and-conditions](https://www.wilfredtravel.org/terms-and-conditions)** **BY PARTICIPATE, I READ, AGREED & ACCEPTED TERM & CONDITION**

**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** Like it or not, AI agents are now capable of turning a quickly written paragraph of requirements into a pull request that is ready to be integrated into real-world production applications and it's now our responsibility to make sure AI doesn't go rogue and take down prod - or corrupt our data by misunderstanding the requirements or our existing schemas. In this session we'll explore strategies to protect our codebases through unit and integration testing, documentation, and code review along with additional ways of providing context and guard rails to our AI agents as they carry out the work we've assigned them to do. By the time we're done, you'll have a firm grasp of the problem and understand some helpful options for protecting your codebase from vibe coding mishaps getting YOLOed into prod. **YouTube Link** TBD

PLEASE NOTE!!! This event will be In-Person for our very 1st Improving collab! If you know the [Columbus Unity group](https://www.meetup.com/columbus-unity-user-group/) location, we'll be at the same place. This is our 1st event and are doing a soft launch with limited attendance. 1st come 1st serve. If you want to be there and we fill up, please email me at [info@thecogg.com](mailto:info@thecogg.com) and I'll be in touch. All street parking is free on Sundays but you can also pay to park in any of the local garages. See image of [parking map here](https://drive.google.com/file/d/1Mr9_LFIggbs-0_Zd3AJTGNqEhgMf2TzQ/view?usp=sharing). \-\-\- On the last Sunday of the month, we're having our usual end-of-the-month social gathering with our GameDev Meetup meeting. There will be announcements and presentations followed by some social networking Let's continue the conversations with good vibes and friends. All are welcomed from all ages and backgrounds to this public event. If we can, we'll be streaming or uploading the video later via our COGG YouTube channel here: [https://www.youtube.com/@TheCOGG/streams](https://www.youtube.com/@TheCOGG/streams) (Also please do subscribe if you have not done so!) No game development experience required! If you are interested in doing a 20 minute game development related presentation, please fill out our form online here: [https://goo.gl/forms/lVdTJZiNJewlPJuj1](https://goo.gl/forms/lVdTJZiNJewlPJuj1) Or e-mail us at info@thecogg.com with the following: Your Name, Company/Affiliation, Name of Your Game/Topic, Description, Tech Needs, and Your Contact. Be sure to check out our Discord for real time news updates: [https://discord.gg/NrBhuNQ](https://discord.gg/NrBhuNQ)

Christians in Tech is a community at the intersection of faith and technology. Our meetups are designed to spark meaningful conversations, promote knowledge sharing, and encourage growth—both in your career and your spiritual walk with God. Whether you're an experienced professional or just starting your tech journey, CIT welcomes you. Our Website [https://linktr.ee/citcbus](https://linktr.ee/citcbus) Sponsors and Partners * Improving (Venue Sponsor) * Bethel World Prayer Center (Fiscal Sponsor) * Fruits & Roots (Coffee Partner)

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

**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

Private Group. Closed to the Public Knowing ourselves and understanding our abilities is the first step toward wielding our gifts with control and accuracy. In subsequent classes we will verify and hone our talents with activities and discussion. These are hands-on workshops and participation is expected. The goal of our series will be to develop expertise in areas of particular interest such as mediumship, channeling, divination, healing and, etc.. Our ultimate directions will be determined by class members as we evolve. I look forward to sharing and discovering with you. - Cynthia