Scrum

Meditationn

**Aim** Developing A.I / Machine Learning systems ... optionally with Robots **Web-site: [https://ai-ml-robots.github.io](https://ai-ml-robots.github.io)** **Discussions: [https://tinyurl.com/ai-ml-robots-discussions](https://tinyurl.com/ai-ml-robots-discussions)** **Pre-meeting catch-up:** 6:00 pm at [Fonda Mexican restaurant, 248 Swan Street, Richmond](https://maps.app.goo.gl/eytwnmbDGrmTY7GX7) ***(our table will have orange traffic cones)*** ... great opportunity for casual discussion and especially for newcomers to get acquainted with the group **Activity:** Using [Google Colab](https://colab.google) and [Aiko Services](https://github.com/geekscape/aiko_services), we will build a project ... where the details will be provided / updated a couple of weeks prior to the meet-up date. **Agenda:** 7:00 pm sharp at 415 Church Street, Richmond \- 7:00 pm ML software "guided" build session using Google Colab \- 9:30 pm Projects show and tell: ad\-hoc for anyone to contribute \- 9:45 pm Tidy up room \- 10:00 pm Hard stop \! **Please bring a laptop, as these are hands-on build sessions.** Just think of a laptop as a robot without wheels or legs ! If you are a newcomer to Machine Learning or robotics, you are still very welcome. If you do have a robot, please bring it along !

A mix of dance classes, connections & laughter! We love offering a diverse range of moves to keep things fresh and exciting, and it’s always amazing to see our dance community connecting on and off the dance floor. It’s all about coming together, learning, and having fun! Brighton Beach Bowls Club 2B South Rd Brighton 7:00 pm - 9:30 pm Beginner & Intermediate levels $25 CASH or PAYID

Hello Climbers! Just meet at the yellow sign and introduce yourself :) From there we pair up to climb. If we have an odd number of people, we can make a rotating group of 3. There is also a self-belay area if you want to get in more climbing if in a group of 3 or arriving earlier. If the event you are planning to go to only has one or 2 people on the ‘attending’ list, we encourage organising a climbing partner in advance so you can make sure you have at least one other person there to climb with! Feel free to reach out on the event wall or message a host :) Meet up will start at 6pm but if you want to start earlier you certainly can, but again you will need to organise a climbing partner in advance. New climbers are welcome, however your mandatory induction takes about 15/20mins. Harnesses, shoes and chalk bag can be hired also. Current pricing for Hard Rock here: https://www.hardrock.com.au/prices/

Welcome to Melbourne Volleyball Academy. 🤗 **[[WHAT]]** This session is specifically for games only (no training). There will be a cap of 18 players, allowing for 3 teams of 6. Games will be played to 15 points, with a cap at 18 points. These games are intended to be played at a high-intermediate(BB)/advanced(A) level. Please see an explanation of skill levels on our website here: https://melbournevolleyballacademy.com.au/skill-levels-explained **[[WHO]]** The session is intended for Intermediate players. Players should be able to: * Have strong fundamentals for all volleyball techniques * Serve receive a majority of serves well & serve over the net consistently * Basic understanding of 5-1, and 6-2 systems (we do not play a pass middle 4-2 system in this session) * Have an understanding of base defense * Know all/most volleyball rules Players that are not of the intermediate(BB)/advanced(A) level will be asked to leave as we want to ensure that all players have an enjoyable time playing. **[[HOW MUCH $$]]** $14 card payment will be processed on the day via square reader (EFTPOS). **[[WHEN]]** The stadium is booked from 7 PM-9 PM weekly, every Monday. However, feel free to come early and stretch as the Community Centre is open earlier. Last minute dropouts and no shows will have a zero-tolerance policy going forward. All players are expected to update their RSVP at least 24 hours in advanced if they are unable to attend. This applies to players on the going list and the waitlist. **[[OTHER DETAILS]]** Only those on the “going” list are permitted to play. If you are on the waitlist, or not registered at all, you will not be permitted into the gymnasium.

Smashing! Try something new Thursday Interactive workshop - Become the charismatic leader Serious about improving your leadership - **Why mess, come to the best** Why is Smashing different to other speaking clubs? Passion!!! 1\. Fast\-paced\, energized and exciting meets 2\. We practice **bold, confident** and **dynamic** leadership! 3. **Everyone talks** multiple times during super-interactive workshops every meet - Plus the chance to speak on the big stage for those that are keen 4. **FAST LEARNING** **Free parking** close-by: O'Connell and Cobden streets **IMPORTANT: Be on time, as doors close when the show starts** “Proudly Australian" – Free-flowing leadership & teamwork Multicultural Hub, 506 Elizabeth St (Opposite Queen Vic Market) Level 1, Purple Room (End of corridor) More to come...

We've heard you loud and clear, and we're excited to present the first sapphic session of Queen of Hearts Speed Dating! Hosted by the bisexual icon Ruby Slippers who will help you with icebreakers and conversation starters, and even perform a fabulous burlesque show as the finale. [(Link to booking)](https://www.trybooking.com/DALHR) Doors open 6pm with speed dating running 6:30 - 8:30pm. Each ticket is $10 entry only or $20 including a free cocktail of your choice. Book online or pay at the door (bookings preferred). Note: This event is intended for the FLINTA\* community who identify as sapphic/WLW/lesbian. We would love to hear if there is interest in holding these events for other genders and sexualities, please let us know! \*female, lesbian, inter, non-binary, trans and agender people Pride of our Footscray is located up a flight of stairs and unfortunately does not have an elevator. We apologise for our reduced accessibility.

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-01-14](https://konfhub.com/ksug-au-2026-01-14) **<=** **Latest promotions** discovered by our community! * **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) We're excited to welcome you to the upcoming **KSUG.AI Australia Meetup** — happening both in-person at at Amazon and online via [Zoom](https://linktr.ee/ksug.ai)! 🎉 We're actively seeking more awesome AI topic speakers! 👉 [https://speaker.ksug.ai](https://speaker.ksug.ai) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** **TBC AWS re:Invent re:Cap** * **Topic 2:** **TBC EKS + AI update** * **Quiz time:** nice swags giveaways Food and drinks will be provided between **5.30 and 6 pm** on a first-come, first-served basis. This is a great opportunity to learn and network with our peers. Thanks to our sponsors @**[Amazon](https://aws.com/)**, @**[KodeKloud](https://kodekloud.com/k8sug)**! **[Register here](https://konfhub.com/ksug-au-2026-01-14) to secure your spot!** See you all there! **Location:** Amazon MEL12, Level 13.304 [555 Collins St, Melbourne VIC 3000](https://maps.app.goo.gl/Kbi13GZqj2zDqDz2A) 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://k8sug.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.

This event is dedicated to every kid who ever got picked last in gym class, to every kid who never had a date to no school dance, to everyone who's ever been called a freak - this is for you! ($10 GA Entry - [Link to tickets here](https://www.trybooking.com/events/landing/1510309?)) We're throwing Pride of our Footscray's first club night dedicated to emo, pop-punk, goth, grunge, rock, and all things alternative. DRAG & BURLESQUE: Winter Greene (Mx Burlesque Victoria 2025) Theresa Problem & Tilly Capulet (host) DJ SETS: PABLO BIG BOSS & Haylz (B2B) Doors open at 9pm for a chilled out hour before the first DJ starts at 10pm. Free temporary tattoos for the first 50 people through the door! 2 for $25 Vodka Redbulls available all night. Please note: Pride of our Footscray is located on the first floor of a venue with no elevator and is therefore not accessible by wheelchair. We sincerely apologise for our reduced accessibility.

**Cut Through the AI Hype: What’s Really Helping Software Engineers Build Better, Faster** Tired of the noise around AI and ready to see what’s actually driving impact? Join us for a deep dive into the latest global research on how AI is (and isn’t) helping software engineers ship higher-quality software at speed. **Vivek**, former Lead Data Scientist and founding team member at **Multitudes**, will unpack insights from their global **AI Impact Survey** — revealing where teams are finding real productivity gains and where the hype doesn’t hold up. At Multitudes, Vivek led the company’s Data and AI strategy, creating analytics tools that help teams perform better and work happier. He’s recently spoken at LAST Conf, holds a PhD in Optimisation via Quantum Computing, and is passionate about data-driven approaches to meaningful change.

Adults have basically been robbed of the right to play. Creativity started needing a purpose, a product, or at least a gallery invite. Meanwhile, it’s human to dance, it’s human to sing, and it’s human to draw, especially poorly! Sketchy Behaviour is here to break that spell. ([Link to tickets here](https://www.trybooking.com/DIGHO)) Doors open at 6pm, settle in and get your drinks at the bar (mocktails available). At 7pm, the night begins: • Guided drawing activities with your host, prompts and visual inspiration provided • Three activities/games per night a mix of collaborative chaos and solo scribbling • Breaks between rounds to regroup, hit the bathroom, top up a drink, grab some nibbles, and mingle with fellow doodlers It’s all about connecting through process rather than polishing a product. Expect laughter, strange drawings, and surprising conversations. In a world drowning in increasingly polished AI art, making something imperfect is a revolutionary act. Supplies provided. Masks welcome. Sharing your weird creations, highly recommended. Come draw like a kid, laugh like a fool, and leave with memories instead of masterpieces. Note: Pride of our Footscray is located on the first floor of a building with no elevator and is therefore not wheelchair accessible. We apologise for our reduced accessibility.

AWS re:Invent is Amazon Web Services’ flagship global technology conference, held annually in Las Vegas since 2012. Every year, the most critical updates and shifts around Kubernetes, Amazon EKS, and AI are first discussed, debated, validated, and refined at re:Invent — shaping technology decisions for years to come. This is not just another tech conference. It is where engineers, architects, and AWS core teams collectively define the future direction of cloud technology. Many AWS technologies are officially announced for the very first time at re:Invent. And just recently, AWS re:Invent has concluded in the US. From AWS re:Invent to Melbourne Bringing Global Cloud Insights to the Local Tech Community Shortly after re:Invent wrapped up, JR Academy is bringing first-hand insights from the global cloud stage directly to Melbourne. At this critical moment, JR Academy, together with KSUG, is hosting an in-person technical meetup to share real observations and discussions straight from the conference floor. This is not a replay or summary of re:Invent sessions. It’s a focused exchange that brings key global cloud judgments back to the local engineering community. Not a “Re-cap”, but a Deep Technical Exchange What engineers bring back from AWS re:Invent is rarely just slide decks. More often, it’s: Which EKS and AI directions were repeatedly discussed on-site Which technologies looked promising, yet sparked real debate among engineers How personal technical judgments and engineering thinking evolve after high-density information exposure These insights are difficult to fully capture through live streams, blogs, or recap articles — yet they are often the most valuable inputs for real-world technical decisions. JR Academy hopes to open these discussions to more engineers. **Event Focus** 🔹 First-hand perspectives from [AWS](https://aws.amazon.com) re:Invent Participants who attended re:Invent in person will share what they saw, heard, and felt — beyond what appeared in keynotes. 🔹 Amazon EKS & Kubernetes topics Exploring changes in platform capabilities, architecture design, and engineering practices, and discussing the next phase of Kubernetes within the AWS ecosystem. 🔹 AI insights & emerging trends Practical takeaways and new signals around AI from the conference. **Event Perks** 🎯 Food & drinks available from 5:30 PM – 6:00 PM (first come, first served) 🧃 Open networking & face-to-face technical discussions **Registration Notes** ⚠️ Amazon Office security requirements: Photo ID required (Passport or Driver’s License) Registration must be under your real name Thank you for your understanding. **Event Details** 📍 Location Amazon MEL12, Level 13 304/555 Collins St, Melbourne VIC 3000 🕠 Time January 14, 2025 — 6:00 PM (Melbourne time) 🎯 How to Register Click “Attend” on the right to secure your spot. 📍 Technical Community Discussion After registration, please contact JR Academy (Xiao Hua) to join the group for deeper technical discussions. Why JR Academy Keeps Doing This At JR Academy, we believe the real gap between engineers is not just about mastering individual tools — but about building independent understanding and judgment at the very beginning of change. Not everyone can attend AWS re:Invent in person. But the key insights it generates deserve to be heard as early as possible. That’s exactly why we bring it to you. **🤝 Acknowledgements** AWS Melbourne Office — Venue support [KSUG](https://ksug.ai/) — Global AI & Cloud-Native Community

As we step into a new year, many of us are carrying lessons, practices, and questions shaped by the year behind us. The Next Chapter: Looking Back, Leaning Forward is a warm, facilitated vision circle designed to help us pause together, reflect on what truly worked, and imagine what we want to carry forward into what comes next. This is not a talk or presentation. It’s a small, participatory gathering focused on shared reflection, sense-making, and connection. **Together, we’ll explore:** * What supported you over the past year — in your work, leadership, or life * What you’re ready to leave behind * What you want next January’s version of yourself to be saying To support reflection in different ways, we’ll also have optional art materials available for anyone who would like to create a simple artifact for their year — a visual or tactile reminder of what they’re carrying forward. We’ll provide basic art supplies such as colored pencils, markers, paint pens, and small canvases. If you enjoy working with collage or other media, you’re warmly invited to bring magazines, stickers, or your favorite creative materials to use or share. Participation in the creative portion is completely optional. You don’t need a plan, goals, or polished answers. Curiosity, honesty, and listening are more than enough. The intention is for everyone to leave feeling grounded, refreshed, and inspired — with a clearer sense of what matters to them and how we can support one another as a community. Space is intentionally limited to keep the experience intimate. ⸻ **What to Expect** * A small, welcoming circle (not a large meetup) * Structured conversation so everyone has space to speak * Reflection, listening, and lived experience — not advice-giving * Optional creative reflection using simple art materials * A calm, supportive environment ⸻ **Who This Is For** Women and underrepresented folks working in or around agile, product, technology, leadership, or organizational change — especially those looking for thoughtful conversation and community beyond frameworks and buzzwords. ⸻ **Good to Know** * No preparation required * Participation is invitational; listening is always welcome * Creative activities are optional — you can simply listen and reflect * You’re welcome to bring your own collage or craft materials if you’d like * Location details will be shared with registered attendees

**Course Overview:** For project management professionals, the PMP certification is a widely accepted credential. It attests to their proficiency in project management and leadership. Obtaining PMP certification indicates proficiency in project management techniques and a dedication to best practices. It raises earning potential, creates new chances, and improves career prospects. The Project Management Institute (PMI) administers the PMP certification, which necessitates passing a demanding exam, proving experience, and fulfilling professional development criteria. **Training Overview:** This in-depth PMP® course is carefully crafted to provide professionals with the information, tools, and techniques needed to lead projects in a wide range of industries. Updated according to the most recent PMBOK® Guide and PMI standards, the course addresses fundamental project management areas such as initiating, planning, executing, monitoring, controlling, and closing a project. Attendees will receive hands-on practice through live case studies, interactive training, and exam techniques so that they are well-equipped to take the PMP certification exam. The training is also in compliance with the PMI 35 contact hour requirement and is conducted by certified trainers with real-world industry experience. [https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644](https://www.icertglobal.com/course/pmp-certification-training/Classroom/5/3644) Take your career to the next level with our **intensive PMP® Bootcamp**, designed to help you lead projects with confidence and earn your PMP credential quickly and efficiently. · Hands-on training in project planning, execution, monitoring & closure · In-depth understanding of PMI frameworks and the PMBOK® Guide **·** Proven strategies to **clear the PMP exam on your first try** · Guidance from expert trainers with 15+ years of industry experience **Key Features of PMP Certification** · **4 Days In-Person Training:** Intensive classroom sessions with expert-led instruction, hands-on activities, and full PMP® exam coverage. · **PMBOK® Guide 7th Edition-Based Training:** Aligned with the latest PMI standards, focusing on principles, performance domains, and real-world project applications. · **90 Days of E-Learning Access:** Get unlimited access to recorded sessions, study materials, and practice exams for 90 days to reinforce your learning at your own pace. · **PMI Application Assistance:** Get step-by-step guidance to complete and submit your PMP® exam application accurately and confidently. · **35 Hours of Classroom and Online Instructor-Led Live Training:** Comprehensive, real-time training delivered by certified instructors in both in-person and virtual formats. · **Approved Course Materials:** Study with PMI-authorized and industry-recognized materials aligned with the latest PMP® exam content outline. · **Money-Back Guarantee:** Enroll with confidence—get a refund if you don’t pass the PMP® exam under our specified terms and conditions. · **Exam-Based Mock Tests:** Practice with full-length, PMP®-style mock exams designed to simulate the real test environment and boost your confidence. **Benefits of PMP Certification:** · **Global Recognition:** PMP is a universally respected credential recognized across industries worldwide. · **Higher Salary Potential:** PMP-certified professionals earn up to 20% more than non-certified peers. · **Career Advancement:** Opens doors to leadership roles and high-impact project opportunities. · **Validated Skills:** Proves your ability to manage projects efficiently using industry-standard best practices. · **Stronger Networking:** Connect with a global community of project managers and PMI members. **What will you learn?** * **Project Management Frameworks:** Understand PMI’s approach and the PMBOK® Guide (7th Edition) * **Project Lifecycle & Processes:** Master initiating, planning, executing, monitoring, and closing phases * **Agile & Hybrid Methodologies:** Apply adaptive project practices used in modern industries * **Team Leadership & Communication**: Learn stakeholder engagement, team dynamics, and conflict resolution * **Risk, Time & Cost Management:** Effectively manage project constraints and ensure delivery success * **PMP® Exam Strategy:** Gain test-taking techniques, practice with mock exams, and get exam-ready tips **Our Pass Guarantee: Your Success is Our Priority:** We’re committed to your success—our training, tools, and support are designed to help you pass the PMP® exam with confidence. **Why Choose Our Program? Learn from Industry Leaders. Succeed with Confidence.** · Led by certified experts with 15+ years of experience · PMI-authorized training aligned with the latest PMBOK® Guide · Proven track record of high first-attempt pass rates · Practical case studies and real-world project insights · Dedicated support from registration to certification However, basic understanding and knowledge about quality aspect and quality control will prove to be useful. Other course you might be interested: CAPM \| PMP \|LSSGB \| LSSBB \| LSSGB & LSSBB \| ITIL \| CBAP \| PMI\-ACP \| Big Data \| DevOps \| Data Science \| CSM If you are interested, please let me know so that I can send you special discounted price along with the customized registration link which will help you to enroll it easily. **Other Training Courses:** CAPM \| LSSGB \| LSSBB \| LSSGB&LSSBB\| CSM \| PMI\-ACP \| CCBA \| CEH \| DevOps If you have any more queries regarding PMP training and certification write an email to : [alex.wood@icertglobal.org](mailto:alex.wood@icertglobal.org) [https://www.icertglobal.com/](https://www.icertglobal.com/) Email: [alex.wood@icertglobal.org](http://alex.wood@icertglobal.org/) Phone: 713-287-1187

**\*\*\* We've Moved! Bold Penguin - 6555 Longshore St, Dublin, OH 43017 \*\*\*** (Ignore the pinned map on meetup) **AGENDA:** * Doors open at 5:30, feel free to come and hang out before! * Official start of the meeting is at 6:30pm * After the meeting is done, we will go hang out at a nearby space in Bridge Park! If you can, please sign up via meetup by noon the day of the meeting so we can have an estimate headcount for food :) We always order extra, so feel free to join us even if you don't get signed up! Thank you to Bold Penguin for providing the location! **Parking & Arrival:** **Parking:** Parking in Bridge Park is free. The closest lots are the Mooney Garage and the Hotel/Endres Garage. **Entry:** The doors to the office are to the right of PINS. The street level door and elevators lock at 6pm. If you arrive after that, someone should be there to let you in, else call the number posted. Take the elevator to the 2nd floor. Once you exit the elevator, turn right. \*\*\* We are a bunch of professionals, students, and geeks who are excited about Ruby programming language ([http://ruby-lang.org/](http://ruby-lang.org/)) and Rails framework ([http://rubyonrails.com/](http://rubyonrails.com/)) and the joy they have brought back to web development. Our main goal is to share the love of the Ruby and Rails ecosystems with anyone that is interested. We cater to everyone, whether a non-programmer through advanced Rubyists. We give lectures on programming topics We freely provide decades worth of experience For full details of this month's meeting please visit [http://columbusrb.com](http://columbusrb.com)

**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 **Abstract** GitHub Copilot is rapidly changing how developers write, understand, and maintain code. Powered by generative AI and deeply integrated into modern development environments, Copilot acts as an intelligent coding assistant, helping developers move faster while maintaining quality and focus. In this session, we’ll explore what GitHub Copilot is, how it works, and where it fits into a real-world developer workflow. We’ll break down what Copilot can (and cannot) do, where it can be used, and how licensing differs for individuals and organizations. Most importantly, this talk goes beyond theory with a live, hands-on demo showcasing Copilot inside the IDE and on GitHub, demonstrating how it can assist with code generation, refactoring, learning new APIs, and accelerating day-to-day development tasks. Designed for developers, technical leads, and engineering managers, this session provides a practical introduction to AI-assisted development, highlights best practices for getting value from Copilot, and closes with guidance on how to continue learning and evolving alongside this rapidly advancing tool. Attendees will leave with a clear understanding of how GitHub Copilot can enhance productivity, improve developer experience, and fit into modern software teams today, not someday. **YouTube Link** TBA

We're collaborating with Westerville Queer Collective to gather supplies and pack care packages. Head over to their event page to [register](https://www.meetup.com/meetup-group-wroejsfn/events/312453970/) officially. We’ll be assembling care packages with food, warm weather supplies, recreational items like books, and resource guides for local unhoused folks. Packages will then be delivered to HEER2SERVE, local nonprofit that has weekly “serves”, when they go out into local encampment areas and deliver needed items and food. Our care packages will be a part of that. WQC will supply containers and food items for the care packages. So this time we are primarily focusing on gathering donations for keeping warm, including up to 50 of the following items: Clean or new socks, hats, scarves and gloves Handwarmers Sanitizing wipes Lighters You are welcome to contribute items or just come and help pack. Leave a comment if you are bringing donations. We can also accept money donations through WQC.

2026 may be the last year many developers write code by hand. We need coding agents to solve complex problems in production codebases, but vibe coding alone won’t get us there. Vibe coding is all gas, no brakes. It burns up the context window until the agent slips on its own slop. You can go fast at first, but the more you stuff into the context window, the more tangled its outputs get. While the industry is rapidly increasing code generation speed, we still have to understand, review, merge, and maintain what gets shipped. This talk will outline how coding agents (Claude Code + Gas Town) work and a framework for orchestrating them to solve complicated problems in complex codebases. It’s about steering the model: doing the research to align intent, planning the approach up front, implementing in parallel steps, and breaking early. Human judgment still matters, but it should be spent on high-leverage decisions: what to build, what to forbid, and “what is quality?”, not cleaning up slop. Attendees will leave with a checklist to identify workflow and environment gaps that hold agents back, so you and your team can ship higher-quality software starting tomorrow.