Estrategia de producto

**Topic: Engineering AI Agentic Systems: Decisions, Tradeoffs, and Production Reality** Agenda: 6:00 PM – Networking and refreshments 6:30 PM – Presentation commences 7:15 PM – Q&A 7:30 PM – Networking and refreshments 8:00 PM – Event concludes **Abstract:** Everyone can get an agent working in a weekend. Shipping one to production is a different problem. This talk is a systems engineering lens on agentic AI, starting from the moment a single LLM call becomes a decision loop through the architectural tradeoffs that determine whether it survives contact with reality. We'll cover the control spectrum between deterministic workflows and autonomous agent loops, multi-agent coordination, state management, and what a real control plane looks like beyond rate limiting and logging.We'll also cover the failure modes that don't appear in demos: runaway costs, missing stopping conditions, and observability gaps. You'll leave with a framework that treats human-in-the-loop design, model selection, and control plane engineering as first-class architectural decisions, because agentic systems are not prompt engineering problems. They are systems engineering problems.

Event Organizers Wanted for this group. Let us know what it is you wish to Organize from time to time. RSVP yes for this meetup or contact the groups Organizer.

Tuesday nights just got better! Join us at **600 Little Collins St, Melbourne** for a **free beginners Bachata class** — the smooth, stylish Latin dance that’s taking over Melbourne. No partner, no pressure — just good vibes, great music, and easy-to-follow moves that anyone can learn. 🎶 **Here’s what to expect:** * Step-by-step Bachata basics (no experience needed) * A super chill, welcoming crowd * Music that makes you *feel* like you’re on holiday 📍 **Location:** The Salsa Foundation, 600 Little Collins St, Melbourne 🕕 **Time:** Tuesday 6 PM — arrive a few minutes early to check in 🎟️ **Cost:** Free (bookings required — limited spots!)

\*\*New Cuban Courses will commence Tuesday 20th January\*\* Rueda de Casino – is a progressive Cuban-style salsa class and a fun way to learn salsa. Its fast paced, danced in a circle and changing partners flowing from one partner to the next Cuban Salsa (Rueda) BEGINNER LEVEL 7.00pm - 8.00pm This course is for absolute beginner to beginner plus students. The first 4 weeks we will cover Cuban Salsa fundamentals, Cuban Flow body movement and basic Cuban steps. The last 2 weeks we will use moves and steps learnt in a progressive wheel (Rueda) pattern. This class can only be purchased as a 6 week course. Course cost $120 For course bookings email gabby@melbournesalsa.com.au *** Cuban Salsa (Rueda) INTERMEDIATE LEVEL 8.00pm - 9.00pm During this 6 week course, you will learn complicated Cuban turns, Rueda dynamics, team patterns and different formations, executing the moves by the caller and dancing in sync at a faster pace. Must have completed 2 x Beg Level Rueda courses before entering Intermedaite level. This class can be purchased as a 6 week course or can be attended casually. Casual $25 (cash or eft pos) Course cost $120 For course bookings email gabby@melbournesalsa.com.au *** These Courses will be held at the Melbourne Salsa studio 1/326 Smith Street Collingwood (Rear entrance via laneway off Bedford street) FREE Parking is available above Woolworths - 2 min walk to our studio. For more details call Melbourne Salsa on 95312023 or email info@melbournesalsa.com.au

Are you looking for an opportunity to learn more about Buddhism and meditation? Come and join us for our regular Buddhist meditation sessions every Tuesday. Every session will start with a short introductory and will be followed by a guided, 20 - 30 minute meditation. Feel free to join us after the session for some social time and questions and answers. The evening is free of charge, but donations are always welcome. More info can be found here: https://diamondway.org.au/centres/melbourne

**🙋‍♀️**Welcome to our Tuesday Social + language ​exchange meetup. Meet people from many countries and make new friends. 👉We always have between 100 - 150 people attending our Tuesday event since this event is listed in 3 different meetup groups. Some people come early some come late, best time is between 6pm to 9pm. 👉This is a great opportunity to learn to speak English with native and non-native speakers. Many English speakers, Europeans, Chinese, Japanese, Koreans, and other Asians attend our fun and friendly party. 👉It is suitable for international students, working holiday people, professional ex-pats, and local Australians.

Whether you're looking for a short, light game or a longer strategy-heavy game, come join the Melbourne Asian Board Gamers on Tuesday night at Marché Board Game Cafe for some fun! To **check in**, please head to the front counter and show your RSVP for the Meetup event to a Marché staff member. They will then point you towards the event host for the evening to take down your attendance. **⋆⋆⋆⋆⋆⋆⋆⋆⋆⋆ Cost ⋆⋆⋆⋆⋆⋆⋆⋆⋆⋆** Attendees who have registered for the event on Meetup can play at discounted rates, with the following payments to be made: * **$7 in total per session” to cover Meetup subscription and cafe costs. Payment of $7 should be made to Marche at the front counter upon notification to the staff member that you are here for the scheduled meetup. There is now no minimum spend on items at the cafe as there were before. The cafes menu can be found here https://mbgcafe.com.au/menu.pdf . Only attendees on the "going" list are entitled to the discount. attendees that are on the waitlist or didn't register on Meetup are still welcome to come, but will need to pay the regular Marche rate of $22 for three hours of board games (includes one free drink). **Attendance** As our events are highly popular, if you have RSVP as going but can no longer attend, please amend your RSVP to allow others a chance to attend. If we notice people are not showing up when they have RSVP, you will be moved to the waitlist the following week and give priority to those who actually turn up. We appreciate everyone's understanding and co-operation. We really appreciate your support and look forward to playing with you.

Applied Scholastics Study Technology is able to improve anyone's ability to study. Millions of people are already using this technology and whole countries are now adopting it. - You can learn Faster with less stress - You don't forget the information - You stay interested in the subject - Your marks increase English literacy rates routinely improve by 25 to 35 percent. Likewise, student test scores improve dramatically with students routinely meeting or exceeding grade level expectations in EVERY ACADEMIC SUBJECT. Our workshop will be focusing on how students learn. Study Technology can easily be incorporated into any educational activity—from classroom instruction and curriculum design to employee training or homeschooling. It provides a stable foundation enhancing all educational efforts. Study Technology is what teachers, tutors, trainers, parents and students can use to improve the quality of teaching and learning. No matter the curriculum in your current academic setting, Study Technology offers proven teaching strategies and resources that can help resolve classroom issues and improve student achievement. No matter if you are a teacher yourself or a good students or bad student we can all do better at study once we have this technology under our belt. Teachers who use this technology report amazing turn around with once troubled students. The application of Study Technology has quite literally changed millions of lives. You are most welcome to bring along a friend or those that struggle with study. (any topic) If you are unable to attend this meetup then let me know, We can arrange for you to meetup at a different time and date. Light refreshments will be provided.

Join us this month for a panel with PMs who have experience shipping and working daily with Ai. Bring your stories and questions as there will be plenty of time for Q&A. **Our Panel** * [Daragh Kan](https://www.linkedin.com/in/daraghkan/) \- Head of Product at Cuttable * [Dave Slutzkin ](https://www.linkedin.com/in/daveslutzkin/)\- Co\-founder and CEO at Cadence * [Melissa Cupples](https://www.linkedin.com/in/mcupples/) \- Head of Product \(AI & Automation\) Doors 6pm Start 630pm Thanks to our fabulous hosts for our location **InvestorHub.** [InvestorHub](https://www.linkedin.com/company/invhub/) is a Melbourne-based scale-up with the mission to make being listed a superpower. Our software allows listed companies in Australia and the UK to manage their end-to-end investor relationships, from their investor-facing website, a detailed investor CRM, analytics, and more. We're [hiring](https://investorhub.pinpointhq.com/) for Product Managers, Product Designers, Engineers and more right now! If you're interested in co-sponsorship please let us know. Some beverages will be provided but right now it's BYO food.

**🍻 The Entrepreneur Club – Last Friday of the Month Drinks** **Not your average knock-off drinks.** Join us for a monthly gathering of entrepreneurs, builders, creatives, and self-starters who believe business is more than just work, it’s a personal growth journey. Whether you're scaling something or just starting out, this is a space to meet others who think like you do. **💬 What to Expect** ✅ Real convos with people building something ✅ A place to bounce ideas, swap challenges, and share wins ✅ Opportunities to give value and get it in return ✅ Chill vibes, no pitches, just smart people in good company You don’t need a title or a polished pitch, just curiosity and the willingness to connect. **🗓 Format** **6:30pm** – Arrive, grab a drink, join a convo **8:30pm** – We wrap, or roll on elsewhere 📍 **The Oxford Scholar** We take over a corner of the bar (Back Bar or Atrium), look for the crew with ideas in one hand and a drink in the other. **🎯 This is for you if** * You want more entrepreneurial people in your life * You’re building something, or want to be * You care about growth, not just small talk Bring a question. Bring a challenge. Bring your curiosity. Last Friday of every month. Let’s make it count.

**Register here: [https://www.trybooking.com/events/landing/1546728](https://www.trybooking.com/events/landing/1546728)** Ready to strengthen your presence and sharpen your communication impact? Speechcraft is a program designed specifically for people who want to refine their speaking skills, enhance communication, and deliver clear, persuasive messages with confidence. Hosted by Alex Stemate and other experienced speakers from Southbank Toastmasters, this focused workshop series provides structured, practical training in speech organisation, delivery techniques, and persuasive strategy, all in a supportive, feedback-rich environment. Who is this for? * Professionals seeking stronger presentation, leadership, and stakeholder communication skills * Job seekers who want to improve their interviewing skills * Toastmasters members working toward Pathways goals or aiming to elevate their speaking impact * Leaders, managers, and business owners who want to communicate with clarity and authority **Program Sessions** April 19, 10 am to 1 pm Organising Your Speech , Vocal Variety & Body Language Learn how to structure compelling speeches and enhance delivery through vocal control and confident body language. April 26, 10 am to 1 pm Speaking with Purpose , Giving & Receiving Feedback Develop intentional messaging and master the art of constructive, growth-focused feedback. May 3, 10 am to 12 pm Persuasive Speech & Motivational Strategies Craft influential speeches that inspire action and apply proven motivational techniques to engage any audience. This series is practical, interactive, and results-focused, equipping you with tools you can immediately apply in professional settings, presentations, and Toastmasters meetings. **Pricing:** $297 for the entire program Are you a Toastmasters member? Reach out to Alex at [education@d73toastmasters.org](mailto:education@d73toastmasters.org) for a **generous** discount Location: Boyd Library, 207 City Road, Southbank Register here: [https://www.trybooking.com/events/landing/1546728](https://www.trybooking.com/events/landing/1546728)

We all recognize that if things were better organized, people would be better off. We have all had experiences with a business or government, school or a group that was not well organized and we experience the confusion, delays and upsets of trying to deal with disorganization. On a personal level, trying to get something started - a plan, some new bright idea you had, perhaps starting a new business - without organization can be a nightmare. Organization is a key and often missing factor in personal success. It is also essential for a flourishing family, group, organization or business. Attaining one's goals, no matter how large or small, requires a knowledge and application of organization.

Join us for 30 minutes Spanish conversation then 30 minutes in English Conversaremos 30 minutos en español y luego 30 minutos en inglés. Stay on afterwards for more conversation if you wish. Quédate después para conversar más si lo deseas. We'd love to catch up with you and hear your news in Spanish and English. Looking forward to meeting you there. Nos encantaría pasar el tiempo y escuchar tus historias en español e inglés. Esperamos verte allí. NB: This event includes free salsa and bachata lessons for those interested! 💃🏼🕺💃🏼🕺 ***Please note:*** *For attendance outdoors see disclaimer below:* *By participation in this Spanish English Intercambio Meetup today I agree to do so at my own risk. I know that my attendance and this agreement operates to exclude any liability in negligence for harm that I may suffer. I have been warned that this recreational activity may cause physical harm to me or to someone under my control or accompanying me, and I confirm that I do not have a condition, medical or physical, that could prevent me from, or be aggravated by, participating in this activity. Examples of the risks I have been warned about include: tripping; Tripping, slipping and falling • Collision with someone or something • Something giving way unexpectedly • Back injury, strains • Spillage and burns • Trip hazardBites and stings • Sun • Injury from falling branches*

Come attend a free in-person seminar where you will find out why you: -Feel isolated -Can't express yourself openly -Get nervous or anxious in front of people -Run out of things to say or feel tongue-tied -Feel introverted -Don't feel comfortable in any social setting -Can't make more friends -Are shy and miss opportunities to connect in a meaningful way And we cover what you can do about any one, some or all of the above. This seminar is the weapon against loneliness, isolation and boredom, come join us! COME TO THIS SEMINAR AND LEARN THE SECRETS TODAY This seminar is brought to you by the Dianetics & Scientology Life Improvement Center. 1266 Dublin Road, Columbus, Ohio 43215

Join other experienced and aspiring agile coaches and professionals to: * develop and practice your coaching skills in a peer-to-peer environment * share current successes and challenges in your work environment and get support from each other * learn from each other, build better relationships and experiment with new ideas ***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.

Why are we unhappy? Where does emotional pain come from? Studies show that people who suffer from long-term emotional pain have painful experiences in their lives that were never fully resolved in their mind. In other words, there were issues in the past that were not completely dealt with. This can include abuse in childhood, breakups, divorce, death of a loved one, to name a few. How do you know whether you have gotten over something painful? Here is an easy test: Do you still have attention on what had happened to you? For instance, do you still find yourself thinking about something painful that you went through? If you are, then you are not over it. In fact, in severe cases, people find themselves playing a "tape" in their mind over and over again. So how do you heal from your past? How do you stop the "tape" playing in your mind? In this meeting, you will learn a technique to help you with that. Come join us! Be sure to click on the red "Attend" button below to come to this local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

**A Transformative Half-Day Event** Welcome to Confidence Lab, the ultimate experience designed to help you step into your most confident self. This half-day event is packed with actionable strategies, inspiring sessions, and opportunities to connect with like-minded individuals who are ready to invest in their personal and professional growth. Whether you’re looking to advance in your career, deepen your self-belief, or simply embrace new challenges, Confidence Lab is your starting point. **What You’ll Experience** **Your Confidence Lab ticket includes:** * **Engaging Speaker Sessions**: Learn from experts about harnessing confidence in your career, relationships, and everyday life. * **Interactive Experiences:** Participate in dynamic activities designed to help you step into your most confident self. * **In-Depth Audience Q&A:** Get direct insights from speakers as they answer your most pressing questions about building confidence and stepping into leadership. * **Networking Opportunities**: Connect with a supportive community of professionals and confidence enthusiasts. **2026 Speaker Sessions:** * **Seeing Clearly** Understand how you show up - and what’s been getting in the way. * **Confidence in Relationship** Communicate, navigate conflict, and build trust more effectively. * **Sustainable Agency** Learn how to lead without burning out. Your energy is part of the strategy. * **Confidence in Service** Align how you show up with the impact you actually want to have. **This Is For You If…** * You’re ready to take up more space in your work or life * You want to communicate with clarity and confidence * You’re stepping into (or preparing for) leadership * You’re done second-guessing yourself **Our Speakers** **Lachandra Baker** Founder of LBB Edutainment and the kind of person who makes you realize you’ve been confusing confidence with performance your whole life. Lachandra blends psychology, research, and radical humanity to help individuals and teams stop code-switching their way through the day and start showing up as someone they actually recognize. Expect to be challenged, affirmed, and genuinely seen - sometimes all in the same breath. **Annette Santiago Reyes** Annette has a rare talent: she makes the way you communicate feel like a discovery, not a critique. A connection catalyst and culture strategist, she helps people understand why they show up the way they do, and how to bridge the gap between intention and impact. Whether you're navigating change, life’s challenges, or simply trying to better understand yourself and others. Annette gives you the language and the lens to get there. **Elizabeth Wangugi** Creator of The Nap Concert and the RESTOR™ framework, Elizabeth is here to tell you that rest is not a reward - it’s a strategy. Rooted in neuroscience and restorative practice, her work helps high-achievers stop running on fumes and start leading from a place of actual capacity. If your calendar is full and your tank is empty, Elizabeth might be the most important person you hear from at Confidence Lab. **Stephanie Andrews** Founder of Social Black Butterfly Training & Consulting, Stephanie knows what it takes to lead through complexity because she’s done it across social services, healthcare, and operations. She specializes in succession strategy and leadership development, equipping leaders to build trust, navigate the hard moments, and leave something worth inheriting. Stephanie doesn’t just develop leaders. She develops the kind of leaders people actually want to follow. **Lillian Morales-Laster** SVP Human Resources Director at United Midwest Savings Bank and Executive Director of the Empowering Latinas Leadership Academy (ELLA). Lillian has spent her career combining her passion for equity and inclusion with her experience in human resources to lead teams and organizations in the development of supportive work environments. She leads with a vision of ensuring Latinas' voices are included in crucial decision-making processes, because for Lillian, ELLA is more than just a program. It's a vibrant community of hermanas supporting and uplifting each other as they navigate their paths to leadership. A Columbus Business First Community Champion and Distinguished Hispanic Ohioan, her commitment to empowering others shows up everywhere she goes. **Rachyl Kershaw** Founder of Greater Columbus Consulting and the architect behind the Confidence Lab Annual Summit, Rachyl has a gift for cutting through the noise, helping high-achievers stop performing success and start living it. She asks the questions most people are afraid to, creates space for honest reckoning, and somehow makes the hard work feel energizing. If you’ve ever wondered why doing everything right still feels like something’s missing, you’re in exactly the right room. **Why Confidence Lab?** Confidence is the foundation for success in every area of life. Whether you’re navigating a career change, launching a business, or striving for personal growth, building your confidence is the key to unlocking your higher purpose. This is your chance to invest in yourself and start living boldly. **Join Us on May 4** Confidence Lab is more than just an event - it’s a movement. Step into your power, embrace your potential, and make this the year you thrive. Secure your spot today and take the first step toward a more confident YOU. Cost should never be a barrier to growth. If you'd like to request a complimentary community ticket, reach out to us at [hello@confidencelab.org](hello@confidencelab.org), no explanation needed. Read more and see additional ticketing options at [https://confidencelab.org/](https://confidencelab.org/)

Learn how seller finance and notes can create cash flow and new deal opportunities with 40-year investor Eddie Speed **FREE TICKET** 🎟️ https://www.eventbrite.com/e/how-to-structure-real-estate-deals-using-seller-finance-and-notes-tickets-1984826171509?aff=cicmeetupapp Most real estate investors only know one way to make money: Buy the property. Fix the property. Rent it or sell it. But there’s another side of real estate that can create cash flow, flexibility, and opportunity without only focusing on owning more property. At this month’s Columbus Investors Club, Tiffany and Josh High are sitting down with Eddie Speed - a real estate veteran with 40 years of experience who has closed more than 50,000 note deals. He has spent decades helping investors understand how to structure deals through seller finance and notes, and how to think more like the bank instead of just the buyer. This will be a practical conversation around a part of real estate most people have heard about, but very few truly understand. If you’ve ever wanted to know how to create more opportunities in deals, generate cash flow in a different way, or understand how seller finance actually works in the real world, this is a night you want to be in the room for. You’ll walk away thinking about deals differently, seeing new possibilities, and understanding how creative structuring can open doors that traditional investing alone can’t. **What You’ll Learn** * How seller finance works in real estate deals * How notes fit into real estate and create opportunity * How to structure deals more creatively * How investors generate cash flow by focusing on the payment * How to think like the bank instead of only focusing on owning the property * How this strategy can create flexibility in today’s market **Open Q&A - Ask Eddie Anything About** * Seller finance and how to use it in real deals * How notes work in a practical, beginner-friendly way * Creating cash flow without only relying on rentals * Structuring deals that others might miss * How experienced investors think differently about financing * Common mistakes investors make when they only focus on the property **Why You Should Be in the Room** Because the investors who win in the long run know how to do more than just buy houses. They know how to structure.They know how to create terms.They know how to see opportunities other people miss. This is the kind of conversation that can expand the way you think about real estate entirely. Come ready to learn, ask questions, take notes, and connect with people who are serious about growing in this business. **Reserve your free seat now - and be part of the conversation.** Grab your spot here ➡️ https://www.eventbrite.com/e/how-to-structure-real-estate-deals-using-seller-finance-and-notes-tickets-1984826171509?aff=cicmeetupapp