DITA Documentation

**Register now to attend! =>** [https://konfhub.com/ksug-au-2026-07-01](https://konfhub.com/ksug-au-2026-07-01) **<=** **Latest promotions** discovered by our community! * **30%** OFF **[Kubernetes](https://lf.ksug.ai/)** Exams - Code: **30K8SUG** * **20%** OFF **[FinOps](https://ksug.ai/finops/?ref=meetup)** Certs Code: **KSAI_20** * Missed **65%** off [LF / CNCF](https://lf.ksug.ai/)? [Get Notified](https://ksug.ai/?notify&ref=meetup) for next BIG drop! 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 K8s and AI topic speakers! 👉 [https://sessionize.com/ksug-au](https://sessionize.com/ksug-au) **Agenda and topics preview:** * Food, drinks and Socializing * Welcome / Introductions by the Organizers @**[KSUG.AI](https://ksug.ai/?ref=meet)** * **Topic 1:** Agents onboarded Internal Develop Platform (OpenChoreo) by [Kanchana Wickremasinghe](linkedin.com/in/kanchanaw/), VP & Field CTO for WSO2 * **Topic 2:** What is Podplane.dev by [Ryan Djurovich](linkedin.com/in/ryandjurovich/), Founder & Engineer @ Nadrama.com * **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/)** and **[Harness](https://www.harness.io/)**! **[Register here](https://konfhub.com/ksug-au-2026-06-03) 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 our [Discord](https://discord.com/invite/Rp9WzYyKua) and [WhatsApp](https://chat.whatsapp.com/D9a9IDiCS7U4cqQ0Sh60cz?mode=gi_t) for latest update! 🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬: ☸ 30% OFF **[Kubernetes](https://lf.ksug.ai/)** Certs - Code: **30K8SUG** ☸ 20% OFF **[FinOps](https://ksug.ai/finops)** Certs - Code: **KSAI_20** 𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬: ✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡ ✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰 ✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪 𝟐𝟎𝟎,𝟎𝟎𝟎+ follow **[KSUG.AI](https://ksug.ai/?ref=meet)** 🔥 [github.com/ksug-ai](https://github.com/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.

Nianfo Meditation & Wisdom Talk \| Weekly Join us every Wednesday evening for a peaceful session of Nianfo (Amitabha chanting) Meditation and Wisdom Talk at Hai Hui Shan Teamoo Meditation Space. Through Amitabha recitation, meditation, and Dharma wisdom, we cultivate inner peace clarity, compassion, and spiritual growth in daily life. Benefits of Nianfo Meditation: Calm the mind and reduce stress Improve focus and mental clarity. Cultivate compassion and positive energy. Deepen spiritual connection and wisdom. Support emotional balance and well-being. Starting: 3rd June 2026 Every Wednesday 7:00 PM - 8:30 PM 📍 Hai Hui Shan • Teamoo Meditation Space Lv1/141 Toorak Rd, South Yarra VIC 3141 💛 Free Event — All Are Welcome Come with an open heart. “One thought of Amitabha, innumerable blessings.One sincere recitation, peace and wisdom arise.” 🙏 Namo Amitabha Buddha 🙏 Namo Amituofo

We are stoked to announce our next **Melbourne MLOps Community Meetup** of the year! We are bringing you an absolute powerhouse lineup featuring two industry heavyweights. We will dive deep into tracking ML/DS performance using high-impact business metrics over raw statistical metrics. We will also tackle the AI coding productivity paradox and the high-stakes build-vs-buy SaaS dilemma. **🎤 Speakers** We’re thrilled to introduce: **\- Nathanael Lampe**, Machine Learning Manager *at* Bunnings Warehouse. Nat is widely recognised as one of the most brilliant, deeply technical data science leaders. He brings an elite background in advanced data science, now driving the core Data Science team at Bunnings. In his talk, *Data & Decisions,* Nat will explain how in ML, we often focus on model accuracy but it’s a lot harder to measure the decisions a model supports. When we can anchor our ML practice in true business metrics, we are better equipped to ensure analytics projects succeed. **\- Javier Candeira**, Fractional CTO *at* Infoplumbing. Javier is a distinguished veteran of the data, software, and tech consultancy scenes. He brings many years of battle-tested technical and business experience to guiding teams through today's volatile AI landscape. His talk titled: *The Buy/Build Dilemma and the Agentic Productivity Paradox* addresses three red-hot issues in the MLOps community: 1\. Local LLM inference and tooling for small scale teams\. What is too much local MLOps for a 1\-5 person shop? Is local inference only a cost saver\, or are there also capabilies unlocked by the finer\-grained control afforded by operating one’s own models? 2\. The Buy/Build dilemma\. This is a question for every company\, from small SaaS to big corporate\. The abundance of LLM coding tools shifts the balance\. How? 3\. The Productivity Paradox: If Agentic Coding and LLM autocomplete are so great\, where are the great new products? Where’s the programmer productivity going? Javier will showcase some of his NixOS-based MLOps-for-one tools, and will attempt to progress the conversation on these three questions with his own reflections based on personal experience. **Networking** The Melbourne MLOps Community is committed to fostering a space where AI/ML engineers and practitioners can connect, exchange ideas, and build meaningful relationships. Come ready to discuss: * The tools you’re experimenting with * Trends you’re seeing in ML and MLOps * Challenges you’re tackling * Ways to find peer support We’ll have food, drinks, and the perfect space for great conversations — so feel free to bring along anyone interested in ML, MLOps, or AI more broadly. **Agenda** 🍕 **5:30pm** – Networking, drinks & food 🙋 **6:00pm** – Welcome 🎤 **6:10pm** – Presentation by Nathanael ❓ **6:30pm** – Questions for Nathanael 🎤 **6:40pm** – Presentation by Javier ❓ **7:00pm** – Questions for Javier 🍻 **7:10pm onwards** – Networking, drinks & food We’re looking forward to seeing you there! **P.S.** If you can’t make it in person, we’ll be streaming the event via Google Meet. Google Meet link: [https://meet.google.com/fxh-hpsg-ryt](https://meet.google.com/fxh-hpsg-ryt)

**Sahaja Yoga Meditation** offers free, guided collective meditation sessions for everyone. Each class includes a simple introduction to meditation, basic techniques for inner balance, and a short talk or discussion on a topic of the day. These meditation classes are suitable for **complete beginners** and **regular meditators**. No prior knowledge or experience is required. **Chairs are provided**, and there are **no physical exercises, postures, or special clothing** needed. Classes usually run for **60 to 90 minutes**, and **no booking is required**. Every session is free and led by volunteers who share Sahaja Yoga to help others experience peace, balance, and self-realisation.

**What Breaks When AI Picks Up:** **Lessons from Voice AI in Australian Healthcare** 181 commits. 10 weeks. 28% were fixes. In this session, Dr Kevin Ong, Co-Founder, CEO and CTO of Voral.ai, and Principal AI Consultant at Equal Experts Australia, shares what really broke when AI was deployed on a live phone line handling patient calls in Australian healthcare practices. From phantom bookings and four-second silent gaps that no unit test could catch, to race conditions where callers were simultaneously handled by multiple AI agents - this wasn’t theory, it was production reality. No polished architecture diagrams. Just hard won lessons from the fixes that followed. **Agenda** 5 30 PM - Gates open (Networking drinks & food) 6 15 PM - G-EE-K Talk 7 PM - Q&A 7 15 PM - Networking drinks (and more food) 8 30 PM - Wrap up

**Sahaja Yoga Meditation** offers free, guided collective meditation sessions for everyone. Each class includes a simple introduction to meditation, basic techniques for inner balance, and a short talk or discussion on a topic of the day. These meditation classes are suitable for **complete beginners** and **regular meditators**. No prior knowledge or experience is required. **Chairs are provided**, and there are **no physical exercises, postures, or special clothing** needed. Classes usually run for **60 to 90 minutes**, and **no booking is required**. Every session is free and led by volunteers who share Sahaja Yoga to help others experience peace, balance, and self-realisation.

This meetup is your introduction to Dianetics, and you can have your questions answered. **[DIANETICS THE ALL-TIME CLASSIC ON THE HUMAN MIND](https://www.dianetics.org/about/films/what-is-dianetics.html)** For 75 years, Dianetics: The Modern Science of Mental Health has remained popular, with over 20 million copies sold across 206 nations. Why? Because it challenges everything you thought you knew-about yourself, your decisions, and the unseen influences affecting your life. You may not know what the reactive mind is-yet. But once you do, it will change your life forever. This hidden part of your mind stores painful experiences and uses them against you, altering your thoughts, emotions and behaviors in ways you don't even realize. Inside this handbook, you'll discover: • Why the same struggles keep repeating—and how you can break free • The real reason behind stress, unreasonable fears, and negative emotions • A clear step-by-step method to clear your mind and unlock your true potential This is not theory—it's a practical, one-on-one journey into your reactive mind and how you can get rid of it. You don't have to wait for change-you can start today. **Discover the Power of Your Mind** Join us for a relaxed, interactive **Dianetics Meetup**, where it's your chance to explore the groundbreaking discoveries in *Dianetics: The Modern Science of Mental Health* and have all your questions answered. Come with your curiosity—leave with insight. Ask for Michel, Pam or Donovan. If the time and date do not suit you personally, you may reschedule, SMS Pam on: 0405 648 822 https://www.dianetics.org/about/films/what-is-dianetics.html

Welcome to Elixir Melbourne's monthly meetup. Where we go over Elixir ecosystem news, listen to great talks, and socialise with other Elixir developers of all levels. We’re rebooting the meetup after a hiatus with new (and old) organisers, a new venue and emphasis on more time to socialise. There are still speaking spots open. If you want to talk about anything Elixir related, get in touch. **Agenda** * 6:00pm - Arrive, socialise * 6:30pm - Welcome; introduction; “who’s hiring” pitches. * 6:45pm - Talk 1 (speaking spot open!) * 7:15pm - Food, socialise * 7:45pm - Maybe another talk (speaking spot open!) * 8:15pm - Finish up and head to Saving Grace downstairs (32 Church Ln, Melbourne, VIC 3000) **Sponsor** Huge thanks to [SuperAPI](https://superapi.com.au/) for catering and venue.

Sunday evening meditation from 5.30 - 6.30. Join us in our cosy centre in Carlton North. Whether you are new to meditation or an experienced practitioner you are welcome at these relaxed and informal sessions. Simple instructions are provided and you can sit in a chair or on a cushion. Masks optional but not mandated. Bring your own sealed drink bottle. $10 for workers or $5 for concession. Browse our shop for books, incense and dharma items. Find out what our Centre is offering 803 Nicholson Street, Carlton North. Website: https://melbourne.rigpa.org.au/

Camberwell Meditation Group Find Your Inner Peace within. Take a moment to slow down, breathe, and reconnect with your inner peace. Join our friendly community every Saturday afternoon for a peaceful guided meditation session led by a teaching monk, who will share simple techniques to relax the mind and find clarity — no religious commitment required. 🕑 Every Saturday \| 2:00 PM – 3:00 PM 📍 Camberwell Meditation 41 Cookson Street, Camberwell, Melbourne VIC 3124 (Just a short walk from Camberwell Railway Station) 🌼 About the Session Each 60-minute class offers a calm and welcoming space to rest, recharge, and experience peace of mind. * 🧘‍♂️ Guided Meditation (in English) by a Teaching Monk * 💬 Gentle reflections and Q & A * ☕ Light refreshments served afterward * 💝 Donations welcome * You don’t need any experience — just bring an open mind and a kind heart. Our approach is simple, practical, and suitable for everyone. 🌿 Why Join Us? * Relax and release stress from your busy week. * Recharge your mind and body with calm energy. * Learn meditation techniques that can support mindfulness in everyday life. * Meet kind and like-minded people who value peace and balance. Meditation helps you discover calmness and clarity within yourself — something everyone can benefit from, regardless of background or belief. 🌷

Welcome to Respawn’s Gamers Citadel! 🛡️ Come hang out, meet fellow gamers, and enjoy a chill vibe with great food and drinks. 🥤 Entry is $3 or buy yourself a drink or food. 🍲 At the “Gamers Citadel”, we provide the consoles for you and have two multiplayer (2-4 player) game stations (A, B, C and D). For our board games area you are allowed to BYO! 😯 ♟️ Currently available are: Switch, PS1, PS2, SNES, N64, Cardfight!! Vanguard, Yu-Gi-Oh! and more! If you’re bringing anything, please DM us so we can accommodate. ❤️ Conditions of entry are to either purchase any food or drink of your choice and we will provide you a reusable badge to show that you’re one of us! ✌️ Whether you’re a casual player or a hardcore fan, this is the place to be. Don’t miss out on the fun! 🤩 Our games list is below! 👇 Game Station A - PS2: 1st Game: ??? 2nd Game: ??? Game Station B - ??? - Dean: 1st Game: ??? 2nd Game: ??? Game Station C - ??? - Michael 1st Game: ??? 2nd Game: ??? Game Station D - TCG + Board Games: Pokémon TCG YU-Gi-OH! TCG UNO JENGA BYO available! You can bring your own board games, controllers, equipment etc. 👍 Follow us on Instagram: @respawn.social 📱 Join us on Discord: https://discord.gg/phscMtBqpW 🎧 Find Respawn on Facebook: https://facebook.com/events/s/respawn-gaming-social-club-lau/940165205164472/ 🔗 Visit our website for all info: https://intermingle.au/respawn/ 👩‍💻

**Welcome to our Linguas Thursday Social + Language Exchange Meetup 🌍** We meet weekly at **Thursday — Asian Beer Café** **Level 3, Melbourne Central** **211 La Trobe Street, Melbourne VIC 3000** Follow us on Instagram: [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) We will be in the area called the Chairmans Lounge. It is roped off. We ask that you **purchase a drink at the bar** or **pay $3.5**. *** ### 💬 Find your people (New!) Looking to practice a specific language? Post in the discussion using: * **#LearnSpanish** * **#LearnEnglish** * **#TeachEnglish** * **#LearnJapanese** * etc. 👉 This helps others find you faster and makes it easier to connect. *** ### *** ### ⏰ What to expect We consistently have **100–120 attendees** every Thursday (across multiple Meetup groups). People arrive at different times — **best time to come is between 6PM and 9PM.** Come solo or with friends — most people come alone and join conversations naturally. *** ### 🌏 Who attends? A mix of: * Native & non-native English speakers * International students * Backpackers & working holiday travellers * Professionals & expats * Local Australians You’ll meet people from: Europe, China, Japan, Korea, Latin America, and more. *** ### 🗣️ Why join? 👉 A relaxed, social way to practice English 👉 Meet people from around the world 👉 No pressure, no structure — just conversations *** ### 🍕 FREE DRINKS & FOOD FOR FRIENDLY VOLUNTEERS! We’re looking for **friendly volunteers** to help welcome newcomers and keep the vibe social. 👉 You’ll get: * Free drinks (beer/soft drink) * Food (pizza, wedges, etc.) * A fun team to hang out with No experience needed — many of our volunteers are **first-timers too**. Interested? 👉 [www.Linguas.au/Volunteer](www.Linguas.au/Volunteer) *** 📲 **More info:** [https://instagram.com/Linguas.AU](https://instagram.com/Linguas.AU) or **@Linguas.AU**

Join us for an evening of learning, networking, and knowledge sharing as we explore how organisations create secure, well-governed cloud environments. Our speakers will discuss practical approaches to identity governance, cloud security, and business-driven decision making, sharing real-world experiences and lessons learned along the way. Whether you're working in cloud, security, business analysis, or just keen to expand your knowledge, we'd love to see you there! **Topics:** **1\. Multi\-Cloud Identity Governance: Reducing Risk Through Ownership\, Lifecycle\, and Assurance** In this session, we will be exploring how managing identity and access becomes more complex in multi-cloud environments due to the rapid growth of identities, systems, and permission models, and how identity governance brings structure, visibility, and control through three key principles - ownership (clear accountability for identities and access), lifecycle (managing access from creation to timely removal), and assurance (continuously validating that access remains appropriate and secure) to help reduce risk, improve control, and enable secure, scalable operations across modern distributed environments. **About the speaker** [Amitha Shree](https://www.linkedin.com/in/amithashree/) is an Identity Governance Manager at nbn® Australia. **2\. Business Analysis with AWS Security Services: GuardDuty\, Security Hub and IAM Access Analyzer** Business analysis enables change within an organisation by defining needs and recommending solutions that deliver value to stakeholders. When applied to AWS security, it ensures services are purposefully aligned to the organisation's risk appetite, strategic goals, and compliance obligations. It transforms Amazon GuardDuty from a threat detection tool into a quantifiable risk reduction investment, elevates AWS Security Hub from a technical dashboard into an executive-facing compliance reporting engine, and repositions IAM Access Analyzer from a policy scanner into a governance framework that protects against the most common causes of cloud breaches. Together, business analysis connects all three services into a coherent, measurable, and business-driven security strategy that enables organisations to make smarter, faster, and more confident decisions. **About the speaker** [Hazra Ali](https://www.linkedin.com/in/hazra-ali-a3777297/), a Business Analyst at WorkSafe Victoria, has more than 12 years of experience in Information Technology specialising in banking and finance sector in business analysis, software development, incident management and customer service. **Agenda:** **5:30pm** – Food and networking **6:00pm** – Presentation 1. Multi-Cloud Identity Governance: Reducing Risk Through Ownership, Lifecycle, and Assurance **6:40pm** – Presentation 2. Business Analysis with AWS Security Services: GuardDuty, Security Hub and IAM Access Analyzer **7:20pm** – Networking We’re incredibly grateful to our sponsors [Confluent](https://www.confluent.io/), [Mantel](https://mantelgroup.com.au/) and [REA group](https://www.rea-group.com/) — for supporting our community and making this event possible. Join us for an evening of learning, meaningful conversations, and great company, we can’t wait to see you there!

## 🇯🇵 Progressi部: Japanese-English Language & Culture Exchange 🇦🇺 **"Serious Study, Authentic Community" — 本気で学び、本気で交流する。** Join us for our weekly exchange designed for those dedicated to practicing Japanese and English. This is a space to improve your language skills, share cultural insights, and make new, like-minded friends in a respectful environment. ### 🎯 Who This Group Is For We welcome individuals who are here to **actively practice their Japanese or English**. Whether you are looking for a study partner or want to learn more about culture, this is a community for focused and meaningful interaction. **✅ 受付方法 / Event Check-in (Strictly Required)** 到着の際、必ず主催者に以下の提示をお願いします / Upon arrival, please present the following to the organizer: * **Meetupの参加申し込み（RSVP）画面をご提示ください。** / Show your Meetup RSVP confirmation screen. * **予約なし（No RSVP）での参加はお断りしております。** / No walk-ins permitted without a confirmed RSVP. * **Participation Fee: $3 CASH** Non-Japanese citizens. ### 🚫 Conduct & Safety Policy To ensure a high-quality experience for all members, we maintain a strict standard of behavior: * **Immediate Ban:** Any individual found guilty of misconduct or creating "trouble" will be banned from the group immediately.**.** * **Organizer Authority:** The Organizer reserves the right to remove any member at their sole discretion to maintain the safety and integrity of the community. * **Respectful Interaction:** All members are expected to be polite and mindful of others. Do not make fellow participants feel uncomfortable or pressured. * **Privacy:** Please respect the personal boundaries of others. Do not pressure members for private contact information. **If any member makes you feel uncomfortable, please report it immediately to the organizers: Shin, David, or Ray.** *** ### 📝 Event Details * **Time:** Saturday, 4:00 PM – 6:00 PM * **Arrival:** Please arrive **10–15 minutes early** due to limited seating. * **Entry Fee:** **$3 CASH** (Non-Japanese citizens). This contribution covers monthly meetup hosting fees. * **Photography:** Photos will be taken during the event for our community archives. ### 🇯🇵 日本語でのご案内 メルボルン市内のカフェで、本気で学べる日英言語文化交流会を主催しています。 * **目的:** 日本語・英語の練習、そして同じ目標を持つ友人作りを目的としています。 * **参加費:** 日本国籍以外の方は $3ドル（現金のみ）。 * **ルール:** 迷惑行為やトラブルを起こす方の参加は一切禁止です。主催者の判断により、即座に退会・出入り禁止の措置を取らせていただきます。 * 困ったことがあれば、すぐにオーガナイザー（Shin, David, Ray）までお知らせください。 ### 🔗 Connect With Us * **Facebook:** [facebook.com/groups/progressibu](https://www.google.com/search?q=http://www.facebook.com/groups/progressibu) * **X (Twitter):** [twitter.com/progressibu](https://www.google.com/search?q=http://twitter.com/progressibu)

You can sleep in on the Sesquicentennial (observed), we’re shifting to the following Friday. But join the local UX community for a chat and some biscuits to catch up. If you were in CA for Figma Config, tell us all the lines and you can tell me how I can animate an SVG without coding it by hand, and why I’d even want to. Thanks to the team at Nationwide of supporting the group.

Ciao a tutt\*! Let's meet Monday at 6.30pm at the Upper Arlington Library (**Tremont** Branch) in **Meeting Room A** to speak in Italian for 1 hour.

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/azure-cbus-2026/

**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

All levels of Meditators or welcome. In person or on Facebook Live! There will be instructions and inspiration for new inexperienced meditators. The hosts, meditators and Kriya Yoga initiates for over 50 years, are direct disciples of Yogacharya J. Oliver Black one of Paramahansa Yogananda's most advanced male disciples. He is the founder of Golden Lotus, Inc., which owns & operates 'Song of the Morning' an 800 acre Yoga Retreat Northest of Gaylord, MI on the Pigeon River. Paramahansa Yogananda founded Self Realization Fellowship, headquartered in Los Angeles, CA and is the author of the Spritual Classic, 'Autobiography of a Yogi.'

Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.