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Frequently Asked Questions

Yes! Check out ai ethics events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the ai ethics events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find ai ethics events near your location here. Connect with your local community and discover events within your area.

AI Ethics Events Today

Join in-person AI Ethics events happening right now

Finding Java Memory Leaks, AI Agentic Setup and Fraude Detection
Finding Java Memory Leaks, AI Agentic Setup and Fraude Detection
We are going back to Brussels, which means we'll once again be teaming up with the [Brussels Java User Group](https://www.meetup.com/brujug/) <3. We'd like to thank [Adesso ](https://www.adesso.be/)for graciously hosting! This edition features **3 talks**! * *Finding Java Memory Leaks with Heap Dumps (JDK 25)* by [Badr Kacimi](https://www.linkedin.com/in/badr-kacimi/) * *Vibe Coding a Home Server on the Raspbery Pi, What AI-Native Development Actually Looks Like* by [Wim De Troyer](https://www.linkedin.com/in/wim-de-troyer-40647b130/) * *Fraud detection on card transactions, Supervised learning with extreme imbalanced data using Python* by [Franck Benault](https://www.meetup.com/members/127308222/) Come join us for this next event! **Schedule** \- 18:00: Doors open \+ Food and Drinks \- 18:45: Intro and BeJUG updates \- 18:50: Talk 1 \- *Fraud Detection* \- 19:05: Talk 2 \- *Vibe Coding a home server on the raspberry pi.* \- 19:30: Little break \- 19:45: Talk 3 \- *Finding Java Memory Leaks with Heap Dumps (JDK 25)* \- 20:30: Mingling \+ Drinks **Topics** **Finding Java Memory Leaks with Heap Dumps (JDK 25)** This talk will demonstrates how to identify, analyze, and fix Java memory leaks using heap dumps and practical JVM diagnostic tools in JDK 25. **About Badr** Badr Kacimi is a Senior Software Engineer at ABN AMRO Bank and GenAI Whisperer at Blue Harvest Belgium. With a strong Java background in large-scale banking and booking platforms, he now builds financial risk models in Python. **Vibe Coding a Home Server on the Raspbery Pi: What AI-Native Development Actually Looks Like** It's been over 3 years since the release of ChatGPT and the innovations in the AI space still do not seem to be slowing down. On the contrary, agentic tooling like Claude Code and Codex have since launched, kept improving, and according to some have now recently reached an inflection point where they can handle long running coding tasks (mostly) unsupervised. Let's find out together if those claims hold up and what that new AI native development looks like. We'll do this by showcasing a very personal case study. Over the past few months, I've developed a home-server setup on my raspberry pi with tons of weird and quirky apps all developped with varying degrees of AI assistance. Join me to find out how that went, how much time I saved (or wasted!) and my biggest take-aways and future plans. **About Wim** Wim is a freelance Software Engineer from Belgium with around 7 years of experience. He focuses on backend web development, using the Spring Framework on a daily basis. He's a firm believer in learning something new everyday (not just about java or spring!) and doing so in public is always the greatest motivator. So he blogs on wimdetroyer.com, and talks occasionally in front of an audience when he can muster up the courage. **Fraud detection on card transactions, Supervised learning with extreme imbalanced data using Python** I will explain: * The context and the goal of this work (supervised learning) * The challenges related to the data (availability and preparation) * The strategies to apply when dealing with severe class imbalance **About Frank** Research and development engineer in computer science, Java developer, passionate about physics, astronomy, and cosmology.
Investigate with Nature, Logical Thinking and Perception - Spiritual Radio Show
Investigate with Nature, Logical Thinking and Perception - Spiritual Radio Show
Greetings All, The Spiritual Discussion Programme (in English) on BLESS RADIO 1 is on today from 7pm to 9pm CET time which is 6pm to 8pm UK time. The topic is "Investigate with Nature, Logical Thinking and Perception" To listen visit www.blessradio1.com Alternatively you can listen on zeno.fm/radio/blessradio1 We are also live streaming on YouTube. Goto www.YouTube.com Search for "Blessradio1 Grail Message Investigate with Nature, Logical Thinking and Perception" (i.e. TOPIC OF THE SHOW) After the show, you can also listen to the recording of the show on YOU TUBE (as above). Hope you can listen tonight and join in. You are welcome to join in the discussion. PLEASE call /text / WhatsApp us with your questions or comments on +44 7939 641 958. OR MESSAGE us on Bless Chat box on [www.blessradio1.com](http://www.blessradio1.com/?fbclid=IwZXh0bgNhZW0CMTAAAR2fGBcwr_zqUzBvp1UNYPsReHJqU4HJqhn3rg3XZGIk-3b5QHFKoJQolAs_aem_ONWb__d3tcI4BshpKmv6ag) Regards, Saad Farooqi
76th Data Science Leuven meetup
76th Data Science Leuven meetup
**7:00pm – Doors Open** **7:30pm – Talks** **\- Aditya Paliwal & Matthias Rochtus \(Datashift\)** *Geo-Intelligence: Unlocking Insights Through Open-Source Geospatial Analytics* **\- Tim Dries \(Biztory\)** *The Impact of MCP on the Idea of Self-Service Analytics* **\- Iris De Coster \(Proximus\)** *Inside Maia: Proximus' AI Assistant for Sales Agents* **9:00pm – Networking & Beers** STUKcafé, Naamsestraat 96, 3000 Leuven **Interested in speaking at a future edition?** Submit your proposal here: [https://sessionize.com/data-science-leuven](https://sessionize.com/data-science-leuven) Or reach out to one of the organizers.
Afterwork Session: Peak Oil
Afterwork Session: Peak Oil
Drill for oil while preparing for a future beyond fossil fuels. Early profits come from extraction, but long-term success requires investing in green technology. A tense economic strategy game about balancing present gains with future sustainability. [How to Play](https://youtu.be/dMvbTtmKP70?si=RfGbRJ29n4KFZYi-) [BGG](https://boardgamegeek.com/boardgame/169215/peak-oil) [Rulebook](https://tesera.ru/images/items/1217537/2T_PO-rules-EN-170724.pdf) Everyone is welcome! No previous experience or game knowledge needed — I’ll explain all the rules before we start.

AI Ethics Events This Week

Discover what is happening in the next few days

Women in AI Belgium - community event
Women in AI Belgium - community event
​PLEASE SINGUP HERE: [Women in AI Brussels community event · Luma](https://luma.com/zo9bog64?tk=RXQaG1) We’re launching the Belgium chapter of Women in AI Benelux, and you’re invited to join the very first community gathering. ​AI is shaping society rapidly — and women are helping shape that future. ​Belgium sits at a unique **intersection of technology, policy, and governance,** making it a key hub in Europe’s AI landscape. **Our goal is simple: build a community where people who build AI, use AI, regulate AI, and want to understand AI can connect** ​Join us as we bring together the founding community of Women in AI Belgium. ​During this evening, you will: ​\* Meet inspiring women working across the AI ecosystem ​\* Connect with others shaping the Belgian AI landscape ​\* Learn about the vision behind Women in AI Belgium ​\* Become part of a growing network supporting women in AI ​Whether you work in technology, data, research, business, or policy — you are warmly welcome.
Deep Conversation/Street Philosophy - Question Chosen in Session
Deep Conversation/Street Philosophy - Question Chosen in Session
Welcome to our weekly event in the upstairs room of The Sister Café, rue Chair et Pain 3, one block from the Grand Place. Please get there early enough to order your drink at the bar first. Thank you! After introductions we will collect questions from the group participants, choose one by voting then discuss it for an hour. Then most of us stay for drinks and bizarre conversations. Past questions have been wide and not confined to academic philosophy: What is a genuine friend? Is social media turning us into emotional zombies? Do we lose some of the experience of things by defining them? Are we driven by sex? Is loneliness a personal failure? Is morality relative? **Crucially, be kind and respectful and generous** in your disagreements; remember how much you personally enjoy someone else proving you wrong before celebrating your cutting counterexamples.
Freedom, Safety, Risk & Reward
Freedom, Safety, Risk & Reward
How are the dynamics of freedom, safety, risk and reward all interrelated? Is it simply a question of how we can always maximize both freedom and reward? What roles do risk and safety/security play in this system? Can freedom and security be considered simply both as rewards, each with its own values and merits? Are freedom and safety (not) nevertheless zero-sum related, more of one entailing less of the other? How are freedom and risk-taking related? Does risk-taking (not) by definition always mean less security? The concept of risk can mean: 1)the probability of something bad occurring ("frequency") and/or 2)how bad that bad thing can be ("amplitude") What implications do each of these two different types of risk carry regarding both freedom and security? How are freedom, risk and recklessness interrelated? What does the concept "freedom to make the best choices" mean? Is individual freedom at the expense of safety (not) over-prioritized in our current world culture (possibly in some regional cultures more than in others)? Or, seemingly contrarily, is our culture/society in fact overly-obsessed about safety? Is it true (or not) that risk-taking always leads to greater potential reward? Is risk-taking nowadays - possibly as a result of (and/or to promote) capitalist culture? - (not) _ethically_ overvalued? Are some regional cultures in today's world more reward-driven (for example, to become rich, glamorous, famous and powerful) than others? What should be our ideal culture/attitudes regarding rewards and the earning of rewards? What values should we give to freedom, risk, reward and safety in a _war_ situation? In our society/world, should there be _fewer_ or _more_ rules with regards to risk-taking, security and reward? Photo of free solo climber Alex Honnold (practising an activity that should - or should not? - be illegalized?)
Debate Night: Remote Work
Debate Night: Remote Work
One of the defining changes caused by the COVID-19 pandemic is the proliferation of remote work, alternatively known as telework or work from home. Technology had been advancing to the point that many jobs could be done at least in part from home. With a work laptop, video calling, a stable internet connection, and a cyber security program, many office jobs can be done at home without any serious hindrance. When COVID started, many white collar employees became full time remote workers. Six years after the start of the pandemic, many of these people still work at least in part from home. Recent years have seen rising skepticism about remote work, particularly among management. Questions have been raised about whether people working from home are as productive or efficient as those in the office. Similarly, whether work culture can be as effectively created with people often working from home has also become a topic of discussion. Long story short, remote work is, to some degree, here to stay. But to what degree? Do the costs outweigh the benefits? Come discuss this at Brussels Debaters!
Data Drinks - Spring Edition
Data Drinks - Spring Edition
🚀Forget your job title, forget your powerpoints, and forget your elevator pitch: come join us in BrewDog Brussels on March 26th, 2026 for the Spring Edition of the Data Drinks! 📍The Data Drinks is an informal get-together for Belgium-based Data Professionals from all parts of the datasphere: strategy, leadership, data science, analytics, governance, security, architecture, ... It's a great opportunity to expand your professional network and connect with other data enthusiasts. Plus, you'll be able to get drinks and food to fuel the conversation. ✅Add the event to your work calendar, consider inviting a (data) friend, and if you want to connect with other professionals, you can join the data professionals group: https://lnkd.in/eqkpubKk #DataProfessionals #NetworkingEvent #Belgium #data
Geopolitics/Géopolitique/ژئوپلیتیک/Геополитика/גאופוליטיקה
Geopolitics/Géopolitique/ژئوپلیتیک/Геополитика/גאופוליטיקה
**Soirée débat — Cuba : l’échec du communisme ? Aux radical-chic européens ne reste-t-il que la Corée du Nord ?** Cette semaine, notre discussion porte sur Cuba. Depuis la révolution de 1959, l’île est gouvernée par une dictature communiste. Pendant des décennies, Cuba a survécu grâce au soutien économique de puissances alliées, d’abord l’Union soviétique, puis le Venezuela, l'Iran, la Chine. Aujourd’hui, l’économie cubaine traverse une crise profonde : pénuries alimentaires, coupures d’électricité, inflation, migration massive et dépendance énergétique. La fin du soutien pétrolier vénézuélien ont accentué une situation déjà dramatique. Dans le débat public occidental, Cuba est souvent présentée à travers des récits simplifiés : – soit comme un symbole romantique de résistance révolutionnaire – soit comme un exemple caricatural d’échec politique Notre objectif n’est pas de répéter ces récits. Notre objectif est de comprendre. *** ### **Topics We Cover** Nous analyserons la situation cubaine à travers plusieurs angles : **1\. Le système politique cubain** Comment un régime communiste à parti unique a-t-il maintenu le pouvoir pendant plus de six décennies ? **2\. L’économie cubaine et ses limites** Pourquoi l’économie planifiée cubaine produit-elle pénuries chroniques, dépendance énergétique et faible croissance ? **3\. Les sanctions américaines** Quel est l’impact réel de l’embargo américain ? Affaiblit-il le régime ou renforce-t-il sa légitimité politique ? **4\. La fin du soutien vénézuélien** Quel rôle le pétrole subventionné du Venezuela a-t-il joué dans la survie du modèle cubain — et que se passe-t-il lorsque ce soutien disparaît ? **5\. L’avenir de Cuba** Transition politique, réforme économique progressive ou stagnation durable ? *** ### **What Makes This Different** – Nous privilégions les témoignages de personnes originaires ou connaissant directement la région – Nous examinons ce que les médias simplifient ou ignorent – Nous encourageons les désaccords argumentés et les perspectives contradictoires – Nous analysons les intérêts, les rapports de force et les réalités économiques — pas les slogans Ce n’est pas un espace de propagande. C’est un espace de réflexion. *** ### **Why This Forum Exists** À Bruxelles, plusieurs initiatives proposent des débats structurés. Trop souvent, cependant, un petit cercle détermine les propositions et limite la diversité réelle des conclusions possibles. Il existe aussi des espaces où la géopolitique se réduit à des slogans anti-américains ou à des indignations partisanes. Ce forum n’est ni l’un ni l’autre. Nous accueillons une véritable diversité d’opinions et d’expériences. Personne ici ne sera exclu pour avoir remis en question un récit dominant. Les idées se confrontent librement. Les attaques personnelles ne sont pas tolérées. *** ### **Motions & Proposals Welcome** Nous encourageons les participants à proposer des motions de débat. Une motion doit être formulée avec sérieux : – une thèse claire – un minimum de contexte historique ou juridique – une compréhension des enjeux géopolitiques Les propositions destinées à stimuler la réflexion sont bienvenues. Les slogans et provocations faciles ne le sont pas. *** ### **Languages** La langue dépendra des participants présents. Les débats se déroulent généralement en anglais et en français, mais nous pouvons accueillir d’autres langues lorsque cela est possible. Langues actuellement possibles : – English – Français – Nederlands – Español – Italiano – Русский – Farsi L’objectif est la compréhension, pas la pureté linguistique. *** ### **What We Ask of Participants** – Venez pour comprendre, pas pour “gagner” un débat – Soyez ouverts à des perspectives qui contredisent les vôtres – Parlez avec des faits, du contexte et de l’histoire – Si vous proposez un sujet, venez préparé – Critiquez les idées, jamais les personnes – Pas de censure des opinions – Pas d’attaques personnelles – Pas de diffamation Le désaccord est normal. La paresse intellectuelle ne l’est pas. *** ### **This is not a dating meetup** Tous les espaces sociaux ne sont pas destinés à flirter ou à chercher des opportunités romantiques. Si vous considérez ce forum comme un terrain de drague ou que vous faites des avances non désirées, vous n’avez pas compris le but de ce groupe. La conversation vient d’abord. Les idées viennent d’abord. Le respect vient d’abord. *** ### **Location & RSVP** L’événement aura lieu à Ixelles, dans un bar public. Pour préserver la qualité et la sécurité de la discussion, le lieu exact est communiqué uniquement aux participants confirmés via notre groupe WhatsApp. 👉 Pour RSVP et recevoir le lieu : https://chat.whatsapp.com/LX7UkWGZ3UdLQWLBvNdezN L’objectif n’est pas l’exclusivité. L’objectif est une discussion sérieuse entre personnes capables de réfléchir librement. The goal is not exclusivity, but accountability and quality of discussion. If this format doesn’t suit you, this event may not be the right fit.
Afternoon Session: SETI + Space Agencies
Afternoon Session: SETI + Space Agencies
***SETI: Space Agencies***, an expansion for *SETI: Search for Extraterrestrial Intelligence*, introduces powerful asymmetric organizations — each with unique abilities, strategic advantages, and starting conditions that redefine how you approach the search for alien life. As the leader of one of these institutions — ranging from private tech companies to global research networks — you'll bring a distinct perspective and specialized tools to the mission, unlocking bold new strategies and rewarding long-term planning. In addition to these organizations, the expansion adds three new alien species, each with their own unique twists, and over forty new project cards inspired by real-world initiatives. These integrate seamlessly into the main deck, providing even greater variety and strategic options. "Quick Start" cards, designed for use with the organizations, let you skip the slower opening round and dive straight into the action. They introduce an extra layer of asymmetry during set-up and can be used to further accelerate games in lower player counts. Finally, the expansion introduces signal tokens, a subtle but meaningful new mechanism that enhances scanning efficiency. Whether you're adapting to your organization's strengths or navigating fresh interstellar challenges, *SETI: Space Agencies* deepens the strategic landscape of your mission to discover life beyond Earth. **The game will be called at 22:30, no matter the state of it.**

AI Ethics Events Near You

Connect with your local AI Ethics community

The Clawwww
The Clawwww
OpenClaw, NemoClaw, personal assistants, 24/7 agents. What does it all mean? How does it all work and what should we know about it? Whether you’re deep in the field or just getting curious, come connect with others building and exploring AI in Columbus. Sponsored by [Transform Labs](https://www.transformlabs.com/services)
How LLMs Like ChatGPT Actually Work and How to Build With Them
How LLMs Like ChatGPT Actually Work and How to Build With Them
**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.
Stop Negative thinking and Over-thinking and Feel More Positive
Stop Negative thinking and Over-thinking and Feel More Positive
How do we recover from having had a toxic or narcissistic ex? How do we move on from the past, especially something as traumatic as a divorce or breakup? How do we avoid anxiety and depression? How do we have more self esteem? In this meeting, you will learn the mental health secrets to help you quickly get over the past and heal your mind. 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 & Scientology life improvement center.
Using Philosophy to Cope with Current Events
Using Philosophy to Cope with Current Events
So this month's prompt is more general. I think we can all agree that we are living in "unique" times that require coping skills. I think that one role and/or purpose of philosophy is to help us deal with our daily lives and our "unique" times. So, let's share our feelings and thoughts about which philosopher/philosophy we turn to in order to deal with our crazy events. Who/what helps you stay focused in your daily life and helps you sleep at night. I find that Stoicism with a little philosophical pessimism mixed in goes a long way in helping me deal with what I see as very destructive, fearful and mean spirited public policies at both the state and federal levels. Hope to see you on March 28th!
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
From Idea to Working App in Minutes: The Agentic Development with Amazon Kiro
Discover Kiro, AWS’s innovative development environment that adapts to your workflow. Whether you prefer specification-driven development or a more intuitive, vibe-based approach, Kiro empowers you to build applications your way. In this session, speakers will explore Kiro’s core functionality and its evolution through re:Invent 2025, along with demonstrations of prompts used to create APIs, hooks, and steering documents. In the latter part of the session, watch as we build a complete example from scratch, showcasing Kiro’s agentic AI workflow in action for spec-driven development and vibe coding. What You'll Learn - Core Kiro concepts and development philosophy Feature evolution: pre and post re:Invent 2025 Practical examples: API creation, hooks, and steering docs Live coding demonstration with real-time problem solving Who Should Attend - Developers, solutions architects, and technical leaders interested in modern AWS development tools and AI-assisted coding workflows. **Speakers Bio:** Matthew Jorat: Matthew Jorat is a Customer Solutions Manager at AWS with nearly three decades of expertise in AI, cloud transformation, migration, modernization, IT, technology, and business. His career spans infrastructure engineer, solutions architect, security auditor, customer success director, support and services director, and operations officer. He was an early adopter of AWS services as a customer, and his current role at AWS uniquely blends his technical and business skills as he partners with executive teams to translate strategic priorities into measurable business outcomes through cloud adoption, AI implementation, and operational excellence. Matt leads end-to-end AI initiatives for enterprise customers, identifying high-impact use cases and maintaining relentless focus on measurable ROI. He holds eight AWS certifications and serves as Adjunct Professor at Franklin University teaching cloud computing and AWS architecture. His expertise encompasses GenAI, agentic AI systems, migration, modernization, and optimization strategies that drive transformation at scale. [https://www.linkedin.com/in/mattjorat/](https://www.linkedin.com/in/mattjorat/) Girish Bhatia: Girish Bhatia is a seasoned technology delivery leader with deep expertise in cross-domain program management. He holds multiple AWS certifications, including AWS Certified Solutions Architect – Associate, AWS Certified Developer – Associate, and AWS Generative AI Practitioner, and is also an AWS Community Builder. Girish brings over two decades of experience in the information technology industry. Throughout his career, Girish has led major technology-driven business transformation from modernizing on-premises applications to driving large-scale cloud migrations. His work includes API-based integration platforms, data-center and mainframe modernization, and enterprise cloud adoption initiatives. Based in Columbus, Ohio, Girish works at a tech-forward fintech company. He is passionate about AWS serverless architectures, Generative AI and emerging cloud technologies. An avid learner and builder, he continues to explore and apply the latest innovations in AWS to help organizations accelerate their digital transformation. https://www.linkedin.com/in/girishbhatia/[https://www.linkedin.com/in/girishbhatia/](https://www.linkedin.com/in/girishbhatia/) **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com
Nature Loving Fest | Spring Edition
Nature Loving Fest | Spring Edition
Join us for the Spring edition of [Nature Loving Fest](https://www.facebook.com/events/895148649812928), a small, thoughtfully curated outdoor gathering celebrating vegan eats, handmade goods, and the beauty of the season. Formerly known as our Vegan Pop-Up, this new chapter reflects what the event has always been — a space rooted in nature, community, and intentional living. Expect around 20 local vendors offering seasonal vegan eats, small-batch bakes, handcrafted goods, and earth-conscious products. Come support local makers, share good food, and celebrate the beginning of a new season with us. Admission is Free.
OpenClaw Cloud Setup Workshop
OpenClaw Cloud Setup Workshop
**OpenClaw Set Up Workshop** Want to try powerful AI tools without dealing with technical setup? **This workshop is designed for** **all experience levels**: **including complete beginners.** We’ll help you set up OpenClaw in the cloud step-by-step using TeamClaws.com, a simple platform that handles the complex parts for you. You don’t need to know how to code or manage servers. **What you’ll get** * **A free (limited time) private server from TeamClaws.com to run OpenClaw** **\- A fully guided\, step\-by\-step setup** **\- A working system you can use after the session** **\- Direct help throughout: no getting stuck on your own** **\- Organizer \(Rick\, TeamClaws\.com\) will provide pizza and soft drinks** **What to expect:** **\- Hands\-on setup \(you follow along on your own laptop\)** **\- Small group \(max 10 people\) for personal support** **\- Food and drinks provided** **Who this is for:** **\- Beginners with no technical background** **\- Business owners\, operators\, and curious individuals** **\- Anyone who wants to use AI tools without learning complicated systems** Preparation (have this): \- Gmail Account \- OpenAi Account \- Laptop and/or Phone \(we'll be doing mobile only setups\, too\) No coding. No prep. No prior experience needed. \-\-\- Spots are intentionally limited to keep this hands-on and helpful for everyone. If you’ve been looking for an easy way to get started with OpenClaw, this is it.