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## Details The title of the event is a paradox! Read in silence and then discuss with like-minded folks! :-) 📝 **How does this work?** Since weather is bright this week, let’s meet in Stephen’s green opposite to James Joyce statue. Here is the location: https://maps.app.goo.gl/DX2AX2xYNTkU88Vq7?g_st=ic. If you’re unable to find us, join the group to find us. At 8, we will head to Bartley’s! **During silent reading, you're expected to remain silent and read.** Please bring your headphones and refrain from the discussion during the first one hour in the area. 👥 **Socialising** After an hour, at 8:15 PM, we'll discuss and socialize about the book you're reading. We highly encourage you to move between tables and strike up conversations with fellow book lovers. These discussions about literature and reading recommendations are often the highlight of the event! Feel free to join at any point during the event. The event is indoors, hopefully, we can continue the tradition of the silent reading in the winter! **📌 Helpful Tips and Notes** * Bring headphones to block out surrounding noise * I will post a comment on the event page when I arrive to indicate where we're seated, so everyone can find us * If you prefer to skip the silent reading, you can join directly at the bar at 8:15 PM ⚠️**Something Happened?** If something unpleasant happened to you, it may happen to others. It may be small but don't hesitate to reach out to me. Looking forward to meeting you all 😊

Our Spring Social event will happen on **Wednesday 24th June** in Kennedy's Pub on Westland Row (behind Trinity College) . There will be no speakers, but there will be beers, food, and general conversations about Information Security. Everyone is welcome whether you’re a pro, an amateur or just curious about the field! If you want to speak at a future event, please email us at info@dubsec.ie

Yoga Classes with Hannah Fitzpatrick on Wednesday evenings at Anam Ashram, Tallaght, 7pm-8:8.30pm. This is a moderate paced class where we will stretch and strengthen our bodies in various ways, but we will also keep a keen awareness on our breath and body-sensation throughout. We'll aim to increase our connection and our compassion to ourselves, while also giving our bodies the refreshing and rejuvenating workout it adores and requires! We will end with a guided deep relaxation. Contact Hannah for more details and for booking on 083-4863900

Come spend an evening in the pub listening to fascinating talks, meeting interesting people, and diving into ideas you probably won’t hear anywhere else. Join us for a chat about ideas while having a pint. Meet new people, learn about new things and try something different. **PLEASE NOTE: Our events are ticketed, so you need to get a ticket to attend, RSVPING does not gain entry.** Get a ticket for €3 by using the code '***Meetupmembers'*** **[TICKETS FOR THE LAUNCH EVENT HERE](https://www.eventbrite.com/e/ideas-on-tap-1-launch-event-meetup-members-tickets-tickets-1992286108381?aff=oddtdtcreator&_gl=1*1uvpn90*_up*MQ..*_ga*OTk5NDM0OTQ3LjE3ODE5NjcwMjU.*_ga_TQVES5V6SH*czE3ODE5NjcwMjQkbzEkZzEkdDE3ODE5NjcwOTEkajYwJGwwJGgw&keep_tld=true)** This is a live lecture and talk series taking place in pubs across Dublin, Belfast, Cork, and Galway. Every event features a different speaker and theme, covering everything from science, history, psychology, philosophy, politics, film, Irish culture, and bizarre internet rabbit holes to cinema breakdowns, existential questions, and strange moments from history. One night could be about Dublin history, cult movies, or the psychology of personality. Another could explore black holes, political movements, philosophy, true crime, science fiction, or the weird side of human behaviour. After each talk there’s a live Q&A, drinks, conversation, and a chance to meet new people who are curious about the world and up for a good night out that’s a little different from the usual pub routine. We’re also looking for new speakers from all kinds of backgrounds. Academics, writers, artists, researchers, comedians, creatives, or anyone deeply obsessed with a topic they love talking about. If you’ve got an idea that could make for an unforgettable night in the pub, we want to hear it. For our first event we have mystery speakers and some quirky entertainment.

***[Save 50% getting a ticket in advance (only first 20 people)](https://www.eventbrite.ie/e/social-language-exchange-tickets-1985534555304?discount=EarlyBirdsMeetup&keep_tld=true)*** **✨ Dynamic Conversations** Enjoy small-group conversations (2–3 people per table) at dedicated language tables. There will always be **English-only tables**, and every attendee rotates through these tables during the **first and last rotation**. **🏷️ Language Stickers on Arrival** As soon as you arrive, you’ll receive: • **Native language stickers** (with flags + “native”) • **Practicing language stickers** (with flags + “practicing”) You may choose multiple practicing languages. These stickers help you join the right tables and connect with people who match your goals. **🔄 Rotations Every 30 Minutes** Every 30 minutes, the organizer rearranges groups based on preferred languages. We aim for **bilingual tables**, ideally with at least one native or advanced speaker. If no native speakers are available, we can still create a table as long as **two people want to practice the same language**. **🌍 Popular Languages** English, Spanish, French, German, Portuguese, Italian, and any other language requested by at least two attendees. **📈 All Levels Welcome** Beginner or advanced—everyone is welcome. The only requirement is enthusiasm and willingness to communicate. **🃏 Conversation Cards + Complimentary Fries** Need inspiration? Conversation cards are available at every table. Enjoy complimentary **fries around 8:00 PM**. **💸 Pay-as-you-go (Cash / Card)** • €6 General Admission • €5 Students • €4 per person when you bring friends **⭐ Loyalty Card (Automatically Activated)** Attend **4 Language Exchanges or International Meetups**, and your **5th event is FREE**. **💳 [Membership Options (Save € & unlock perks)](https://buymeacoffee.com/newindublin)** **🟡 Regular Membership (€12/mo)** ✔ Free: Singles, Language Exchange, International Meetup ✔ –50%: Quizzes, Big Singles, Theme Party, Social Pub Crawl, Big International Meetup, Music Social Night ✔ Extra perks **🔵 Theme Membership (€15/mo)** ✔ Free: Quizzes, Big Singles, Theme Party, Social Pub Crawl, Big International Meetup, Music Social Night ✔ –50%: Singles, Language Exchange, International Meetup ✔ Extra Perks **🟣 Complete Membership (€20/mo)** ✔ Free access to ALL events ✔ Extra Perks **📱 Stay Connected** 🔗 **[Linktree](https://linktr.ee/newindublin)**[ ](https://linktr.ee/newindublin)– full weekly calendar 💬 **[WhatsApp](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)**[ ](https://chat.whatsapp.com/L8IcUuQzHVVLGaoUZ8ONRt)– reminders & updates 📘 **[Facebook](https://www.facebook.com/newindublinmeetup)**[ ](https://www.facebook.com/newindublinmeetup)– photos & highlights 📸 **[Instagram](https://www.instagram.com/newindublinmeetups/)**[ ](https://www.instagram.com/newindublinmeetups/)– stories & behind-the-scenes 🌐 **[Website](https://newindublin.net/)**[ ](https://newindublin.net/)– all information about our events **🎉 Join Us!** A fun, relaxed evening full of languages, new people, and confidence-building conversations. **RSVP now! 🚀**

**From Code to Connection: The Human Reality of Building an AI Startup** **About the Event:** Welcome to Rebel Dublin! No shiny sales pitches. No corporate jargon. We host free, no-nonsense events for Entrepreneurs, Creators, and Freelancers. We are a global community dedicated to creating a safe space for honest conversations, real learning, and the stories people usually hide—like the lowest points in the startup journey. This month, we are diving into how AI is fundamentally shaping modern startups, and more importantly, how humans actually fit into the equation. **Our Guest Speakers:** * **James Ahearne:** A Dublin-based entrepreneur building AI-powered products (AgentikAds, JamesOS) that automate growth and operations. Having built and exited businesses in foreign markets as an outsider, James believes AI makes starting a business more accessible than ever before—even if you still have a full-time job. * **Ashley Nichols:** Founder & CEO of Familiar Futures, an AI workforce adoption platform. With 15 years leading digital transformation at Accenture and PwC, and a past background as a US Diplomat, Ashley focuses heavily on bridging the "useful-to-me" gap between fancy tech and human adoption. Whether you are an AI expert, a curious freelancer, a side-hustler, or just looking to connect with a larger global community and hear inspiring Irish stories, this room is for you.

Hi All, We are excited to invite you to another informative and coding session on Saturday morning. We will continue working with Apache Spark. Come network with data enthusiasts, share ideas, projects, and advance your programming skills. We recommend bringing a fully charged laptop. Agenda: 10:00 – 10:40 Declarative Automation Bundles (formerly known as Databricks Asset Bundles) by Grace Jeremiah 10:50 – 11:20 Databricks ai_query mini demo by Krzysztof Lechowski 11:30 – 12:30 Projects & Networking Let Roman Golovnya know if you're interested in hosting the next event or presenting at future meetups. You can contact him via meetup messages or email [roman.golovnya@gmail.com.](http://roman.golovnya@gmail.com./)

**Building AI Products That Matter** explores what it really takes to turn AI ideas into products that create real business impact. Join us for an honest discussion on moving beyond experimentation, identifying meaningful problems, validating outcomes, and building AI solutions that scale in production. Expect practical insights, lessons learned, and real-world perspectives from teams actively delivering AI products. **🔹 Talk 1: Building AI Into Products: Why Some Efforts Fail Before They Begin** AI is rapidly becoming a core part of modern products, with teams increasingly able to add powerful capabilities in a matter of days. When done well, it can unlock entirely new user experiences, drive efficiency, and create meaningful competitive advantage. But while the technology has never been more accessible, successfully integrating it into real products requires more than just plugging in a model. Many teams move quickly to add AI features without first addressing the underlying foundations — particularly data quality and workflow design. The result is often inconsistent outputs, low adoption, and systems that struggle to deliver real value at scale. In practice, AI tends to amplify the strengths and weaknesses of the environment it operates in, making these prerequisites critical. **Speaker:** [Cathal Ó Riain](https://ie.linkedin.com/in/cathal-o-riain-298b8a1), Director of Data Products at Cubic³ Through roles with Accenture, Aon, Flutter and Cubic, Cathal has experience building and scaling data-driven products and AI-enabled systems in enterprise environments. In this talk, he explores the key foundations required to effectively integrate AI into products — from preparing high-quality data to embedding AI into processes where it can genuinely add value — along with practical lessons on how to set AI initiatives up for success from the outset. **🔹 Talk 2: The Customer Insights Stack: What It Really Takes to Build (And When You Shouldn't)** Every company sits on a huge amount of customer insight data - call recordings, support tickets, sales conversations - that rarely gets revisited. At the same time, building internal AI tooling has never been easier, leading many teams into a “build everything” mindset. But when building becomes cheap, deciding what’s actually worth building becomes the real challenge. Teams often end up with fragmented tools that don’t scale, are difficult to maintain, and fail to deliver clarity or adoption. **Speaker:** [Richard Blythman](https://ie.linkedin.com/in/richardblythman), Co-Founder & CEO of Naptha AI Richard has experience building both custom enterprise solutions and scalable productized platforms in this space. In this talk, he explores the spectrum from lightweight AI workflows using Claude Code to fully productionized customer insight systems, including the trade-offs, investment considerations, and performance comparisons against custom-built solutions. **What to Expect:** * **Interactive Q&A:** Bring your toughest product challenges; our speakers are ready for your questions. * **Networking:** As always, we’ll have plenty of food and drinks to fuel the conversation. It’s the perfect opportunity to reconnect with familiar faces and meet new people from Dublin’s product community. **⚠️ RSVP & Check-in Information** Please RSVP **only if you can attend in person.** **Transport:** The venue is easily accessible via the Green Luas Line, with direct access from Dublin City Centre. Thursday, Jun 25 · 6:00 PM to 8:00 PM IST Cubic³ Office Dublin · The Hive, Carmanhall Road, Sandyford Industrial Estate, Dublin 18, D18 Y2C9 See you soon! [Sima](https://www.linkedin.com/in/simaban/), [Anna](https://www.linkedin.com/in/anna-savelieva/), [Elham](https://www.linkedin.com/in/elham-hesaraki/), [Antonella](https://www.linkedin.com/in/antonellabettati/)

Hello Everyone! Let's read something before coming to the event. It can be a few pages from a book, an article, a poem, an advertisement, a joke, a recipe, a quote, social media content - anything you find interesting. We meet and chat about it, as a starting point of conversation. Please feel free to bring books :)

**NOTE: Registration invalid on meetup. Please register here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)** "A capable agent is one that replies. A valuable agent is one that handles real work." This is the third installment in the OpenClaw series, shifting focus toward practical application—deploying built agents into real workflows across customer support, go-to-market, engineering, and QA. The event features a self-directed, table-group format where attendees work at their own pace alongside others pursuing similar goals. What we'll work through together • Customer support automation: triaging, drafting, routing, resolving without the back-and-forth • GTM workflows: lead research, outreach drafting, CRM updates, follow-up sequences • Engineering tasks: PR summaries, issue triage, documentation, test generation • QA and ops: automated checks, error monitoring, reporting pipelines • Building for your domain: scoping the right use case and wiring it up end to end Bring a laptop. Bring a running agent. Have a workflow in mind you'd love to hand off. Run of show 11:00 Doors open, coffee 11:30 Quick round the room 12:00 Build time 13:00 Lunch 13:45 Back to building 15:30 Sharing session 16:00 Close Series Partners Browser Use – open-source framework for web browser automation with AI agents Bronto – logging layer for the AI era Tensorix – radically simple platform for private AI inference ElevenLabs – AI research and product company building voice and audio tools​Your OpenClaw is running. It replies. Maybe it's done a few things you've asked it to. ​Now make it genuinely useful. **NOTE: Registration invalid on meetup. Please register on here for a valid ticket:** [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3) ​This is the second day in the OpenClaw series. We're going deeper: memory that actually persists across conversations, a knowledge base it can draw on, skills that connect it to the tools you already use, and workflows that handle a whole process end to end. These are the things that turn an interesting agent into something you actually rely on. ​Self-directed, table-group format. You work at your own pace, in your own direction, with people around you doing the same. ​**What we'll work through together** * ​Memory architecture: short-term, long-term, episodic and how to set them up properly * ​Knowledge bases: connecting your own docs and notes so the agent can draw on them * ​Good skills to add: which integrations are worth the effort (Notion, email, calendar, GitHub) * ​Giving access to tools: MCP, APIs, function calling * ​Proper workflows: multi-step, conditional, handling a whole process and not just one message * ​Sandboxing: running actions safely without breaking things or leaking data **NOTE: Registration invalid on meetup. Please register on here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)** ​You don't need to have come to Event 1. If you have OpenClaw running, you're ready for this. ​Bring a laptop. Bring your OpenClaw running. ​**Run of show** ​🕙 11:00 Doors open, coffee 💬 11:30 Where is everyone at: quick round the room 🚀 12:00 Build time 🍕 13:00 Lunch 🛠️ 13:45 Back to building 🖥️ 15:30 Share what you've connected 🔚 17:00 Close *** ​**Series Partners** [Browser Use](https://browser-use.com/?utm_source=luma) is the open-source framework for web browser automation with AI agents. If your agent needs to navigate the web, fill forms, or extract information from any site, Browser Use is how you wire that up. ​[Bronto](https://bronto.io/?utm_source=luma) is the logging layer for the AI era. It gives engineering teams unlimited log retention, millisecond search, and AI-powered troubleshooting without the cost blowout of legacy observability tools. [Tensorix](https://tensorix.ai/?utm_source=luma) is the radically simple platform for private AI inference. Access MiniMax-M2.5, GLM-5, and open-source models. Trusted by Finance, Healthcare, and Government orgs where compliance is non-negotiable. ​**Community Partner** ​\*\*[Wolfpack Digital](http://wolfpack-digital.com/?utm_source=giveago&utm_medium=live_event):\*\* Award-winning web and mobile product studio with teams in Dublin and Cluj-Napoca, working with clients from early-stage startups to global brands. ​**Community** [Give(a)Go](https://giveago.co/?utm_source=luma) is a Dublin-based builder community running hands-on events for ambitious people who make things. 30+ events. 1,000+ attendees. Partners include PostHog, LangChain, ElevenLabs, HubSpot and Windsurf. One rule: learning by building. **NOTE: Registration invalid on meetup. Please register on here for a valid ticket: [www.giveago.co/register/openclaw3](www.giveago.co/register/openclaw3)**

If you’ve worked with LLMs, you’ve probably run into slow inference, out-of-memory errors, or hallucinations you couldn’t explain. There’s no shortage of resources on how transformers work, but most of them either ask you to build one from scratch or get lost in theory that doesn’t connect to the problems you’re actually facing. Transformers in Practice is different. We will give a complete practical view of how transformers work, from how they generate text to what’s happening inside the model to how it all gets optimized to run on real hardware. Interactive visualizations throughout let you see key concepts in action and build intuition that actually sticks. Here’s what you’ll learn: * **Model Behavior:** You’ll learn how LLMs generate text through an autoregressive loop, selecting one token at a time from a probability distribution. You’ll see how sampling parameters like temperature shape the output, why hallucinations happen, and how techniques like RAG, constrained generation, and chain-of-thought reasoning all work within this same loop. * **Model Architecture and Attention:** You’ll look inside the transformer to understand what attention is really doing, how positional encoding tracks token order, and how multiple layers and attention heads work together to turn an input sequence into a next-token prediction. * **Scaling and Deploying:** You’ll learn why GPUs are well-suited for transformer inference and where the real bottlenecks are. You’ll build practical intuition for quantization, KV caching, flash attention, and speculative decoding, including the tradeoffs each one introuces for cost, speed, and output quality. The minimum fee is to pay the venue and avoid no show and make this group of people sustainable in the long term

**[Early Bird Discount](www.eventbrite.com/e/1987332467909/?discount=Meetup)** ### ✨ What Is the Social Pub Crawl? A relaxed and social pub crawl designed to help people connect naturally while enjoying a night out in Dublin. This is **not a massive party crawl** and not a tourist tour. It’s a friendly, international experience where drinks, short social games and good conversations come together in an easy and natural way. Whether you come alone or with friends, you’ll quickly feel part of the group. ### 🍻 How It Works We’ll visit several pubs in the city centre, staying around **30–40 minutes in each one**. At every stop, the organizer will run a **short and simple social activity**. These games are designed to: * Break the ice naturally * Help people interact without pressure * Work well in busy, noisy pubs Between activities, there’s plenty of time to chat, grab a drink and enjoy the atmosphere. 🏆 In each activity, points are awarded to several participants. At the end of the night, **the 3 people with the most points win a free drink**. ### 🍀 Who Is This Event For? Absolutely everyone. New in Dublin, long-time residents, expats, locals, shy people, outgoing people — all are welcome. You don’t need to drink alcohol, be loud, or be “good at games”. The only requirement is being open to meeting new people in a relaxed way. ### 💬 A Friendly & Comfortable Atmosphere Our events are known for being inclusive, respectful and easy-going. Come alone or with friends — you’ll feel comfortable from the very beginning. To keep the experience social and personal, **spots are limited**. ### 🕕 Practical Details • **Time:** 19:00 – 22:30 • **Group size:** Limited • **Location:** In front of the Odeon! (next to the Iveagh Gardens) ### 💸 Entry • **€7,5 [Early Bird Discount](www.eventbrite.com/e/1987332467909/?discount=Meetup)** • **€10 Pay at the start** 🟡 Regular Members: **50% off** 🔵 Theme Members: **Free** 🟣 Complete Members: **Free** ⚠️ Limited spots available. ### 🎉 Join Us Expect good vibes, friendly people, light games and great conversations — all while discovering some great pubs along the way. RSVP now and enjoy a social night out, the easy way 🍺✨

During social tennis, you’ll play several matches and rally, meet new people… and play a wide range of playing abilities with those who have played tennis before! It is suitable to all players but if you have not played before, please consider joining at least a few group lessons before considering social tennis… 😊 ~ NEXT STEPS: 1 - SEND PAYMENT via Revolut https://revolut.me/liam_ellis 2 - Send the lesson date and time in your payment message on Revolut or via WhatsApp ~ ⚠️ IF PAYMENT IS NOT SENT, your place may be given to someone on the waitlist… REFUNDS ARE AVAILABLE up to 48 hours before a session - but to qualify: first cancel on Meetup and then WhatsApp me to confirm you have done so on time… ~ Please join my group chat for social tennis below 👇 Https://chat.whatsapp.com/G60iuOQFYm3E6p5yogUo21?mode=ems_copy_t

📊 **Profit from Predictions – Polymarket Strategy** Stop guessing on Polymarket. Learn the analytical system that generates real profit. ⚠️ Complete registration below — RSVP alone doesn't reserve your spot. ### [🔗 CLAIM YOUR SPOT](https://aiventurelab.org/product/Polymarket?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you'll learn: - A systematic approach to forecasting outcomes - How to identify high-value markets before the crowd - Polymarket strategies that generate consistent daily profit *The forecasters who win have a system. Get yours.* 🎯

Our next much-awaited **COLUMBUS** meetup is **Tuesday June 30th from 7-10 pm EST at ACE OF CUPS**. Meet patients, cultivators, processors, dispensary managers/staff, physicians, home growers, educators, activists, nonprofits, artists, attorneys, business owners, writers, students, and supporters to network, share our knowledge, collaborate, support each other and make new ones! Hope you will be there too! Save the date and pass the word. **Please RSVP** so we know who is coming and how many to expect. Find us to say hi and we will introduce you to others. We should be easy to spot. (The happy-looking group wearing cool nametags! See photos from our past events.) Sign in, grab a name tag, start your own bar/food tab, meet old friends and make new ones! Everyone is welcome. SEE YOU THERE!

📱 **Build a Viral AI Content Brand – Faceless Influencer Blueprint** Launch a content brand that grows on autopilot using AI-generated media. ⚠️ Complete registration to confirm your seat. RSVP is not enough. ### [🔗 CLAIM YOUR PLACE](https://aiventurelab.org/product/AiInfluencer?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What you'll create: - A monetisation path from day one - AI tools to generate, edit, and post content automatically - A content system that grows on autopilot *Your brand. Your rules. No face needed.* 🚀

Most people still use AI like a search box: type one question, get one answer, repeat. But the next step is AI agents: systems that can take a goal, break it into steps, use tools, remember context, and produce useful work for a human to review. In this beginner-friendly session, we’ll demystify what AI agents actually are — without hype or jargon. We’ll walk through practical examples of how agents can help with research, planning, writing, coding, operations, and personal productivity. We’ll cover: * What makes an AI “agent” instead of just a chatbot * How agents break tasks into steps * Where agents are genuinely useful today * Where they fail, hallucinate, or need human review * How to design simple AI workflows for your own work * A live demo of an AI agent-style workflow from start to finish No coding experience required. This is for anyone who wants to understand where AI tools are going and how to use them more effectively right now. 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.

Do you feel introverted when you are in a group setting? Are you shy? Do other people have more fun than you do? There are simple life hacks you can use to improve your connection to others and improve your social life. Talking is one thing. Truly connecting is altogether another. It's the whole experience of connecting with people and forming relationships. It includes the joy, understanding, and love formed among people. * In our meetings, you will learn: * A simple life hack to increase your liking and tolerance of other people, or even of yourself! * How to become more interested and enjoy conversations with people. * How to be comfortable in social settings. * How to be yourself * How to become more extroverted and, * How to make connections with people. Feeling lonely, isolated, or bored? This local meeting is exactly what you need! Come join us! Be sure to click on the red "Attend" button below to come to the local event. We look forward to seeing you there. This group is created by the Dianetics and Scientology life improvement center.

💰 **Build Passive Income with AI Ebooks – Masterclass** Build a passive publishing business with AI — from idea to income. ⚠️ Your spot is only held once you complete registration below. ### [🔗 SAVE YOUR SEAT](https://aiventurelab.org/product/AIEbookBusiness?city=Columbus&groupurlname=network-of-book-lovers-and-discussion-meetups&startgmtdatetime=2026-06-30T22:00:00Z) --- What's covered: - Publish across platforms for passive income - Format and list ebooks so they actually sell - Find profitable niches using AI research tools *One system. Recurring income.* ✍️