Data Science using Python

Take the opportunity to do something different and enter the world of Salsa and Bachata Dance. You will learn to dance Salsa & Bachata in 6 weeks with our *Beginners – Salsa & Bachata Group Dance Courses* while having great fun & making new friends in the process! **No Drops In Allowed After Week 1 & 2 of the current term - Please check our website to make sure you can still come & try!** **Social Dancing Open to external attendees - €5 Entrance Fee** **Every Wednesday:** * **Bachata Class: 7.30PM – 8.30PM** * **Salsa Class: 8.30PM – 9.30PM** * **Social Dance: 9.30PM – 10.30PM** For information on when to join the New Term please check our website: www.nochesalsera.com

TOG Watch Night: The Secret Life of Components (Tim Hunkin) We’re kicking off a new bi-weekly Monday Watch Night at TOG. We’ll watch an episode of Tim Hunkin’s “The Secret Life of Components” together, then have a relaxed Q&A and discussion afterwards. This is a friendly, low-pressure way to learn the kind of practical tips you normally only pick up through years of making, fixing, and building. Perfect for beginners, makers, repair folks, and engineers who enjoy the practical side of components and mechanisms. How it works \- Watch together \(one episode per night\) \- Q&A and chat after: questions\, examples\, tangents\, and “how would we do this at TOG?” \- If you miss a week\, no stress\. Watch it at home and come along to the next one First session \- Monday 26 January \- Episode 1: Chain \- Free and open to all \- TOG Hackerspace \(Dublin 12\, D12 CF6V\) Full details: https://www.tog.ie/2026/01/tog-watch-night-the-secret-life-of-components-tim-hunkin/

Learn to dance the lindy hop. Join our famously fun and friendly Dublin Swing Dance Community. **HOW DO I BOOK A TICKET?** [Tickets can be booked via our website failteswing.ie.](https://www.failteswing.ie/classes) *Note: If tickets sell out you can email us at [failtehotclub@gmail.com](mailto:failtehotclub@gmail.com) to add your name to the waiting list OR let us know you are signing up with a partner (in which case you might be able to skip the waiting list!! 😎)* **WHO ARE THE CASSES SUITABLE FOR?** We have swing dance classes for complete beginners, improvers and intermediate level dancers. We also have solo jazz classes which are suitable for all levels. **TIME:** Every Monday (except on public holidays) 7:00 - 8:00pm Solo Jazz or Intermediate Swing Dance Courses 8:00 - 9:45pm Beginner/Improver Swing Dance Courses **PRICE:** €77 for a 4 week course. [You must book in advance on our website failtesswing.ie](https://www.failteswing.ie/classes). **CLASS DETAILS:** Our experienced teachers will give individual student feedback and they will email you recap videos of each week's class content. **PARTNER:** For swing dance classes you don't need to sign up with a partner but if you can find someone to sign up with it might help you skip the waiting list. If one of the roles is sold out but you have a partner email us directly at [failtehotclub@gmail.com](mailto:failtehotclub@gmail.com) as we may still be able to offer you a ticket. **AGE:** 18 to 118 years. **WHAT TO BRING:** • Water bottle. • Comfortable footwear. **VIDEOS:** Check out our [Video and Photo Gallery.](https://www.failteswing.ie/performance-gallery) **REFUNDS:** If you can't make it and you let us know at least 24 hours before the event starts we will issue a refund. The 10% booking fee is non-refundable. Tickets are not transferable. No refunds once the event begins. **WHAT ELSE TO KNOW ABOUT:** • Fáilte Hot Club @ Leinster Cricket Club Rathmines- MONTHLY Live Jazz and Swing DJ dance party with drop in complete beginner swing dance class, social dancing, and dance performances. All welcome, no experience or partner required. [Get Tickets at failteswing.ie.](https://www.failteswing.ie/classes) • Private classes- Fast track your learning and enjoyment of solo and partnered swing dancing. Contact [failtehotclub@gmail.com](mailto:failtehotclub@gmail.com) for prices and more information. • Gift cards- You can't go wrong with the gift of dance. Put a swing in the step of someone special with one of our [eGift Cards available via failteswing.ie.](https://www.failteswing.ie/gift-card)

Join us to **practise and improve your target language with native speakers on Monday in River Bar**(1 Burgh Quay, Dublin 2) from **6.30pm to 8.30pm**. **Our system:** **• You sit opposite a native speaker of the language you're learning** **• You speak 5mins English, 5mins other language, then change table** This ensures everyone gets an equal opportunity to practise the language they're learning. Our team seats people, controls the time, organises the table changes etc. What to expect: • Relaxed easy going atmosphere • Professional and quality service • Great networking opportunities • All levels welcome from absolute beginner to fully fluent • A big mix of ages with attendees at each event from 18 to 70+ years old • Topic cards on the tables to help start conversations Languages: We usually have **native speakers of English, Spanish, French, Portuguese, German, Italian, Japanese, Chinese** and more depending on who shows up. **Admission fee €7** (€6 for student card holders). **No pre-registration required, just show up**. Loyalty card system: Come to 5 events and the 6th is free. Over 150,000 people since 2012 have attended our language exchanges to practise and improve their target language - you can too! Everyone is welcome! For more news and info check: Website: [www.languageexchangeireland.com](http://www.languageexchangeireland.com/) FB: [www.facebook.com/languageexchangeireland](http://www.facebook.com/languageexchangeireland) Instagram: [www.instagram.com/languageexchangeireland](http://www.instagram.com/languageexchangeireland) NOTE: The MeetUp attendance does not reflect actual attendance. There are usually around 100 people at each event. We are also in the River Bar every Thursday at 6.30pm

Come join us at The Playground with our weekly drop-in improv workshop! Running on Monday evenings, this is a chance to experience improv among like minded people. No experience necessary and all levels are welcome! Each week we will have a different theme with exercises and activities to allow us improve our improv skills. Whether you are interested in developing the skills for your professional or personal life, or you are someone who currently performs or would like to perform on stage, then there is something for everyone. The long-term objective of The Playground is to create a place for people to develop and create projects and shows, providing regular opportunities for those who wish to perform in shows. Facilitated by two very experienced improvisers, Neil Curran and Quinton O'Reilly, join us for some play! We also have guest teachers join us too. **Important Info** \* Each drop-in session lasts 2 hours and starts at 7pm in the Teachers' Club. \* Each drop-in costs just €12. \* You can also sign up for membership which costs just €30 per calendar month and gets you access to all workshops. \* No experience necessary and all levels welcome. \* Events run on a drop-in basis offering flexibility for those who can't commit to doing a course. \* Payment can be made on arrival. \* After the workshop, many of us stick around for chats in the bar upstairs so do stick around for it. For more about Neil Curran please visit www.lowerthetone.com Check us out on Instagram here: https://www.instagram.com/improv_playground/

SPECIAL OFFER **FREE CONSULTATION** with Stephen McDermott Osteopath every Monday and Thursday all day at the 'Acupuncture & Herbal Clinic', York Road, Dun Laoghaire. 0852326289 Combining his passion for helping people with his interest in how the body works, Stephen began at the British College of Osteopathy, London in early 2009. He comes with a wealth of experience and knowledge in the relief of pain and can also help with mental health issues. Stephen believes that Osteopathy is the number one form of manual therapy for the relief of pain because it gets to the root cause of the issue. RECOMMENDED FOR Neck, shoulder, back, hip or knee pain. Sports injuries, Poor posture, arthritis and osteoporosis, Headaches, anxiety and depression. ABOUT OSTEOPATHY Osteopathy is a gentle form of manual therapy which brings balance to the body and mind through the gentle articulation of muscles and joints. Stephen’s approach also takes into consideration a person’s diet, lifestyle and stress, and how this may have contributed to the issue. The treatment can address a wide range of ailments in – Sports people, manual and office workers, pre- and post-pregnancy pains and age-related pains such as arthritis and osteoporosis. For more information just text or call :0852326289

My name is Aurelie and I'm graduating with an MSc in Artificial Intelligence from the University of Limerick. I run monthly **machine learning** and **deep learning** tutorials in Dublin with a small group of people. \*\*In this tutorial, we will build a **CNN** model to classify images into categories, we will be using a public dataset. Together, we will walk through the full pipeline from data preprocessing to model training and evaluation. You will receive a jupyter notebook with reusable code showing all of these steps. No set up required, just a laptop and a google email address :) **The tutorials are limited to 15 participants and you can reserve your spot either here or by emailing aureliem219@gmail.com. Please make sure to book as soon as possible, as the registration count on Meetup does not guarantee availability.** **For more information about the tutorials:** * The tutorials are interactive and will be conducted using **Jupyter notebooks** on **Google Colaboratory** (a free, cloud-based platform that lets us write and run code directly in the browser). While **Google Colaboratory** is free to use, tasks that require more computational power (such as training deep learning models) may benefit from GPU access. In that case, Google offers a once-off payment for around €10 which can last several months depending on your usage. Some familiarity with **Python** or other programming languages is helpful but not required. Everyone is welcome to join and learn at their own pace. * The tutorial lasts for 1.5 hours. * During the tutorial, I share the Jupyter notebook with participants so they can keep it for future reference. We go through the notebook step by step together and I do my best to answer any questions along the way. * The notebook includes the complete code from data preparation to model training and evaluation. It can be reused or adapted for your own business needs or personal projects * We will be working with a variety of **Python** libraries including **Scikit-learn**, **PyTorch**, **TensorFlow**, **Keras**, **Seaborn**, **Pandas** and **Matplotlib** and the **Hugging Face** framework. These tools will help us explore different machine learning and deep learning techniques using publicly available datasets. * Each tutorial focuses on a different algorithm in depth. Topics covered include **linear regression**, **logistic regression**, **K-means clustering**, **decision trees**, **artificial neural networks (ANNs)**, **convolutional neural networks (CNNs)** for image classification, **object detection** and **natural language processing**. The goal is to break down each technique step by step, making it approachable and practical for real-world applications. This tutorial take place at the **Grafton Hotel, 32 Stephen Street Lower, Dublin 2** (We will be sitting in the lounge in the corner or on the right handside). It will run from **3 pm** to **4 pm**. **Grafton Hotel, 32 Stephen Street Lower, Dublin 2** * The tutorials are a high-level practical introduction to machine learning and deep learning and the emphasis on understanding how we process the data , train and evaluate a model with Python. We won't cover the mathematics behind it however some tutorials may have mathematical formulas as part of the algorithm explanation and some tutorials might have more complex data preprocessing as it depends on the datasets and the task we are doing. However the tutorials focus on the practical part! * *Payments need to be made in advance to secure your place and fees are non-refundable unless I need to cancel the event, in this case refunds will be made.*

Dublin Dataviz is delighted to welcome Andy Kirk as our first speaker of 2026! Andy is the founder of [Visualising Data](https://visualisingdata.com/) and works with [clients around the world](https://visualisingdata.com/clients) as a data visualisation design consultant and prolific [trainer](https://www.visualisingdata.com/training/). He is a a four-times published [author](https://www.visualisingdata.com/book/) and host of the ‘[Explore Explain](https://www.visualisingdata.com/podcast/)’ video and podcast series. In his talk, **The 7 Hats of Data Visualisation (Revisited!),** Andy will showcase the value and richness of data visualisation as a key literacy in this contemporary digital age. We all have a stake in this, whether that is through our roles as creators, consumers or coordinators, but it can appear to be a substantial challenge to fully embrace the multi-disciplinarity of this subject, whether as individuals or more generally across organisations. Framed as the ‘7 hats’ of data visualisation, Andy will look back over his 15+ years of experience developing an expertise in this subject to present his view of the major competency ‘ingredients' that make up the all-round talent recipe of a visualiser today. He will differentiate the knowledge required from skills necessary to demonstrate, the attitudinal maturity from the technical intelligence. He will also advise on some of the strategies that will help you continue to develop and refine your data visualisation literacy. Join us for what's going to be an amazing evening, with pints in Arthurs pub surely to follow.

**Overview** === He's back! For our February event, we are thrilled to welcome a special guest out of semi-retirement: John Ryan. As a former Snowflake employee and current Data Superhero, John has been there since the beginning. In fact, he and I co-hosted Ireland’s first-ever Snowflake event. Since the venue was a converted church, we called it the **"Church of Data."** It was the perfect setting to kick off our Snowflake evangelism. **Abstract** === Moving from on-premises data platforms to cloud isn’t just a technology change — it’s a cost and operating model shift. Many teams underestimate this and end up with performance issues, spiralling spend, or both. This session explains why traditional on-prem thinking breaks down in Snowflake, how Snowflake is designed to scale, and where customers commonly go wrong. Using real lessons from three large Snowflake customers, we’ll walk through: What “scale up” really means in Snowflake (and when not to use it) Three common mistakes that quietly drive cost and poor performance What actually worked in production — not theory, not marketing slides This is a practical, experience-based session aimed at engineers, architects, and technical leaders who want Snowflake to run faster without wasting money.

We are delighted to collaborate with [Dublin C++](https://www.meetup.com/cppdug/) this month. We have one talk and it's about Python and [Blender](https://www.blender.org/)! We will be upstairs in Anseo. The talk will be followed by Q&A, a chance for you to follow up with the speaker, and for both communities to chat and exchange stories and experiences. **TALK DETAILS** **Title:** Python + Blender: Automating Creative Workflows by Carlos Alexandre **Description:** (15 mins + Q&A) This talk walks through the workflow of a computer graphics project, covering its main stages: fundamentals, modeling, lighting, materials, texturing, and rendering. We’ll explore how Python can be used inside Blender to automate parts of the modeling process, helping reduce repetitive tasks and improve efficiency across the pipeline. The session demonstrates how scripting can support procedural modeling, and scalable workflows, connecting creative production with technical automation. The talk is suitable for beginners and intermediate users interested in computer graphics, Blender, or Python, and no advanced scripting experience is required. **💖 THANKS** **Community Partners:** * [Coding Grace](https://codinggrace.com/) * [PSF](https://www.python.org/psf/): Meetup * [PyLadies](https://pyladies.com/) 🔍 **FAQ** Note that all our events are 18s+. **Q. I'm not female, is it ok for me to attend?** A. Yes, PyLadies Dublin events are open to everyone at all levels. We encourage non-female attendees to suggest a female friend/colleague to sign up to the event. So bring a friend! ✨ **Q. Do you have a Code of Conduct?** A. Yes, you can find it at [dublin.pyladies.com](https://dublin.pyladies.com/) **Q. I am interested in giving a talk at PyLadies Dublin, where do I submit my interest and talk details?** A. You can submit your talk details to the following form: [https://sessionize.com/pyladies-dublin-meetup](https://sessionize.com/pyladies-dublin-meetup) 🤔 Any other enquiries (e.g. getting involved, sponsoring), email [dublin@pyladies.com](http://dublin@pyladies.com%2A%2A/)

Join us for an Apache Kafka® x Apache Flink® meetup on Wednesday February 25th from 6:00pm in Dublin hosted by Autodesk! 📍**Venue:** Autodesk 1 Windmill Lane, 2nd Floor, Dublin D02 F206 **PLEASE BRING A FORM OF VALID ID AND REGISTER WITH YOUR DETAILS FOR SECURITY PURPOSES/BUILDING ACCESS. THANK YOU!** 🗓 **Agenda:** * 6:00pm: Doors open * 6:00pm – 6:30pm: Food, Drinks & Networking * 6:30pm - 7:15pm: John Byrne, Sr. Manager, Partner Applied Solutions, Confluent * 7:15pm - 8:00pm: Rishayah Kumar Trivedi, Senior DevOps/SRE Engineer, Autodesk & Douglas Hobson, Principal DevOps/SRE Engineer, Autodesk * 8:00pm - 9:00pm: Additional Q&A and Networking 💡 **First Speaker:** John Byrne, Sr. Manager, Partner Applied Solutions, Confluent **Title of Talk:** Flink State: Design Choices You Can’t Undo *(on Confluent Cloud)* **Abstract:** A practical look at how state behaves when running Flink on Confluent Cloud, the early design decisions teams often underestimate (keyed state, TTLs, upgrades, reprocessing), and the kinds of problems that only show up months later. **Bio:** John Byrne is a Sr. Manager, Partner Applied Solutions at Confluent, the company founded by the original creators of Apache Kafka®. With a strong background in data engineering, John previously worked for Slice, Registers of Scotland, and Sopra Steria, where he specialized in event streaming, ETLs, and data governance. Passionate about GIS, mapping, and ETL processes, he has delivered talks at FOSS4G and developed production-grade ETL projects incorporating spatial data and mapping technologies. In his spare time, John enjoys playing golf and coaching his local youth rugby team. 💡 **Second Speakers:** Rishayah Kumar Trivedi, Senior DevOps/SRE Engineer, Autodesk & Douglas Hobson, Principal DevOps/SRE Engineer, Autodesk **Title of Talk:** To Production and Platform: Our Kafka Journey, DR Strategy, and Kafka-as-a-Service **Abstract:** In various organisations, multiple teams have historically had to build Kafka the hard way, spending months on security hardening, compliance validation, observability, and disaster recovery, often repeating the same work with inconsistent outcomes. The result is slow onboarding, duplicated effort, and operational silos that don’t scale as more streaming use cases come online. In this talk, we walk through our Kafka production journey on AWS MSK: how we began with a POC, what it really takes to make Kafka production-ready, and the key platform decisions we had to take to standardise the architecture and operations. We’ll then dive into disaster recovery for streaming applications where the hard problems aren’t just infrastructure failover, but event continuity and restoring pipelines under pressure. We’ll share our HA DR approach for Kafka-backed systems, including an active/passive regional strategy, and practical failover/failback considerations to minimise RPO/RTO. Finally, we’ll close with our Kafka-as-a-Service (KaaS) vision for Autodesk teams: self-service, policy-driven deployments and service tiers that let internal teams onboard in hours instead of months so the product teams can focus on building streaming features, while the platform provides consistent guardrails for security, reliability, and recoverability. Attendees will leave with a checklist of production-ready requirements for Kafka, a clear mental model for DR in streaming systems and a set of platform patterns for evolving towards Kafka-as-a-Service. **Bios:** **Rishayah Kumar Trivedi (Senior DevOps/SRE Engineer, Autodesk)** Rishayah is a Senior DevOps/SRE engineer at Autodesk's data streaming and processing platform team with 9+ years of experience building scalable cloud infrastructure and automating enterprise deployments. He holds industry-recognised credentials in AWS, Kubernetes, and DevOps, and has led many initiatives improving reliability, performance, and security through Shift-left approach, IaC and CI/CD best practices. **Douglas Hobson (Principal DevOps/SRE Engineer, Autodesk)** Douglas is an accomplished Principal Devops/SRE engineer in Autodesk's data streaming and processing platform team with extensive experience in cloud architecture, infrastructure automation, and systems reliability. With a proven track record at various firms, he has led global teams in building scalable, secure, and high-performing cloud environments. Skilled in AWS, IaC, and distributed systems, Douglas is recognised for his technical leadership, problem-solving expertise, and commitment to operational excellence. \*\*\* DISCLAIMER We are unable to cater for any attendees under the age of 18. If you would like to speak or host our next event please let us know! [community@confluent.io](http://community@confluent.io/)

February CHAI meetup. [Petr Homola](https://www.linkedin.com/in/ACoAAAIueyoBx8DWndiCJ61mJf7coQSQ_esAtH4) will talk on developing AI applications on the iPhone. and [James Ahearne](https://www.linkedin.com/in/jamesahearne/) on how AI tools can help speed up and improve software development. Come along for 2 talks on developing AI based products and also for chats in the pub afterward. Sponsored by [Stack and Co recruiters](https://stackand.co/)

We present a hands-on Demo from the Google Cloud Professional Architecture Exam Learning Path Location: 1 O'Connell Street Lower, North City, Dublin, D01 TX31

**New Dojo Location!** **Draft Day Columbus** 1130 Dublin Road Columbus, OH 43215 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 topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)

Topic details coming soon. AGENDA: 7:00pm - Opening announcements 7:10pm - Main Topic 7:50pm - Q&A

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). See the handy Parking Map - we recommend street parking. [Street Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com

**NEW LOCATION: Improving Office in Franklinton** Physical location: Improving Office 330 Rush Alley Suite #150 Columbus, OH 43215 Schedule: * 6:00 p.m.: Socialize, eat, and drink. Improving will be providing pizza and beverages. * 6:30 to 8:00 pm. Main meeting and presentation(s). Lonnie Morgan will be presenting information about the DLT Library. "The Python library `dlt` provides a powerful [REST API toolkit](https://dlthub.com/docs/dlt-ecosystem/verified-sources/rest_api/basic) to ingest data. Combined with our [LLM scaffolds](https://dlthub.com/workspace) and [MCP server](https://dlthub.com/docs/hub/features/mcp-server), you can build a custom connector for any of the 8k+ available sources in 10 minutes by following this guide. Building with LLMs is an iterative process. We will follow this general workflow and give practical tips for each step." See Our [Parking Map](https://docs.google.com/presentation/d/1u2A4fLNlxwLJn0KA_hKc8bnFlFHLvsHBDh-_8wzX_tk/edit?usp=sharing) We meet on the last Monday of each Month. Presentations are given by members and friends of this group. If you would like to do a presentation (small or large) on a python topic, please contact centralohpython@gmail.com

Excited to share that AWS Cloud Club's first meeting will take place on Thursday, February 26th at 5pm - 6pm! We’re collaborating with [Big Data & Analytics Association](https://www.linkedin.com/company/big-data-analytics-association/) to host [Alok Jha](https://www.linkedin.com/in/alok-jha-42abb928/), Head of Product Management for AWS Intelligent Application Protection at Amazon Web Services, for a tech talk + Q&A on his journey in leading cutting-edge innovation in industry. If you’re interested in cloud, cybersecurity, AI, or product management, this is a session you won’t want to miss. Make sure to join our Meetup and GroupMe to stay up to date for future events and collabs!

Join the Columbus AI community for our quarterly gathering — a casual, community-focused evening where everyone has a chance to share, learn, and connect. These open mic–style events give anyone in the community up to **5 minutes** to present a project, share a tool, pose a question, or offer a perspective on the evolving AI space. No slides required — just a welcoming space to exchange ideas and keep the local AI conversation moving. If you’d like to take the stage, message **Chris (the organizer)** with a **title and short description** of what you’d like to share. 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)

**Important time note:** Please plan on arriving between 5:30 and 6:00 as the elevators lock after 6 and you'll need to message us and we'll need to come get you. The building address is 4450 Bridge Park The entrance is 6620 Mooney St, Suite 400 You will need to scan your ID at the door to get a visitor badge. **Abstract** *Spec-Driven Development with GitHub Spec-Kit: From Intent to Implementation* Spec-driven development flips the traditional workflow on its head: instead of code being the source of truth, the specification becomes the backbone of design, collaboration, and delivery. In this session, we’ll explore how GitHub Spec-Kit enables teams to treat specifications as first-class artifacts—living documents that drive architecture, implementation, and verification. You’ll learn how Spec-Kit helps teams clearly express intent using structured, version-controlled specs that live alongside code. We’ll walk through a practical workflow that starts with defining system behavior and constraints, then progressively refines those specs into testable, automatable outcomes. Along the way, we’ll show how specs can reduce ambiguity, improve cross-functional collaboration, and make design decisions explicit before a single line of production code is written. This talk will cover: --What spec-driven development is (and what it isn’t) --How GitHub Spec-Kit fits into modern developer workflows --Using specs to align product, engineering, and AI-assisted development --Real-world examples of turning specs into implementations with confidence Whether you’re building greenfield systems, integrating AI into your stack, or trying to reduce costly rework, spec-driven development offers a scalable way to move faster without sacrificing clarity. Attendees will leave with concrete patterns and a clear mental model for adopting GitHub Spec-Kit in their own projects. **YouTube Link** TBA