AI Ethics

**Workflow automation with AI in the construction industry** ***What if every incoming request in a construction company could automatically turn into the right work order... without emails, copy-paste or spreadsheets in between?*** During this **[Ixor](www.ixor.be)** TechTalk we’ll explore how AI and multi-agent systems can streamline day-to-day workflows in the construction industry. We use a case study from **[Benogroup](https://www.benogroup.be/)** as the starting point and show how we moved from a manual flow to an AI-supported one, with support from Innoviris. We’re combining a concrete business case with a look under the hood of the tech: **Use case: workflow automation at Benogroup (with support from Innoviris)** * **[Ivan De Broyer](https://be.linkedin.com/in/ivan-de-broyer/nl)** (CEO Benogroup) walks you through a very familiar scenario: an offer comes in, internal teams need a work order, and today much of that work still happens manually. * He’ll share how they translated this pain point into an AI project, what the new AI-driven workflow looks like, and what changed for the teams in practice (increase speed, reduce errors, enable coordination and compliance). **Architecture & learnings: multi-agent systems by Ixor** Ixor's AI Engineer, **[Sien Nuyens](https://be.linkedin.com/in/sien-nuyens-6475b0232/en)**, explains how we built the solution using the LangGraph ecosystem. * You’ll hear what we learned compared to earlier experiments, for example with LibreChat. * How we decided what to automate versus what to redesign in the process itself, and why the human side (ownership, trust, handovers) is just as important as the technical one. **This Tech Talk is ideal for:** * Operations and project managers in construction companies who want to reduce manual follow-up * Digital leads and innovation managers exploring where AI can safely support existing workflows * Founders and managers of SMEs who want a concrete view on 'AI for my business' * Anyone curious how agentic AI and multi-agent systems can be applied to real-life processes with clear before/after impact **Date** Tuesday 24/02/26 **Location** [Ixor, Schuttersvest 75, 2800 Mechelen](https://www.google.com/maps?sca_esv=3d16839f334d68f5&rlz=1C5CHFA_enBE1133BE1133&sxsrf=ANbL-n41HRp_bji2meG1ikVLAPIz93Cunw:1769513461367&kgmid=/g/1pxwt4kls&shem=bdsle,ptotple,shrtsdl&shndl=30&kgs=61800e9c5aeb0c1b&um=1&ie=UTF-8&fb=1&gl=be&sa=X&geocode=KcOEjoHS5cNHMa9y5riKRn8U&daddr=Schuttersvest+75,+2800+Mechelen) **Timing** *Doors* \- 18:00 *TechTalk* \- 18:30 until 19:30\, followed by networking & drinks *End -* 21:00

**Welcome to our February UX Beers in Antwerp!** This time, we will host our event on Tuesday the 24th of February with [Ariad](https://www.ariadgroup.com/en) at [Plein Magazijn](https://www.pleinmagazijn.be) in Antwerp. [Ariad](https://www.ariadgroup.com/) and [Creative Skills](https://www.creativeskills.be/) sponsor our events. Follow the event online? We stream live via [Youtube](https://www.youtube.com/watch?v=EBqyTDAyQBw) \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# UX TALKS **Talk 1: Align or Fail: When Brand Meets UX** [Mario Restrepo](https://www.linkedin.com/in/mario-restrepo/), Creative Director Every interaction shape perception and tells a brand story, whether intended or not. In this talk, we explore why UX is the space where brand promises are either proven or broken, and why, in the age of AI, alignment between brand and user experience has become a strategic imperative. Drawing on real-world examples, this talk reframes UX designers as brand storytellers, and UX deciders and stakeholders as guardians of trust. It also introduces an **AI-driven Brand Sentiment Analysis workflow**, showing how teams can translate user signals into actionable insights, and design experiences that don’t just function, but reinforce how a brand is felt, remembered, and believed. **Talk 2: The UX evolution: thriving in the age of intelligent systems** [David Grunewald](https://www.linkedin.com/in/davidgrunewald/), Founder of Pluginto.ai , AI-Strategist AI is fundamentally changing how UX professionals work, but it's amplifying our capabilities, not replacing them. This 45-minute session explores what's actually happening in 2026. You'll see real implementations from banking, healthcare, and other sectors: proactive systems that anticipate needs, conversational interfaces that adapt to individual patterns, and hyper-personalisation at scale. We'll examine **four trends reshaping UX practice and, more importantly, what they mean for your daily work**. What's being automated? What's gaining value? And what are the five essential skills that set you apart in an AI-augmented world? You'll leave with clarity on how to evolve your practice and confidence that your human expertise remains your competitive advantage. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SCHEDULE 18:00 - Doors open. Drinks & snacks 19.00 - 19.15 - Introduction to UX Belgium Meetup, announcements 19.15 - 19:45 - Talk #1 19:45 -20:15 - BREAK 20:15 - 20:45 - Talk #2 20:45 - 21:30 - Socialize \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# SLACK CHANNEL We have our own UX Belgium slack channel. [Come join us and say hi!](https://join.slack.com/t/ux-belgium/shared_invite/zt-1bjpnuiog-T4Di4flXYPWgbT9KrZ53CA) \*\*\* \#\#\# YOUTUBE CHANNEL All our livestreams and talks are recorded and available on our [UX Belgium youtube channel](https://www.youtube.com/channel/UCno7V18T-EglYXprgrUZQ7A). \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- \#\#\# ABOUT UX BELGIUM UX Belgium is a growing community of User Experience (UX) professionals in and around Belgium. Look for these types of events: UX Beers Periodically, we gather at a different agency or venue to drink beers, network and listen to speakers on various themes in the world of UX and digital design. UX Antwerp: Each last Tuesday of the month UX Brussels: Each second Tuesday of the month, 4x per year UX Hasselt: 4x per year UX Workshops Now and then we organize events to dive deeper into specific skills and techniques in UX. These are smaller, hands-on workshops designed to boost your UX toolbox. \*\*\* The UX Belgium Meetup Team

Welcome back to the Belgian Developer Experience Network! We have 2 technical talks lined up for our fifth Belgian Developer Experience Network meetup! Mark your calendars for the **24th of February**, because it is going to be an evening packed with insights into using AI securely and effectively. Make sure to be there for the deep dives, stay for the discussion and networking. **Schedule:** \- 18:00 \- 18:20 \- Doors open \- 18:20 \- 18:30 \- Intro \- 18:30 \- 19:30 \- Session 1: MCP: Threats\, Tools\, and a Few \(Hacking\) Demos * **Speaker:** [Philippe Bogaerts](https://www.linkedin.com/in/philippebogaerts/) (Public Cloud System Engineer and Co-Founder of BruCON) * **Description:** Philippe contributes mostly by writing blog posts [xxradar](https://xxradar.medium.com/), talking at meetups as well as co-organizing a renowned security conference [BruCON](https://brucon.org/). During daytime, Philippe is a solution architect at [Fortinet](https://www.fortinet.com/). **Description:** Join us for a technical deep-dive meetup on the Model Context Protocol (MCP), the emerging open standard that allows LLMs to securely interact with external tools, data, and services. We’ll start by demystifying what MCP really is and how the client–server flow works, then dive straight into hands-on tooling and attack-surface experiments. You’ll leave you with both defensive and offensive insights into this rapidly evolving ecosystem. What to expect: * MCP Debunked: concise breakdown of the protocol, client ⇄ server lifecycle, transport modes and capability registration. * Debugging with MCP Inspector: live exploration for testing, tracing and verifying MCP interactions. * Intent Analysis: using AI to analyze tool descriptions and detect unsafe capabilities before agents can use them. * The Capability-Delta Hack Explained: security-focused demo showing how a model can escalate or extend capabilities. Format: 45–60 minutes of technical discussion and attack-surface experiments. All demos and experiments will be documented on GitHub. \- 19:30 \- 19:45 \- Break \- 19:45 \- 20:30 \- Session 2: The Golden Path: Where Governance Meets Software Craftsmanship * **Speaker:** [Jonathan Lamy](https://www.linkedin.com/in/jonathanlamy/) (Solution & Enterprise Architect at Devoteam) * **Description:** Jonathan is a Solution and Enterprise Architect \| Modernization Specialist who never forgot his roots in software craftsmanship\. He now designs enterprise strategies that act as enablers, not roadblocks. His mission is to replace chaos with confidence, allowing organizations and teams to move at true velocity. **Description:** In the rush to modernize, we often mistake Speed (shipping code fast) for Velocity (shipping value reliably). We have mastered Agile and DevOps, yet many teams are still terrified to deploy on a Friday. Jonathan argues that the solution lies not in more rules, but in engineering confidence. In this session, we will explore The Golden Path—not as a rigid constraint, but as the blueprint for a frictionless route to production. We will discuss how to treat the platform as a product, embedding Well-Crafted Software directly into the infrastructure. By automating the heavy lifting of compliance and security, we stop drowning developers in configuration and empower them to steadily add value. This isn't just about preventing chaos; it's about restoring the confidence to ship. Format: \~40–50 minutes including demos and Q&A. Example code and links will be shared. \- 20:30 \- 00:00 \- Network Event & Food After (or during, we still have to decide) the talks you will be able to share your valuable insights and ideas with everyone, while sharing some food and drinks. **Additional note: This meetup includes food. Please keep your RSVP status up to date so we do not waste any of our food. In case you're doubting the feasibility to join in person, please update your RSVP accordingly.**

Would you like to improve your language skills and networking in a casual atmosphere? This event is for you! All languages welcome! Everyone is welcome! The aim is to speak with native/fluent speakers of your target language(s). You'll be around all types of people throughout the whole event. We will be in a private area. A great atmosphere is guaranteed! You'll have to order a drink to attend the event Don't hesitate to contact us for any further information

Let's meet to write! Schedule : 18:00 - 18:30: Arrival & introduction tour. Share briefly with the group your project and the "goal of the day". 18:30 - 20:00 : Let's write! 20:00 : Closing tour. Did you achieve the "goal of the day" ? See you soon !

We do cycles of 4-6 weeks, with a progressive load, and a recovery week at the end of the cycle. Session: * 10 - 20’ warm up (easy run and drills) * Core session (ie. 6x5' - 2' recovery) * Cool down We run together during Warm-up, and cool down and tey to regroup during recovery time. Paces are not imposed (everyone runs at his/her own pace) given the intensity suggested. Notes: It's NOT required to have an activity tracker or smart watch to be able to follow the session, as I'll be giving signals with a whistle. Intervals training is not advised for total beginners. To have an idea, the average pace at the warm up is around 5'45"/km-6'15"/km so this pace should feel very comfortable ***Acknowledgement of member responsibility and release of liability.*** By signing up for this event, you agree to release the organizers from any responsibility and liability in all claims. As the participation is strictly voluntary and you freely choose to join, it is the responsibility of individuals participating to ensure that they are fit enough and have adequate coverage to protect themselves.

A cooperative WWII stealth game where commandos infiltrate enemy territory. Sneak, sabotage, and escape before alarms trigger chaos. Dice, timers, and scenarios create cinematic tension, making every mission feel like a high-risk covert operation. [How to Play](https://youtu.be/N1y7L2cqwV8?t=65&si=d2pvBGtYMNlv7Cu2) [BGG](https://boardgamegeek.com/boardgame/163474/v-sabotage) [Rulebook](https://gamers-hq.de/media/pdf/a3/64/28/V-Sabotage-Rules-EN.pdf) Everyone is welcome! No previous experience or game knowledge needed — I’ll explain all the rules before we start.

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.

Please Register through the link: [Etoile Events: AI Community Journal Club](https://etoile.events/events/50077faf-b5fc-4d92-b602-e5f02ba2dd6f) **Meetup registration will not be taken into account!** We are inviting AI builders and inquisitive minds from across the Belgium AI community to this events series: the AI Community Journal Club **Why?** Cutting through the hype is an increasingly hard job, and testing out the latest vibe-coding tool can easily take precedence upon deep-diving into AI peer-reviewed papers. We want to help foster a science-based AI development ecosystem where practitioners are inspired by the latest ideas from scientific research, while learning more about the methods and techniques to build solid AI This is a recurring event series by AI Belgium and North Star. Presenters introduce peer-reviewed AI papers (\~15 min each + Q&A) covering trending research, classic must-reads, or applied AI work. Cutting through the hype to foster science-based AI development. No academic background required. Interested to speak? ✅ **More info + send proposals here:** [https://www.ns2agi.com/journal-club/](https://www.ns2agi.com/journal-club/)

[This is a paid workshop and sign-up via the website is obligatory.](https://www.wordcraft-collective.eu/courses/holding-it-all-together%3A-structure-in-fiction-writing) Whether you’re writing your first novel or just thinking about it, this workshop will help you get to grips with the nuts and bolts of structure. Discover how timeline, perspective, different narrative forms and setting can be used to provide the best framework for your story. Join Clare O’Dea, author of Before the Leaves Fall and Voting Day, to explore the possibilities. Date and time: Saturday 28 February, 11:00-13:00 Venue: Pianofabriek, Rue du Fort 35, 1060 Saint-Gilles Price: €25 Eur (non-member) €20 Eur (Member)

**This week’s discussion looks at Iran without tropes, slogans, or predictable moral positioning.** **Iran** today is at a geopolitical inflection point — facing deep economic strain, widespread domestic unrest, stalled diplomacy with the United States, a significant regional role, and renewed power alignments with Russia and China. We are not here to repeat talking points, defend geopolitical orthodoxies, or feel morally validated. **We are here to understand power, interests, history, law, incentives, and consequences as they actually are — not as they are marketed.** **Topics We Will Examine** 1. **Sanctions, Economy, and Domestic Pressure** Why continued sanctions have shaped Iran’s internal politics and economic crisis, how inflation and public dissatisfaction interact with state legitimacy, and what domestic pressures mean for strategic posture. 2. **Nuclear Negotiations and Strategic Posture** What the current talks reveal about incentives on both sides, where they are stuck, and how nuclear policy functions as leverage rather than merely a weapons issue. 3. **Regional Security and Proxy Strategy** Iran’s role in Lebanon, Syria, Iraq, Yemen and its deterrence strategy; how regional proxies fit into Tehran’s broader objectives and how Western, Gulf, and Israeli policies interact with these dynamics. 4. **Great Power Dynamics: Russia, China, and the West** How Iran’s strategic ties with Russia and China alter balance-of-power calculations in West Asia, and how Europe and the U.S. are adjusting policy in response. 5. **Geopolitical Signals vs Reality** U.S. military posture in the Gulf, Iranian military exercises near chokepoints like the Strait of Hormuz, and what these movements signal about escalation risks versus diplomatic incentives. **What Makes This Discussion Different** – We focus on **sovereignty, incentives, and strategic consequence** — not left-right moral theater – We prioritize **nuance over noise** and **context over tribal narratives** – We welcome participants with lived experience and language strengths (including Farsi) – We challenge received wisdom whether it comes from Western media groupthink or simplistic anti-West tropes *This is not pro-Iran or anti-Iran. This is about understanding **why actors behave as they do and how global order is shaped in practice**.* **Boundaries** Speak to ideas, history, strategy, and law — not personalities or identity. Critique systems, not individuals. Expect strong disagreement; intellectual laziness will be called out. Languages: English and French by default. Farsi, Dutch, Spanish, Arabic and Italian are supported. **Location & RSVP** Ixelles, public bar; exact venue shared with confirmed attendees via WhatsApp: https://chat.whatsapp.com/LX7UkWGZ3UdLQWLBvNdezN Accountability and rigorous discussion are the point — not performance or talking points.

**SERENDIP Wellbeing Apéro – February 27 at 6.30pm** A New Ritual to celebrate & end the week! We're giving you something wonderful to look forward to at the end of this month! After you finish work on Friday, 27th February - and before you head out to dinner with your friends/family, come on by to our Wellbeing Studio at 6.30pm. * ***Warm Tea & Relaxing***: Get yourself comfy and relaxed. Slip off your shoes and grab a meditation cushion. Warm tea in-hand, we'll just take a moment and breath. * ***Inspiring Discussion***: Listen and discuss with a short Q&A session with our invited guest speaker as we explore wellbeing in a transformative way. * ***Wine & Connection***: Select a glass of wine (including non-alcoholic options) and some nibbles and continue to relax, connect, and celebrate the end of your work week. **Curious about the theme and guest speaker for this event?** Join us on 27th February for an inspiring chat on "***Vibrations of Care: A Conversation on Wellbeing and Music.***" SERENDIP invites you to this warm, intimate Wellbeing Apéro exploring how music shapes our bodies, emotions, and daily lives — featuring a conversation with cellist Han Bin Yoon and the Belgium Cello Society on the deep connection between artistry, presence, and wellbeing. Cellist Han Bin Yoon has captivated audiences internationally with his emotional performances and rich tone, praised by La Libre Belgique for his “superb resonances, deployed with elegance and a zest of sentimentality.” Based in Belgium, Han Bin is the Artistic Director of the Belgium Cello Society, where his passion for programming is evidenced through the society’s diverse activities. A dedicated and inspirational educator, Han Bin is currently a professor of cello and chamber music at the Royal Conservatory of Mons (ARTS²). His artistic vision for the Belgium Cello Society Masterclasses and his leadership position as the Jury Chairperson of the Buchet International Cello Competition constantly attract top cellists from around the world to his activities. Be part of this conversation and let’s chat about how music plays a part of your life & the world around us. Free to attend - but you need to register your place! Inspiration, tea and a glass of wine are offered to you ❤️.

Given the current state of affairs, one can wonder which step world leaders will take next, and which means they will use to do so. Technological and scientific progress can be in part attributed to the military, as can historical changes. Civilisations evolve, but having an army remains a constant. Is it a necessary evil ? Can we do without it ? If not, why not ? Tonight, we will be discussing the societal role of the military. Please join us with some humour, some paper and a pen. Looking forward to seeing you all.

On 26.02.2026 we visit Atelier 210 in Etterbeek for the **Science & Cocktails #44** **Lendert Gelens + Noisy Nuns (be)** The idea is to explore the more alternative art scene of Brussels. We’ll kick things off with a cozy Thursday evening event: Cocktail in hand and surrounded by friends, we’ll experience a live science experiment designed to spark some philosophical thoughts — followed by a concert if you feel like sticking around a bit longer. tickets: 10€ (included a cocktail or a mocktail) to buy from the event page: \[https://atelier210\.be/saisons/saison\-25\-26/science\-cocktails\-44/\]\(Event page\) ‍+ **Life without a blueprint (Lendert Gelens, PhD VUB): Lessons from frog eggs** Life is more than DNA. Every living cell is a bustling, self-organizing system where countless molecules cooperate without a master plan. In our lab, we explore this mystery by taking frog eggs apart and watching their molecular “soup” come alive again — forming nuclei, dividing, and even building simple cell-like structures. By combining experiments with physical modeling and computer simulations, we uncover some of the hidden rules that let life build itself and adapt to changing environments. Such work forces us to think differently about life’s origins and what it takes for matter to become living. What makes something alive? **Noisy Nuns (be)** Noisy Nuns are two women sweating behind their keyboards and drums, combining raw energy with incisive melodies. They have both cut their teeth in the Belgian rock scene, working on projects such as Moaning Cities, Von Dead, SOROR, Dario Mars... and decided, with Noisy Nuns, to create a more personal project, giving free rein to their instincts.

**\*\*\*\* More details and sign up at: https://aifalliance.org/summit-2026/ \*\*\*\*** **What is AI Freedom Alliance?** AI Freedom Alliance promotes the responsible growth of AI guided by practical, commonsense ethics. Our nonprofit is built by professionals from a wide range of industries and is made up entirely of small- and mediumbusiness representatives—never large tech companies. We provide a counterbalance to big corporate influence, focusing instead on how AI can benefit businesses and the world at large. **What’s Happening?** ***The inaugural AI Freedom Alliance Summit.*** This full-day event will explore how we can ensure AI is adopted responsibly through shared ethical standards that empower humanity. The summit will feature interactive and educational sessions led by thought leaders, technologists, policymakers, and advocates who are passionate about making AI fair, transparent, and beneficial for everyone. **Why Attend?** Learn about the legal and technical challenges with implementing AI solutions within your organization. Build better solutions while protecting your organization from legal and compliance risks. And learn how to think strategically about AI as a differentiation tool for your business. This summit is highly recommended for C-Suite leaders to learn as well as interact with each other and our sponsors.

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)

We will show a variety of methods for building agents that run in Microsoft Foundry. This covers the different types of agents: Prompt, Multi, and Hosted, as well as the development lifecycle using evals and traces.

Join us for a fun Saturday evening starting with dinner at Ranchero Kitchen at 6:30 PM, where we’ll be supporting an immigrant-owned local business. Pupusas: Beans, Potatoes, Veggie Homemade juices: Passionfruit, Tamarind, Horchata, Pineapple-cashew After dinner, we’ll head to Skate Zone 71 from 8:00–10:30 PM for skating, music, and good vibes. Come hungry and ready to roll! Locations: Ranchero Kitchen 984 Morse Rd Columbus, OH 43229 (Same plaza as Ohio BMV license bureau) Skate Zone 71 4900 Evanswood Dr Columbus, OH 43229

Join us at Woodhouse Vegan on February 28th @11am for some great food and drinks! The food here is always so good and the atmosphere is awesome. You can find the menus below! [ WOODHOUSE BAKERY + PARK SERVICE COFFEE MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd2e1ca51a46979929391/1711133409875/Bakery+Menu+Spring+2023+%282%29.png) [WOODHOUSE BRUNCH + LUNCH COCKTAIL MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd3698396e65a1e3abc0f/1711133545604/Bakery+Menu+Spring+2023.png) [WOODHOUSE BRUNCH + LUNCH FOOD MENU](https://static1.squarespace.com/static/5e8a4164fa23ca220c2ceee5/t/65fdd261b2e21b4ddde997a6/1711133281660/Bakery+Menu+Spring+2023+%281%29.png) Woodhouse Vegan offers parking validation for the adjacent " LAZ Parking - Joseph Garage" parking garage. You can find links to that address below. [Apple Maps](https://maps.apple/p/u4uR0vxh~_c60B) [Google Maps](https://maps.app.goo.gl/K37216FrEJd3qiRp8) The validation gives you free parking after you have spent an hour inside the restaurant. You will need to get your parking slip validated from the restaurant by asking them after an hour has passed. We hope to see you there!

**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