Machine Intelligence

Szeretnél kötetlenül beszélgetni a mesterséges intelligenciáról, promptolásról és arról, hogyan lehet a legtöbbet kihozni az AI-eszközökből? Csatlakozz hozzánk egy baráti kocsmázásra, ahol nem előadás, hanem beszélgetés lesz a középpontban. Akár kezdő vagy, aki most ismerkedik a ChatGPT-vel és társaival, akár már napi szinten dolgozol AI-megoldásokkal, itt helyed van. **Mire számíthatsz:** * Kötetlen beszélgetés sör, bor vagy üdítő mellett * Tapasztalatcsere promptolási tippekről és AI-hackekről * Új ismeretségek hasonló érdeklődésű emberekkel * Barátságos, nyitott közeg – nincs buta kérdés **Időpont:** Minden hónap harmadik szerdája **Helyszín:** [Esetleg, Budapest] **Részvétel:** Ingyenes, de kérlek jelezd részvételi szándékod, hogy tudjuk, hány főre foglaljunk!

Digital products are evolving from “screens” to intelligent partners—services that notice context, anticipate intent, and adapt in real time. That shift is exciting… and risky. How do we design experiences that feel helpful without becoming creepy, confusing, or out of control? Join us at Product Design Talks by Ergomania for: Beyond UX: How Digital Products Become Intelligent Partners **📍 Rudas Bistro, 1013 Budapest, Döbrentei tér 9.** **📅 18 February 2026 \| 🕔 17:00** ⏱ Practical, inspiring knowledge in 2 hours We’ll unpack **Sentient Design** (popularised by Josh Clark): moving beyond rigid self-service flows toward **products** that **respond** **dynamically** to **real-life situations. Think: your banking app surfaces the right action the moment you land in Tokyo** \- currency exchange\, nearby ATMs\, relevant insights\, without you hunting for them\. Programme: **17:00 Welcome reception** **17:20 Talk: When Banking Apps Stop Being Static and Start Noticing Context — [Adam Dragus](https://www.linkedin.com/in/adamdragus/)** **17:45 Panel: [Dr Andras Rung - UX Strategist](https://www.linkedin.com/in/drandrasrung/), [Adam Gyökhegyi](https://www.linkedin.com/in/adamgy/), [Adam Dragus](https://www.linkedin.com/in/adamdragus/), [Gábor Lukács](https://www.linkedin.com/in/gbr-lukacs/)** **18:45 Networking** In the panel we’ll compare approaches teams use today, **discuss when anticipation helps vs. hurts, and how to balance adaptability with clarity**, **trust**, and **user** **control**, especially in regulated products. Bring your questions—there’ll be time for discussion, and you’ll meet like-minded peers over drinks. 🎟 Seats are limited. Register here: [https://productdesigntalks.ergomania.eu/en/events/beyond-ux-how-digital-products-become-intelligent-partners/](https://productdesigntalks.ergomania.eu/en/events/beyond-ux-how-digital-products-become-intelligent-partners/)

Ez nem előadás, nem panelbeszélgetés és nem agilis best practice-ekről szól. Ez egy kötetlen este, ahol **minden résztvevő hoz egy elcseszett helyzetet – és egy tanulást belőle**. Nincs cégnév, nincs hibáztatás, nincs okoskodás. Csak őszinte történetek, közös nevetés és az a megnyugtató felismerés, hogy nem vagyunk egyedül ezekkel a dilemmákkal. És sör. *Helyszín:* A Grund - Bazsesz terem (az emeleten a csocsó asztal után jobbra) *Időtartam:* 17:30-tól kifulladásig

Come meet people and play new board games with the international members of the BFG Whatsapp group! [Link to join the chat is here](https://chat.whatsapp.com/JThEZv724MJ3hvnwBpfJA7). We’ll reserve a few tables at Vault 51 and then play games in smaller groups throughout the evening. **Note:** *Vault 51 requires that you pay a 600 Ft table fee per person at the bar.* Feel free to bring games you want to play or play something from the bar’s collection. Hot food and snacks are available from the bar until about 10pm Spots for this event are limited to not go too far over our table reservation, so please change your RSVP if you are not able to attend, also if you are on the waitlist, please wait to be in the "going" before attending! Also everyone can bring 1 guest only. Don't bring more, we wont have enough seats! Thanks you!

Haladó argentin tangó óra heti rendszerességgel januártól! Várunk szeretettel! **Időpont**: Szerda, 20:15 - 21:30 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Shift Stúdió, Andrássy út 35., 2. em., 12-es kapucsengő **Oktatók** Serbán Andrea és Szeghalmi Endre Órarend: [https://tangolibre.hu/orarend/](https://tangolibre.hu/orarend/) ✦✦✦ Advanced Argentine tango class held on a **weekly basis**. **🕒 Time** Wednesday, 8:15–9:30 PM **📍 Location** Shift Studio, Andrássy út 35., 2nd floor **Teachers** Andrea Serban & Endre Szeghalmi Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

Középhaladó argentin tangó óra heti rendszerességgel januártól! Várunk szeretettel! **Időpont**: Szerda, 19.00 - 20.15 (első alkalom 2026-ban: **január 6.)** **Helyszín**: Shift Stúdió, Andrássy út 35., 2. em., 12-es kapucsengő **Oktatók** Serbán Andrea és Szeghalmi Endre [További részletek és órarend](www.tangolibre.hu) ✦✦✦ Intermediate Argentine tango class held on a **weekly basis**. **🕒 Time** Wednesday, 7:00–8:15 PM **📍 Location** Shift Studio, Andrássy út 35., 2nd floor **Teachers** Andrea Serban & Endre Szeghalmi Prices: [https://tangolibre.hu/en/prices/](https://tangolibre.hu/en/prices/)

Join us for a fun evening of beer tasting and networking with fellow Budapest ex-pats at our next meetup event! Whether you're new in town or a long-time resident, this is the perfect opportunity to connect. Our event will feature a variety of local and international brews for you to sample and discuss, while enjoying great conversations. Don't miss out on the chance to make new friends and discover new favorite beers at Beer People at Lázár utca 7. Come raise a glass with us at the Ex-Pat & English Language Meetup!

Join us for an evening dedicated to the evolving landscape of software engineering. As our tools become more powerful, our focus shifts from simply writing syntax to building architecture and stronger teams. We’ll explore two distinct sides of this evolution: the human side, where **peer and mob programming** foster trust and shared ownership, and the technical side, where **AI agents** allow us to "print code" and one-shot complex features. Whether you are looking to improve "team quality" or manage the "review bottleneck" of AI-driven development, this meetup offers practical insights for every engineer. This English-language event will be held at the **Formlabs Budapest office**, where we'll provide snacks and drinks to fuel conversations. Arrival is from 17:30, Announcements and agenda at 17:55, first presentations will start at 18:00. \-\-\- **Peer Programming to increase "Team Quality"** **with [Nico Riedmann](https://www.linkedin.com/in/nico-riedmann/)** Most engineers are familiar with pair programming. Your team may already encourage it to foster learning or as an alternative to ensuring code quality via pull-request reviews. This talk will show you the impact that collaboratively creating code has on "team quality" rather than just "code quality" - creating opportunities to build trust, increase shared ownership, and define and better understand a shared vision. And if you weren’t convinced before, we’ll end with a few practical tips on getting started with pair and mob-programming. **One-Shotting Features: The Reality of Agentic Workflows** **With [János Molnár](https://www.linkedin.com/in/j%C3%A1nos-moln%C3%A1r-9b582896/)** This talk explores our journey from using AI as a glorified auto-complete to one-shotting complex features. I’ll discuss our team’s evolution from using AI for basic code generation to adopting agentic workflows that shift our focus toward planning and architecture. We’ll explore the benefits of this high-level approach alongside the "review bottleneck" that occurs when AI velocity outpaces human auditing, and how we adapted our processes while releasing and building our Greenhouse project. \-\-\- Come learn and connect with other tech enthusiasts. See you there! You can also find the recordings of previous events on the [@DevBPMeetup YouTube channel](https://www.youtube.com/@DevBPMeetup).

Hey everyone, here we go again with our next event on **Saturday**!. Boni will host and please follow her instruction. IMPORTANT NOTE: Free Cancellation is only until Friday, 18:00. If you cancel after that without noticing the host, You must pay the fee to compensate the court and shuttlecock. Also note that due to Meetup Organizer Subscription fee is increased significantly, The on-duty host will add an extra fee based on the number of attendees. Please do not come if you are in the WAITLIST. Level of Expectation: Beginner - Intermediate. Please watch the video if you are first timer of playing Badminton : https://youtu.be/tAS7rOKtpgQ?si=IDm9UEV55nUzU5Oc Venue: Tüskecsarnok Sportscentre: 1117 Budapest, Hevesy György út, Sportscentre Map: http://tuskecsarnok.hu/wp-content/uploads/tuske-map-1-full.png Look for #7 on the map. More info in the "How to find us" section of the Meetup event. Our venue does not provide rackets, which means that you'll have to bring your own racket! Should you get lost, feel free to text me on Meetup. There are 3 courts booked for us for 2 hours from 12:00 till 14:00. Showers and changing rooms are available! Extra Note Attendance fee: We will divide the court fee by the number of people showing up. However, in certain circumstance, when the number of people cannot is less than and equal to 14, The Host deserve to contact the people who canceled after the time designated cancellation time. The expected fee is usually around 2000-2500 HUF per person. Payment is done at the court. or The host will reach you out via meetup chat. !!!Last but not least: if you have signed up but cannot make it for some reason, just take a minute to sign off, RSVP = no. This is to help those who are on the waiting list and want to play. The cancellation time with non-sick reason should be 18 hours before the session. In case you are not feeling well on the session day, please kindly contact the host via comment or privately message him/her with the direct message feature maximum 3 hours before the session starts. Looking forward to seeing you! cheers, Yoga Liability: The participation happens on own risk. There is no liability for any accidents, thefts or damages from the organizer.

Hey everyone, here we go again with our next event on Saturday! I will host this session, so please follow my instructions! 🙏 IMPORTANT NOTE: Free Cancellation is only until Friday, 18:00 PM. If you cancel after that without noticing the host, You must pay the fee to compensate the court and shuttlecock. WAITLISTED ATTENDEES: If you are in the WAITLIST but you decided to come, there will be an extra payment as part of the punishment. The amount of Payment should be 1,000 HUF extra. Level of expectation : intermediate - advanced Venue: HODOS TAMAS Badminton Hall Our venue does not provide rackets, which means that you'll have to bring your own racket! There are 3 courts booked for us for 2 hours from 18:00 till 20:00. Showers and changing rooms are available! Extra Note Attendance fee: We will divide the court fee by the number of people showing up. However, in certain circumstance, when the number of people cannot is less than and equal to 12, The Host deserve to contact the people who canceled after the time designated cancellation time. The expected fee is usually around 2000-3000 HUF per person. Payment is done at the court. or The host will reach you out via meetup chat. !!!Last but not least: if you have signed up but cannot make it for some reason, just take a minute to sign off, RSVP = no. This is to help those who are on the waiting list and want to play. The cancellation time with non-sick reason should be 18 hours before the session. In case you are not feeling well on the session day, please kindly contact the host via comment or privately message him/her with the direct message feature maximum 3 hours before the session. Looking forward to seeing you! cheers, Yoga Liability: The participation happens on own risk. There is no liability for any accidents, thefts or damages from the organizer.

**A 2026-os meetup évadot egy AI SEO workshoppal indítjuk: valós projekten, lépésről lépésre vesszük végig az AI Search és SEO folyamatát, gyakorlati, kevésbé ismert tippekkel. Előadó: Papp Gábor (The Pitch).** **Program:** * 17:45 – 18:00: érkezés * 18:05 – 19:30: AI SEO workshop * 19:30 – 19:45: Q&A * 20:00-ig esemény zárás, kötetlen beszélgetés **Regisztráció:** Az eseményen való részvétel ingyenes, de a létszámkorlát miatt regisztrációhoz kötött. Regisztrálni a Meetup felületén tudsz. Az eseményre csak akkor tudjuk biztosítani a belépésed, ha ezt legkésőbb az eseményt megelőző napon éjfélig megteszed. **Egyéb információk:** A terem befogadóképessége 50 fő. Aki RSVP-zik, de nem tud jönni, az legkésőbb 24 órával a meetup kezdése előtt mondja le a részvételi szándékát. Mások elől ne vegyük el a helyet! A meetupot követően az előadások slide-jait mindig a Meetup rendszerén keresztül küldjük ki, így automatikusan megkapja az, aki valóban ott is volt az eseményen. Ez akkor működik, ha nem iratkozol le a hírlevelekről (Meetup szolgálati közlemények). A workshopról és az élő kódolásról nem készül felvétel és nem kerül streamelésre sem. Köszönjük!

Mit csinál egy IT vállalatnál egy energetikai mérnök és építész-, építő-, villamosmérnökökből álló csapat? Többek között energetikai, út- és vasútépítési projekteket valósít meg innovatív, digitalizációra épülő megoldásokkal. Gyertek el az Accenture ICP csapatának második Meetupjára, melynek fő témája a németországi infrastruktúra- és nagyberuházási projektek lesznek. 📅 **Dátum:** 2026\. február 19\.\, csütörtök\, 18:00 📍 **Helyszín:** Accenture, 1095 Budapest, Lechner Ödön fasor 10/B ✏️ **Regisztráció:** http://bit.ly/4r28Blw 📋 **Program:** 17:30: Érkezés, regisztráció 18:00: Előadások: 🎤 Infrastructure & Capital Projects Insights *(presentation in English)* 🎤 Távközlési állomások költöztetése 🎤 Digitális ütemezés a vasúti infrastruktúrafejlesztésben 🎤 Hogyan támogatja a térinformatika az építőipari és energetikai nagyberuházásokat? 19:00: Networking

English below \-\-\-\-\-\-\-\-\-\-\-\-\- Tarts egy kis szünetet a hétköznapi rohanásban és gyere el csendes könyvklubunkba a Fővárosi Szabó Ervin Könyvtárba. Hozd magaddal az aktuális könyvedet, merülj el benne egy órácskát, majd oszd meg velünk, amit olvastál. 🗺 Hogyan találsz meg minket: A tanulótér felújítása miatt az eseményt a FSZEK Ötpacsirta u-i épületében tartjuk (Ötpacsirta u. 4., a Központi Könyvtár bejáratával szemben): az épületbe beérve gyere fel az első emeletre a balra található lépcsőn. A termünk rögtön a lépcsősorral szemben lesz. 💡 Részvételi díj: Nincs. :) 🥤 Étel-ital: Kérünk, zárható üvegben hozz magaddal innivalót, ha az esemény alatt megszomjaznál. Másból inni, valamint a teremben enni nem lehet. 🕑 A menetrend: 17:00–17:30 – Érkezés és bemutakozókör: mit fogsz olvasni? 17:30–18:30 – Csendes olvasás 18:30–19:30 – Választható beszélgetés a könyvekről (magyarul) Extra: Az esemény után igény szerinti afterezés a [Prága Kávéház és Sörözőben](https://pragakavezo.hu/) (Baross u 8.), hogy ne csak könyvekről beszélgessünk! Ha csak erre jönnél, írj üzenetet, hogy ne kerüljük el egymást. Fontos: Ez egy teljesen magyar nyelvű esemény. A bemutatkozó kör az elején és a kötetlen beszélgetés a végén is magyarul zajlik. Az olvasás csendje persze mindenkié, így nyugodtan hozhatsz bármilyen nyelvű könyvet. A részvétel ingyenes, de a helyek korlátozottak. A helyedet a hivatalos Meetup eseményen való regisztrációval tudod biztosítani: Várunk szeretettel! \-\-\-\- Please note: This is a Hungarian-language event. The introductions at the beginning and the optional discussion at the end are held in Hungarian.

“*Men being, as has been said, by nature, all free, equal and independent, no one can be put out of this estate, and subjected to the political power of another, without his own consent.*” ― John Locke, Second Treatise of Government *“There is no greater tyranny than that which is perpetrated under the shield of the law and in the name of justice. (Cambridge University Press (September 29, 1989)”* ― Charles-Louis de Secondat, baron de la Brède et de Montesquieu, The Spirit of the Laws *“The only freedom which deserves the name, is that of pursuing our own good in our own way, so long as we do not attempt to deprive others of theirs, or impede their efforts to obtain it.”* ― John Stuart Mill, On Liberty ## The Birth of Liberalism Liberalism emerges as a response to **absolute power**, religious conflict, and arbitrary authority. In this session, we explore the foundations of liberal democracies through three key thinkers, each addressing a different dimension of political power: **legitimacy, institutions, and liberty**. ## Core Thinkers ### **John Locke** * Natural rights: life, liberty, property * Government by consent * Political power as conditional * Right to resist illegitimate authority ### **Montesquieu** * Separation of powers * Liberty as protection from arbitrary rule * Checks and balances * Institutional restraint ### **John Stuart Mill** * Individual liberty * Harm principle * Freedom of speech * Tyranny of the majority **Introduction (15 minutes)** We start with a short introduction of the guests. **Questions to discuss: (1 hour and 45 minutes)** **Locke related:** * If rights are “natural,” who decides today when they conflict? * Does property still legitimize political power in a world of inherited wealth and financial abstraction? * Would Locke recognize modern taxation, surveillance, or emergency powers as legitimate? * Do we still believe in a real “right to resistance,” or only in theory? **Montesquieu related:** * Are separation of powers and checks still effective in today's estates? * What is the difference between institutions and bureaucracies? * Can power shift from institutions, to bureaucracies, to algorithms? * How can liberal institutions survive permanent states of exception (crises, wars, pandemics)? * Is slow decision-making a safeguard or a liability in the 21st century? * Where does power concentrate today despite formal separation? **John Stuart Mill related:** * Is social pressure more coercive today than the state itself? * How does “harm” according to Stuart Mill fit in an age of social media outrage? * Can free speech survive when offense is treated as violence? * Are we still willing to defend individuality or is moral conformity more important? * Would Mill see oppression in our democratic times? **General critical questions:** * Is modern liberalism still about limiting power, or mainly about managing society? * Can liberal democracies survive when large parts of the population no longer believe institutions are neutral? * Is today’s crisis of liberalism a moral failure, an economic one, or an institutional one? * Can liberal democracy exist outside Western historical conditions? * Can liberalism tolerate movements that openly oppose it? * Is liberalism too slow for the speed of modern politics and technology? **Critical questions from the right:** * Why do populist movements reject liberalism? * If liberalism weakens borders and traditions, can it still demand loyalty? * Has liberalism underestimated the political force of identity, culture, and belonging? * Can liberal democracy defend itself without becoming illiberal? * Is liberalism an external cultural imposition? **Critical questions from the left:** * When equality conflicts with liberty, which does liberalism choose? * Should equality come from public institutions or activist movements? * Is economic inequality undermining liberal legitimacy? * Can liberal values be separated from US influence and power? * Are anti-Western movements rejecting liberalism, or Western hypocrisy? **RSVP:** Please confirm your attendance here on Meetup to save your space and if you cannot assist, yield your space to another person in the waiting list. Open to donations from 400 HUF to keep the costs of the meetup (cash or Revolut)

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)

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!

NFT's are here to stay folks! This is a group for like minded people interested in understanding, leveraging, using, creating for, profiting from, trading too i suppose, NFT's.. everything around them, complexity, fear and exploits, best practices and more. **PLUS** This group will talk AI ART tools, techniques, artists, video, audio, prototypes and more in the AI assisted production space- ART specifically, but we can get into any aspect of some of the cooler things happening in AI in general.

**\*\*\*\* 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.

**Hello Columbus!** **The community is buzzing and growing well.** **We are thrilled to bring our third BrowserStack QA Meetup on March 12th!** We are creating a space for deeper insights, meaningful connections, and a vibe you won't want to miss. **What to expect:** * **Connect:** Network with Columbus' top engineering and QA minds. * **Learn:** Real-world tactics and trends you can use immediately. * **Enjoy:** Food, drinks, and great community spirit. **Agenda** * **[Sam Gomez](https://www.linkedin.com/in/samueljgomez/)** is presenting "AI is more than LLMs: Choosing the right AI for your needs." **RSVP Essential:** Space is limited, and we want to ensure a great experience for everyone. **RSVP now to secure your spot!** 📍 **Venue:** Leading EDJE, 6515 Longshore Loop, Suite 300, Dublin, OH 43017 📍 **Free Parking:** 6725 Longshore Street, Dublin, OH 43017 📅 **Date & Time:** March 12, 6:00 PM **Stay Connected!** Want to continue the conversation beyond the meetup? Join our **BrowserStack Discord Server** to get updates, connect with fellow QA professionals, and be part of an ongoing discussion. **Don’t miss out—click below to join!** 🔗 [\[](https://discord.gg/6SdCyWTNyW)**[Join the BrowserStack Discord Server](https://discord.gg/6SdCyWTNyW)**[\]](https://discord.gg/6SdCyWTNyW) **A Few Notes:** ✅ This is an **in-person event** ✅ **RSVP does not guarantee a seat** – A confirmation email will be sent one day before the event. **TALK ABSTRACT:** AI is all the hype these days; however, despite (or maybe because of) the excitement around it, a high percentage of AI projects fail. Projects that are over budget, delayed, or that fail to scale past the POC phase are very common. In many of these scenarios, choosing the right approach can be as critical as the solution itself. Should you build a tailored machine learning model, leverage the power of large language models (LLMs), or integrate with AI copilots? Each option has unique strengths, trade-offs, and resource requirements, and the key to success lies in aligning your choice with your business goals and technical constraints. In this talk, we will go beyond the basic concepts and definitions to provide a practical guide that allows attendees to navigate these decisions through real-world case studies. We will examine scenarios in which different AI paradigms were chosen, discuss the factors that influenced those decisions, and outline the process for evaluating needs, constraints, and outcomes. From assessing data availability and team expertise to balancing cost and scalability, you'll gain insights into the critical considerations that guide the selection process. By the end of this session, you’ll have a clear process for determining whether machine learning, LLMs, or copilots are best suited to your AI challenges and understand the resources and strategies needed to bring your chosen solution to life. This talk is ideal for decision-makers, technical leads, and innovators seeking to demystify AI implementation and maximize the impact of their investments.

**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

**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