Machine Intelligence

For Chapter 20 of The Milan Playground, we’re switching things up with an Arcade Night. Join us for a fun and energetic Saturday evening filled with friendly competition, laughs, and a bit of playful rivalry. Whether you’re aiming for strikes or just trying to keep the ball out of the gutter, this night is all about enjoying the moment together. Between bowling rounds, we’ll explore the arcade machines, challenge each other, and see who walks away with the bragging rights. 📅 **Date**: Saturday, 21 February 2026 📍 **Location**: Bowling dei fiori, Via Privata Renzo e Lucia 4, 20142 Milan, Italy ⏰ **Time**: 6:00 PM to 8:00 PM (officially). Bowling starts at 6:30 PM. You’re welcome to stick around and keep the fun going after 8 PM if you’d like—the games don’t have to stop when the clock does! 💰 **Cost**: • Bowling: €9 per person • Laser Tag: €12 per person (20 minutes) • Other arcade games can be paid for directly at the machines. **No prepayment required**—just pay at the venue for what you join in on. No experience needed. No pressure. Just a great social night out. RSVP to join Chapter 20 of The Milan Playground. Let’s roll into another fun chapter. 🎳✨

La Val Brinzina si trova all’interno del Parco Regionale Campo dei Fiori, nel Varesotto, ed è nota per sentieri escursionistici ricchi di vegetazione e boschi. **PROGRAMMA** Ore 11 Ritrovo presso Il Bar Al Semaforo, Via Robarello, 42, 21100 Varese VA Ore 11.15 Partenza per percorso Ore 12.45 circa arrivo – tempo libero e Pranzo (al sacco o organizzandosi presso Strutture del posto) Ore 14.30/15 circa rientro Livello Medio Facile – 1.20 h circa e 4,5 km di camminata a tratta, circa 150 mt di dislivello, non necessita di attrezzature o abbigliamento particolari, portarsi sempre cibo e acqua “tappafame”, scarpe trekking. **N.B.1** La località di partenza della camminata viene raggiunta autonomamente (auto, bus, treno ecc.) o in car pooling mettendosi d’accordo con gli altri partecipanti nel gruppo chiuso Facebook e/o Telegram riservato agli associati (richiedi l’accesso appena in possesso della tessera associativa). **N.B.2** Il "Parteciperò" di Meetup per noi non fa testo. Meetup è solo pagina di pubblicazione evento e per avere un'idea. Una volta associati seguire indicazioni per adesione "ufficiale" evento. **COSTI E MODALITA’ DI PARTECIPAZIONE – MAX 45 POSTI DISPONIBILI** Evento riservato ai soci Gitup ENAC. Gratuito per gli associati 2026, **[richiedi il biglietto di partecipazione qui](http://www.gitup.it/iscrizione-eventi/)** (Adesioni aperte dal Martedì precedente l’uscita) Non sei associato o devi rinnovare il tesseramento? È necessaria la Tessera associativa, **[richiedila qui](http://www.gitup.it/iscrizione/)** In caso di Maltempo l’uscita può essere annullata ed i partecipanti verranno avvisati sui gruppi dedicati e tramite aggiornamento di questa pagina. **P.S.** Vi ricordiamo che GitUp non è agenzia viaggi ma un’associazione no profit che cerca di aggregare persone per passare momenti di piacevole condivisione. [www.gitup.it](http://www.gitup.it/) [https://www.facebook.com/gitupassociazione](https://www.facebook.com/gitupassociazione)

**Unisciti a noi per dedicare una giornata a imparare e sperimentare con Zig!** Zig è un linguaggio di programmazione con una community in crescita. Ha una sintassi snella, performance incredibili ed è estremamente versatile. Se non lo conosci, questo evento è l’occasione ideale per iniziare a impararlo! Se invece già conosci Zig, potrai condividere il tuo progetto con altri e avrai la possibilità di aiutare altri programmatori a capire perché e come usare Zig. Non ci sono vincoli particolari per questa giornata: l’unico obiettivo è creare qualcosa di magico con Zig. **Agenda** 09:00 – 09:30 Accoglienza, introduzione informale e setup progetti 09:30 – 12:45 Sessioni Hands-On 12:45 – 14:15 Pausa pranzo 14:15 – 17:30 Sessioni Hands-On 17:30 - 18:00 Show & Tell **Attività extra** **Colazione @ Napoli Bakery** Il corpo principale dello Zig Day inizia alle 9:00. Per chi può e vuole arrivare a Seregno al massimo per le 8:10 (maggiori dettagli nella sezione "Come arrivare a Seregno"), potete unirvi a me da Napoli Bakery ([https://maps.app.goo.gl/PwLuW3pXqPhUa9xK7](https://maps.app.goo.gl/PwLuW3pXqPhUa9xK7)). I miei consigli: * Coda d'aragosta (crema chantilly) * Zeppola di San Giuseppe (crema pasticcera) * Cornetto ischitano (ripieno a piacere) Dopo colazione, raggiungeremo a piedi il luogo dell'evento. **Pranzo @ Pane e Olio + Gelato @ Albero dei Gelati** Seregno offre diverse alternative, ma il gruppo principale pranzerà da Pane e Olio ([https://maps.app.goo.gl/oWBU5XRsHffcBrb8A](https://maps.app.goo.gl/oWBU5XRsHffcBrb8A)). Dopo pranzo, se il tempo è bello e ne abbiamo voglia, possiamo fare due passi fino all'Albero dei Gelati ([https://maps.app.goo.gl/QmpGpzv34bp7joEv8](https://maps.app.goo.gl/QmpGpzv34bp7joEv8)) per un gelato, e poi tornare indietro. **Cena e oltre** Non ho ancora scelto un ristorante specifico, ma ovviamente possiamo cenare insieme. Dopo cena possiamo fare un salto all'Old Station Pub ([https://maps.app.goo.gl/Fdrb7kU5B8tfXTBP9](https://maps.app.goo.gl/Fdrb7kU5B8tfXTBP9)) per un paio di birre. Un vantaggio dell'Old Station Pub è che si trova proprio accanto alla stazione ferroviaria: se avete intenzione di tornare in treno, potete restare fino alle 23:00 circa. Lo stesso vale per i parcheggi (vedi sezione successiva), entrambi i luoghi consigliati sono lì accanto. E se volete prendervela comoda e dormire a Seregno, anche il Biffi Hotel ([https://maps.app.goo.gl/vWeidrxkiKP342gSA](https://maps.app.goo.gl/vWeidrxkiKP342gSA)) si trova proprio vicino al pub. **Come arrivare a Seregno** Parcheggi consigliati: * [https://maps.app.goo.gl/ppiKJ4pvR2LJkoGH8](https://maps.app.goo.gl/ppiKJ4pvR2LJkoGH8) (gratuito, all'aperto) * [https://maps.app.goo.gl/zFaSis5cU7PEMxgC6](https://maps.app.goo.gl/zFaSis5cU7PEMxgC6) (a pagamento, al coperto) ***Treni*** Se venite da Milano: * RegioExpress da Milano Centrale (consigliato, ogni ora al minuto :43, durata 25 min) * S11 da Porta Garibaldi (ogni ora ai minuti :08 e :38, durata 35 min) * S9 da Lambrate (ogni ora ai minuti :26 e :56, durata 35 min) Seregno si trova nella zona tariffaria Mi6 (Ring 6), quindi avrete bisogno di un biglietto che copra le zone 1-6. Se prendete il RE delle 7:43 da Centrale, sarete a Seregno perfettamente in tempo per la colazione da Napoli Bakery :^) Se avete domande sulla logistica, non esitate a contattarmi (@kristoff) sul gruppo Telegram Zig Italia ([https://t.me/ziglang_it](https://t.me/ziglang_it)) o via email (loris@zig.day).

**Are you ready for the Milano–Cortina Winter Olympics? We’re not.** **That’s why we’ve created our very own Ostello Bello "Olympic" Games: a glorious display of questionable athletic skills and high-level nonsense.** While the "other" guys are busy with the official **Milano-Cortina 2026** ceremonies, we’re bringing the real "action" to the streets of Milan. From February 6th, we aren't gathering to break world records; we’re gathering to break the laws of physics. This isn’t about the podium; it’s about the survival of the chillest. Get your "winter" gear ready, because we’re about to prove that being an elite athlete is 10% talent and 90% just showing up for the vibes. **The Incentive:** Every participant gets a **shot**. The "legends" who actually win take home an **Ostello Bello T-shirt or a Drink**. ## The Disciplines: Official "Technical" Standards Every day from **7 PM to 9 PM**, our "athletes" will face a rotating schedule of these elite winter disciplines: ### 1\. Air Hockey: The Wrist\-Flick Battle A high-speed duel where the only thing frozen is your gaze on the puck. * **The Goal:** Smash the plastic disc into the hole. * **Requirement:** Move your hand faster than your brain can process and celebrate every point like you’ve just secured a gold medal. ### 2\. Boxing\-Glove Beer Pong: The Clumsy Champion Challenge We took a classic and made it impossible by adding the "Yeti factor." * **The Twist:** You have to play wearing massive, padded boxing gloves. * **The Challenge:** Gripping a tiny ball with giant hands is the ultimate test of patience. Success here is statistically unlikely and basically a miracle. ### 3\. DIY Curling: The Professional Slide The most serious-looking sport in our program. We’ve replaced expensive stones with pots and ice with felt pads, but the tension is real. * **The Setup:** A "House" (target) taped on the floor and a "Hog Line" for the release. * **The Action:** Launch the pot while your teammates run alongside it with brooms, screaming *"Hurry! Hard!"* just like in the real tournaments. * **The Score:** Closest pot to the center wins. Clean floors are a bonus. ### BONUS DAY: The "Wildcard" Game The discipline is a mystery. Our local legends will choose the challenge. Expect the unexpected: and probably more shots. **AND REPEAT.** **See you at the starting line (the bar) on the 6th. May the chillest win.** ⋯⋯⋯ Ostello Bello Milano Duomo - Via Medici 4, Milano 🎫 Posti limitati. - Ingresso gratuito tramite registrazione Ti ricordiamo che nel corso dell’evento potranno essere effettuate delle riprese di immagini fotografiche e audio-video con diritti di utilizzo ad uso esclusivo del locale. www.ostellobello.com https://www.instagram.com/ostellobello.milanoduomo/

**Sab 21 Feb 2026** **TREK IN PIEMONTE. LA MONTAGNA SOPRA ALAGNA VALSESIA 1545 m (VC)** \- Lunghezza: 11 km \- Dislivello: 560 m \- Difficoltà: Media \- Pranzo al rifugio 20\-25€\. Il trek è in prov. di Vercelli, a 140 km da Milano. Iscrizione [https://t.me/TrekMI/80892](https://t.me/TrekMI/80892) Youtube https://youtu.be/cF1jmSJFReA **LUOGO DI RITROVO** Per sapere il luogo di ritrovo, cliccare sul link Iscrizione. Si apre una chat Telegram che contiene tutte le informazioni. **GRATUITÀ** Tutti i trek sono gratuiti **CHI SIAMO** Ogni weekend portiamo in montagna 100 persone. Siamo la più grande associazione escursionista d'Italia [https://t.me/TrekMI](https://t.me/TrekMI) **COME RAGGIUNGERE LA FELICITÀ** con la filosofia TTP [https://t.me/TrekMI/79617](https://t.me/TrekMI/79617) .

Continua il nostro sabato adulto di Milano e dintorni con ricco buffet e musica commerciale a 360°. Tavolo riservato con posto a sedere, ingresso con prima consumazione e buffet 20€. Ampio parcheggio gratuito nei dintorni del locale. Consigliato per un età compresa tra 30 e 60 anni. Gradita la conferma ai nostri numeri Enrico 3930134920 melissa 3755058482

Looking to meet new people in Milan and experience one of the city’s most authentic traditions? On **Saturday, February 21**, join us for a special **Ambrosian Carnival Social Night** at **Rowing Milano**, right in the heart of the Navigli district — one of Milan’s most vibrant and international areas. This event is designed especially for **expats, international professionals, students, and globally minded locals** who want to connect in a relaxed, festive environment. *** ### 🌍 An International Social Experience The evening starts with an **aperitivo buffet**, giving you the perfect opportunity to mingle, network, and break the ice naturally. As the night progresses, the atmosphere shifts into a lively **DJ set & party**, where music, costumes, and Carnival energy bring everyone together. Whether you’ve just moved to Milan or have been here for years, this is the perfect setting to expand your circle in a fun and informal way. *** ### 💰 Entry – Milano Expat Guest List **€20 per person**, including: ✔ 1 drink ✔ Aperitivo buffet ✔ DJ set & party access Access is available with **Eventi Milano guest list reservation**. *** ### 🎭 Dress Code Ambrosian Carnival theme — masks and creative outfits are welcome. Participation in costume is encouraged, but not mandatory.

Casual and low-pressure, but we’re also here to improve our game. We rotate regularly, keep it fun, and bring good vibes while respecting the court and each other. We’ll set **balanced teams** before we start. Due to high demand, we play up to 5v5 max (not standard 4v4). **RSVPs close Saturday**. If it’s full, join the waitlist. I’ll message you if a spot opens. Final attendance + teams will be shared in the WhatsApp group. ✅ **RSVP only if you can commit**. **Details** * **Court:** Covered + heated * **Arrive:** 10 minutes early so we start on time * **Cost:** €10.50 per person (card ok; cash as backup) **Important (especially if you’re new)** * Join the WhatsApp group AND message **Ellie** to be added before game day (your spot is confirmed + you get updates). * If it fills up, we’ll prioritize **regular/active Volleyball 4All players** (fair for those who show up consistently). * **Be respectful:** arrive on time, rotate when asked, and bring a team-first attitude so everyone gets a solid run. 💛 **About WE NEED + (MORE) PPL** We’re building a community for adults **25–50** who enjoy real, low-pressure social time. Nothing formal, just show up as you are. **WhatsApp (updates + future games, go to "Volleyball 4All" group):** [https://chat.whatsapp.com/FYQt2RrO8VkEsOIJVGpiFW](https://chat.whatsapp.com/FYQt2RrO8VkEsOIJVGpiFW) **Meetup (events + RSVPs):** [https://www.meetup.com/we-need-ppl/](https://www.meetup.com/we-need-ppl/) Keywords: community building, meet new people, make friends, adult friends, introvert-friendly, welcoming group, locals & expats, newcomers in Milan, social meetup, low-pressure social time, Sunday plans, Milan/Milano, Navigli, Porta Venezia, Isola, social sports, recreational volleyball, indoor beach volleyball, mixed levels, beginners welcome, intermediate welcome, skill-building, practice and play.

**Are you ready for the Milano–Cortina Winter Olympics? We’re not.** **That’s why we’ve created our very own Ostello Bello "Olympic" Games: a glorious display of questionable athletic skills and high-level nonsense.** While the "other" guys are busy with the official **Milano-Cortina 2026** ceremonies, we’re bringing the real "action" to the streets of Milan. From February 6th, we aren't gathering to break world records; we’re gathering to break the laws of physics. This isn’t about the podium; it’s about the survival of the chillest. Get your "winter" gear ready, because we’re about to prove that being an elite athlete is 10% talent and 90% just showing up for the vibes. **The Incentive:** Every participant gets a **shot**. The "legends" who actually win take home an **Ostello Bello T-shirt or a Drink**. ## The Disciplines: Official "Technical" Standards Every day from **7 PM to 9 PM**, our "athletes" will face a rotating schedule of these elite winter disciplines: ### 1\. Air Hockey: The Wrist\-Flick Battle A high-speed duel where the only thing frozen is your gaze on the puck. * **The Goal:** Smash the plastic disc into the hole. * **Requirement:** Move your hand faster than your brain can process and celebrate every point like you’ve just secured a gold medal. ### 2\. Boxing\-Glove Beer Pong: The Clumsy Champion Challenge We took a classic and made it impossible by adding the "Yeti factor." * **The Twist:** You have to play wearing massive, padded boxing gloves. * **The Challenge:** Gripping a tiny ball with giant hands is the ultimate test of patience. Success here is statistically unlikely and basically a miracle. ### 3\. DIY Curling: The Professional Slide The most serious-looking sport in our program. We’ve replaced expensive stones with pots and ice with felt pads, but the tension is real. * **The Setup:** A "House" (target) taped on the floor and a "Hog Line" for the release. * **The Action:** Launch the pot while your teammates run alongside it with brooms, screaming *"Hurry! Hard!"* just like in the real tournaments. * **The Score:** Closest pot to the center wins. Clean floors are a bonus. ### BONUS DAY: The "Wildcard" Game The discipline is a mystery. Our local legends will choose the challenge. Expect the unexpected: and probably more shots. **AND REPEAT.** **See you at the starting line (the bar) on the 6th. May the chillest win.** ⋯⋯⋯ Ostello Bello Milano Duomo - Via Medici 4, Milano 🎫 Posti limitati. - Ingresso gratuito tramite registrazione Ti ricordiamo che nel corso dell’evento potranno essere effettuate delle riprese di immagini fotografiche e audio-video con diritti di utilizzo ad uso esclusivo del locale. www.ostellobello.com https://www.instagram.com/ostellobello.milanoduomo/

Immerse yourself in the world of matcha in this hands-on workshop, where you'll learn the traditional techniques of preparing and enjoying this vibrant green tea. You’ll explore matcha’s rich history, health benefits, and different grades, while mastering the art of whisking the perfect frothy bowl. Experience a mindful tea ritual and discover how to incorporate this superfood into modern recipes. Whether you’re a tea enthusiast or a curious beginner, this workshop offers a unique blend of culture, flavor, and relaxation. 🍵✨ **Les Amis** is a women-only community of friendly souls. We provide access to hundreds of experiences that explore your passions and connect you with other event participants. **Check our website to learn more, and apply to join our community and events**: [lesamis.cc/apply](https://www.lesamis.cc/apply)

**Dom 22 Feb 2026** **TREK SUL CONFINE ITALO SVIZZERO. MONTE GENEROSO 1704 m (CO)** \- Lunghezza: 13 km \- Dislivello: 700 m \- Difficoltà: Media \- Pranzo al sacco Il trek è in prov. di Como, a 80 km da Milano. Iscrizione [https://t.me/TrekMI/80929](https://t.me/TrekMI/80929) Youtube https://youtu.be/kncHlb2eQBE **LUOGO DI RITROVO** Per sapere il luogo di ritrovo, cliccare sul link Iscrizione. Si apre una chat Telegram che contiene tutte le informazioni. **GRATUITÀ** Tutti i trek sono gratuiti **CHI SIAMO** Ogni weekend portiamo in montagna 100 persone. Siamo la più grande associazione escursionista d'Italia [https://t.me/TrekMI](https://t.me/TrekMI) **COME RAGGIUNGERE LA FELICITÀ** con la filosofia TTP [https://t.me/TrekMI/79617](https://t.me/TrekMI/79617) .

Join Milan Expats & Locals for a fun evening of board games at Draft, a cozy pub located near the bolivar area. This event is a perfect opportunity to meet new people, have a great time and enjoy some good beers and food while playing games.
Bring your own favorite board game or play with our strategy games like Catan, Coup, Uno, Cards against Humanity and Magic The Gathering. Whether you're an experienced player or a newcomer, this event is open to everyone and there is no obligation to spend, the event is free and open to everyone. So come along, relax and have a great time playing board games with a friendly community of expats and locals from Milan.
We'll also be crowd-sourcing for more games in the future, so be sure to bring any suggestions.
RSVP now to secure your spot.
Looking forward to seeing you there!
IG: https://www.instagram.com/p/CotIwk1KR-P/
Whatsapp: https://chat.whatsapp.com/BUSBYLAmhxx0M8sfKobdex

Questa domenica facciamo un giro al Mercatone dell'Antiquariato sui Navigli, un allestimento che prende vita ogni ultima domenica del mese. Qui avremo modo di perderci tra bancarelle curiose e magari comprare qualcosa di interessante e introvabile! Sarà anche l'occasione perfetta per conoscere gente nuova, in quanto rimarremo a fare un aperitivo sul Naviglio, ormai luogo caratteristico della città per la vasta offerta di locali 🍹

**Dom 22 Feb 2026** **TREK IN PIEMONTE. SOLIVA DI VALDUGGIA da Gargallo 660 m (NO)** \- Lunghezza: 14 km \- Dislivello: 320 m \- Difficoltà: Medio facile \- Pranzo al sacco\. Il trek è a 76 km da Milano. Iscrizione [https://t.me/TrekMI/80908](https://t.me/TrekMI/80908) Youtube https://youtu.be/y23NGJYcofo **LUOGO DI RITROVO** Per sapere il luogo di ritrovo, cliccare sul link Iscrizione. Si apre una chat Telegram che contiene tutte le informazioni. **GRATUITÀ** Tutti i trek sono gratuiti **CHI SIAMO** Ogni weekend portiamo in montagna 100 persone. Siamo la più grande associazione escursionista d'Italia [https://t.me/TrekMI](https://t.me/TrekMI) **COME RAGGIUNGERE LA FELICITÀ** con la filosofia TTP [https://t.me/TrekMI/79617](https://t.me/TrekMI/79617) .

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!

**\*\*\*\* 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.

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.

**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