Data Mining

**TAMI Hacking Nights** \- join TAMI CTF team and practice challenges and CTFs with us \- share your knowledge about ethical hacking techniques and tools \- bring some device to reverse engineer it and explore how it works \- propose a bug bounty program to work on together \- just watch and learn from others The meetings are informal and open to all levels - from total beginners to hardcore CTF veterans. Join our HackaTAMI Telegram channel ([https://t.me/+KAXY_iPcPlpmZTRk](https://t.me/+KAXY_iPcPlpmZTRk)) to discuss what we will do this Tuesday and come to TAMI. ========== TAMI wiki: [https://telavivmakers.org](https://telavivmakers.org) TAMI main Telegram channel: [https://t.me/+0t5M0-jK9iIwZmM8](https://t.me/+0t5M0-jK9iIwZmM8)

## Details Hi everyone, ⚠️ You need to join the Whatssapp community and get a confirmation on WhatssApp that there are still spots available in order to be able to attend. You can join the chess community here by filling the form: https://chessbarisrael.com/#join-us The next edition tournament will take place on **Tuesday.** 📍 **Where:** Masaryk Wine & Flowers, **80 King George St, Tel Aviv** 📅 **When:** 6:15 PM - 8:30 PM ♟️ **Format:** 5 rounds of 8+2 (Rapid) OR Meet & Play (depends on which Tuesday) 🥇 **Prizes:** * **Top Winners:** bottles of wine * **Best Under 1500/800:** 1 hour of private chess lesson * **Sandwich for a randomly picked player** ✨ **How does it work?** This is a friendly, unofficial event (not reported to FIDE) and part of a **bi-weekly series of tournaments** held in bars around Tel Aviv. ⚠️ There is an entrance fee for the event including the first free drink and prizes! **Spots are limited!** ⚠️ You need to join the Whatssapp community and get a confirmation on WhatssApp that there are still spots available in order to be able to attend. Olivier 🎉

**Pixellot AI Arena** *Capturing the Hero Moments* **AI in Product Teams** **With Ronen Lago, PSG** 17/2/2026 11:00 – 13:30 A series of events bringing thought leaders, innovators, and techies together to exchange ideas and formulate the future. LANDMARK A1 – Ha’arba’a 13, Tel Aviv - Floor 27th

Come every third Tuesday of the month, install [Kali ](https://www.kali.org/get-kali/#kali-live)and last [Debian stable release](https://cdimage.debian.org/debian-cd/current/amd64/iso-cd/debian-13.1.0-amd64-netinst.iso), and meet the HackTAMI squad. The workshop is intended to those who want to become [Free ](https://en.wikipedia.org/wiki/Free_software)Linux advanced users and take most of the juice of their computers. The installation will be performed with a separate /home directory to make it coexist with other OS. A 50₪ donation to TAMI will be welcomed. בואו כל יום שלישי בשבוע השלישי של כל חודש והתקינו את [קלי](https://www.kali.org/get-kali/#kali-live) ואת[ גרסה יציבה של](https://cdimage.debian.org/debian-cd/current/amd64/iso-cd/debian-13.1.0-amd64-netinst.iso)[ דביאן](https://cdimage.debian.org/debian-cd/current/amd64/iso-cd/debian-13.1.0-amd64-netinst.iso "https://cdimage.debian.org/debian-cd/current/amd64/iso-cd/debian-13.1.0-amd64-netinst.iso"). הסדנה מיועדת למי שרוצה להפוך למשתמשים מתקדמים של לינוקס [חופשי ](https://en.wikipedia.org/wiki/Free_software)ולנצל את רוב התועלת של המחשבים שלהם. ההתקנה תתבצע עם תקייה /home נפרדת כדי לאפשר לעבוד עם מערכות הפעלה אחרות. תרומה של 50₪ לתאמי תתקבל בברכה.

וזמנים/ות לסדנת חשיפה לנגרות בשני מפגשים - ספסל מעץ. בסדנה נקבל הצצה לעולם הנגרות, נכיר מושגי בסיס, נבנה ספסל בעצמכם ונעצב אותו בחיתוך לייזר. למבוגרים ונוער (16+). עלותעלות השתתפות: ₪320 ליחיד/ה, ₪450 לזוג (לתושבי יהוד: ₪240 ליחיד/ה, ₪340 לזוג) שימו לב: לא מספיק להרשם במיטאפ יש להרשם גם בקישור הבא [https://link.makelab.org.il/wooden-bench](https://link.makelab.org.il/wooden-bench)

***\*\*To register for the meetup, please register via Luma using the link below\*\**** Register via Luma -> [https://luma.com/1vzetmmg](https://luma.com/qxaze4a6) 18:00 - Mingling 🎉, SWAG 🎁, pizza 🍕, and beers 🍻 18:30 - lectures 19:50 - Give a way one Node.TLV 20025 ticket 🎉 # [Daniel Clayborough](https://www.linkedin.com/in/daniel-clayborough-894496103/overlay/about-this-profile/?lipi=urn%3Ali%3Apage%3Ad_flagship3_profile_view_base%3BVog6gDcMRzqVPME9ZEkz1w%3D%3D) \| **Frontend Team/Tech Lead at Agora** \| Standardizing Large JS Codebases in the AI Era # ​\*\*[Ariel Shulman](https://www.linkedin.com/in/ariel-shulman/overlay/about-this-profile/) \|\*\* Software Engineer at Factify \| **Postgres Beyond the Rows** ​You’re likely underutilizing the most powerful piece of your infrastructure. ​While most devs treat Postgres as a reliable container for rows and columns, it’s actually a sophisticated engine capable of handling complex data challenges. ​From mastering deep, nested hierarchies with lightning-fast traversal to image deduplication and similarity search at scale (no vectors!). ​In this session we will move beyond standard queries to show how built-in indexing and specialized data types can replace external microservices, and simplify your stack. Come see why the most powerful tool in your stack is likely the one you’re already running. ## ​\*\*[Nadav (Kremer) Beker](https://www.linkedin.com/in/nadav-kremer/overlay/about-this-profile/) \|\*\* Tech Lead at **Finonex**\| **How Observability Killed My Performance** ​Logs, traces, metrics, correlation IDs — observability promises clarity when systems get complex. But in Node.js, these tools are not free, and used without care they can become a serious performance bottleneck. In this talk, I’ll share real-world lessons from production Node.js systems where adding observability actually degraded performance. We’ll look at the hidden costs of logging, async logging, AsyncLocalStorage, distributed tracing, and high-cardinality metrics — and why these issues often only appear under real load. ​ ​-------------- Kindly be informed that attendance at the meetup is on a first-come, first-served basis until capacity is reached. Although a place has been reserved for you (after click on attend button), please note that it **does not guarantee your spot.**

**Join Us for the next Israel LLVM Meetup!** We’re thrilled to invite you to an exciting evening, where we’ll dive deep into cutting-edge compiler technologies and hardware-aware optimizations. This meetup brings together the LLVM community for insightful talks, networking, and discussions on the future of compiler infrastructure. Expect a diverse lineup of sessions covering Triton, MLIR, and LLVM optimizations powered by hardware metrics — perfect for compiler developers, performance engineers, and anyone passionate about high-performance computing. 📅 **Date & Time** **February 18th, 2026** • **17:00** – Arrival & Networking • **17:30** – Talks Begin • **19:00** – Wrap-up 📍 **Venue** [Jem’s Hertzliya](https://share.google/5taousLhsVfY7ox0r) 🎤 **Speakers & Topics** **• Jonathan Cohen - Compiler Engineering Manager - Apple** Title: “Supercharging Compiler Optimization Remarks with Hardware Metrics” Abstract: This session demonstrates how to turn hardware counters with compiler optimization remarks into performance wins. It combines performance analysis metrics with enriched Optimization Remarks to debug and mitigate performance bottlenecks - a challenging task for compiler developers or performance engineers. **• Michael Zuckerman - AI SW Engineering Manager – Majestic Labs AI** Title: “Triton for RISC-V: Bridging PyTorch to RISCV with MLIR & LLVM” Abstract: Triton is a powerful open-source programming model originally developed to generate highly optimized GPU kernels for deep learning workloads. In this talk, I present an extension of Triton to target the RISC-V vector architecture, using MLIR and the LLVM toolchain as the compilation backbone. This work creates a practical bridge between modern PyTorch-based machine learning frameworks and emerging RISC-V hardware platforms, enabling efficient and portable execution of AI workloads beyond traditional GPUs. The proposed integration allows PyTorch models to be lowered end-to-end into RISC-V vector instructions, leveraging open compiler infrastructure to significantly reduce the effort required to enable new hardware targets. I will show how Triton kernels, TorchDynamo graph capture, TorchInductor scheduling, and MLIR/LLVM code generation were aligned into a unified backend that supports rapid bring-up, iterative optimization, and transparent performance tuning. This talk demonstrates how an open, modular compiler stack can accelerate the adoption of flexible hardware architectures in machine learning, while preserving high performance and developer productivity.

Embedded Israel and RISC-V International are happy to invite you to a joint event, this February in Bar-Ilan university. Agenda: 16:30 - 17:00 Networking 17:00 - 17:30 RISC-V Overview 17:30 - 18:00 RISC-V at Speedata 18:00 - 18:30 RISC-V at NVIDIA - Elad Perez & Adi Maymon 18:30 - 19:00 Tesla RISC-V Chip and other Automotive/HPC/AI RISC-V solutions 19:00 - 20:00 Pizza & Beer (Thanks to Synopsys) To attend the event you have to also register here: [https://community.riscv.org/e/mrf3fe/](https://community.riscv.org/e/mrf3fe/)

\#\# בנה מחשב משלך בלי לקנות כלום\! \*\*רוצה לחסוך כסף ולבנות מחשב משלך?\*\* \*\*הצטרף לקורס בנית/הרכבת מחשבים ייחודי מבוסס על שימוש בזבל דיגיטלי ותוכנה חופשית!\*\* \*\*מה תקבלו?\*\* \* \*\*מחשב ניח שלם, פעיל ועובד\*\* שתיקחו הביתה בסוף הקורס. \* ידע שלם בבניית, הרכבת, התקנת והפעלת מערת הפעלה גניו/ לינוקס תוכנות מחשב \*\*מאפס\*\*. \* \*\*כלים ושיטות\*\* שיאפשרו לכם לתחזק ולתקן את המחשב שלכם בעתיד \*\*בלי צורך לקנות כלום\*\*. \* \*\*הדרכה מקיפה\*\* כיצד להשיג חלקים במחירים זולים או בחינם. \* \*\*קורס מותאם לכל אחד\*\*, ללא צורך בידע קודם. \*\*משך הקורס:\*\*עד 4 מפגשים שתאריכם כבעים במפגש הראשון. \*\*עלות:\*\* 300₪ ! כתרומה Build Your Own Computer Without Buying Anything! Want to save money and build your own computer? Join our unique computer building/assembly course based on the use of digital waste and free software! What will you get? A complete working desktop computer that you will take home at the end of the course. All the needed knowledge of building, assembling, installing, and running GNU/ Linux computer software from scratch. Tools and methods that will allow you to maintain and repair your computer in the future without having to buy anything. Comprehensive guidance on how to obtain parts at low prices or for free. A course tailored for everyone, with no prior knowledge required. Course duration: up to 4 sessions. Dates are decided according to your prefernces. Cost: 300₪! As a donation to TAMI.

We’re excited to invite you to a special Angular TLV Meetup featuring Angular Team updates and more. 📅 Date: February 18, 2026 🕕 Time: 6:00 PM 📍 Location: Palo Alto Networks Offices Yigal Alon St 94a, Tel Aviv, 6789155 Floor 12 🎟️ Free! 🎤 Talks & Speakers 18:00 – Gathering & Snacks 18:30 – 19:00: Angular Team Updates – Web Codegen ScorerEliran Eliassy – CEO & Founder\, E\-SQUARE\.io \| Google Developer Expert \(GDE\) 19:00 – 19:30: "It’s Not You, It’s the Library" – Escaping the Black Box TrapTal Bare – Senior Engineer, Palo Alto NetworksShoval Harel – Senior Engineer, Palo Alto Networks 19:30 – 19:45: Break 19:45 – 20:15: "Why Don't You Get It?" – Why Genius Agents Fail at Basic Web Tasks Lion Levy – Senior Engineer, Palo Alto Networks Hosted with our partners: E-SQUARE.io, Palo Alto Networks, and GDG 🤝 🔗 PLEASE FILL OUT THE FORM BELOWhttps://forms.gle/zwzCiH8iGVTr4Qtd7 Seats are limited, and pre-registration is required. Agenda *** Hosted By Eliran Eliassy, GDG Organizer Shahar Kazaz, GDG Co-Organizer Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-tel-aviv-presents-angular-tlv-february-2026-meetup/.

**ערב יזמים ממוקד \- גיוס הון \| מענקים \| ייעוץ עומק** אנחנו מזמינים אתכם לערב ייחודי ואינטימי אצלנו במשרדים, המיועד ליזמים וחברות שנמצאים לקראת או במהלך סבב גיוס, ובנקודת החלטה אמיתית לגבי עבודה מול משקיעים ו/או הגשת מענקים. זה לא ערב של הרצאות ארוכות. זה לא נטוורקינג כללי. זה ערב שנועד לעשות סדר בבלגן, להבין את ההלימה בין גיוס הון, מענקים וייעוץ ולבחור מסלול אחד נכון שמתאים לשלב שבו החברה נמצאת. הערב מתקיים בשיתוף פעולה בין: **• Nexus Club – חיבורים ממוקדים בין יזמים למשקיעים וליווי בצמתי גיוס** **• Impactory – ייעוץ והובלה מקצועית להגשת מענקים מול רשות החדשנות** ### מה בתוכנית? ▪️ נטוורקינג פתיחה ממוקד – יזמים בשלב דומה ▪️ הרצאות קצרות (15 דק’ כל אחת): – איך באמת מאיצים תהליך גיוס הון ממשקיעים – האתגרים האמיתיים בקבלת מענקים ומה נדרש בפועל ▪️ ייעוץ עומק ממוקד לאחר ההרצאות: מפגשי ייעוץ קצרים עם מומחים בחדרים ייעודיים: – גיוס הון ממשקיעים וקרנות – מענקים ותהליכי תמיכה בשולחנות עגולים עם יזמים בשלב דומה לשלכם 📌 הרישום לייעוץ מתבצע במקום – לפי סדר הגעה. ### למי זה מתאים? • חברות עם מוצר לאחר הוכחת היתכנות • ותק של שנה לפחות • חברות לקראת / במהלך סבב גיוס • חברות ששוקלות או נמצאות בתהליך הגשת מענקים ⚠️ מספר המקומות מוגבל – כדי לאפשר שיח איכותי, ייעוץ אמיתי וערך מעשי יש למלא את השאלון: [https://forms.gle/5Kr4EPuMWo1fsSWA8](https://forms.gle/5Kr4EPuMWo1fsSWA8) ## **\*\*English\*\*** **Focused Founders Evening** **Fundraising \| Grants \| Strategic Advisory** **We invite you to a unique, intimate evening at our offices, designed for founders and companies who are preparing for or already in a fundraising round, and are facing real decisions around working with investors and/or applying for grants.** **This is not a long-lecture event.** **This is not general networking.** **This is a focused evening created to cut through the noise, understand how fundraising, grants, and advisory should align, and choose one clear, stage-appropriate path forward.** **The event is held in collaboration with:** **• Nexus Club – curated founder–investor connections and fundraising guidance** **• Impactory – professional advisory and execution for grants with the Israel Innovation Authority** ### **Agenda** **▪️ Focused opening networking – founders at similar stages** **▪️ Short talks (15 minutes each):** **– How to truly accelerate a fundraising process** **– The real challenges of securing grants and what it actually takes** **▪️ Post-talk focused advisory sessions:** **Short consultations with experts in dedicated rooms:** **– Fundraising from investors and funds** **– Grants and support programs** **Roundtable discussions with founders at a similar stage** **📌 Advisory sessions are booked on-site, based on availability.** ### **Who should attend?** **• Companies with a product after proof of feasibility** **• At least one year of operation** **• Companies preparing for or currently raising a round** **• Companies considering or applying for grants** **⚠️ Attendance is limited to ensure meaningful discussion, hands-on guidance, and real value. Pre-registration is required and subject to approval - [https://forms.gle/YfSHTTieymnhg9u67 ](https://forms.gle/YfSHTTieymnhg9u67)**

במהלך המפגש כל אחת ואחד מהחברים והאורחים מציגים את עצמם , לפני אחרי מתקיים מינגלינג להכרות ובסיום ארוחת בוקר בכל מפגש יש הרצאה של 10 דקות בתחום מקצועי אחר המפגש מתקיים בבית קפה צבעים בפארק בכבר סבא עלות 60 ש"ח אפשר לפנות אלי יורם במייל yoramze@gmail.com 0547333081 בקבוצה 23 חברים קבעים שמגיעים לכל מפגש מתחומים שונים: עורכי דין, תחום הבניה והעיצוב , ייעוץ עסקי, שירותים לבית,ראיית חשבון , ביטוחת משכנאות , שייוק ומכירות , משרד חקירות , סון עריכת פטנטים , ארגון טוילוים לחו"ל ,נדל"ן ,מחשבים לרשמת חברי הקבוצה https://bni.co.il/%D7%A9%D7%A8%D7%95%D7%9F-%D7%A8%D7%95%D7%9D-%D7%94%D7%A9%D7%A8%D7%95%D7%9F/iw/memberlist

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)

**Abstract:** The Advanced Photon Source (APS) is an X-ray light source at Argonne National Laboratory where researchers perform imaging, diffraction and spectroscopy experiments at 68 specialized beamlines. APS recently completed a major upgrade that made it the brightest synchrotron in the world and upgraded many of the beamlines to take advantage of the dramatically brighter, more coherent beam. These new capabilities are increasing the facility’s raw data production from <10 PB/year before the upgrade to >100 PB/year once all instruments are back online. To meet this data challenge, the APS Beamline Data Pipeline project team is partnering with beamline staff to develop and deploy science data pipelines that use a common set of open-source software tools (many written in Python) to link instruments with the Polaris supercomputer at the Argonne Leadership Computing Facility (ALCF) for data processing. This talk will describe the APS data systems, our file-based and streaming pipeline templates, and some of the open-source software we use to extract scientific insights from beamline data. **Audience Takeaway:** Open source Python data acquisition and analysis tools are ubiquitous at the APS. Many of the packages that are mentioned can be found at [https://github.com/AdvancedPhotonSource](https://github.com/AdvancedPhotonSource). This is a *hybrid* event. To attend online, join us on Zoom here at 6pm: [https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1](https://numfocus-org.zoom.us/j/89399976851?pwd=UEgMUZXdYmKdK1x1dIPL6hwUYnp7NW.1) **Sponsor**: Grainger will provide the meeting site, as well as snacks for the onsite participants. * **Address:** 222 W Merchandise Mart Plaza, 18th Floor, Chicago, IL 60654 * **Grainger's Overview:** W.W. Grainger, Inc., is a leading broadline distributor with over $17 billion in revenue. At Grainger, We Keep the World Working® by serving more than 4.5 million customers worldwide with maintenance, repair, and operating (MRO) products and services delivered through innovative technology and deep customer relationships. Our machine learning team builds broadly across search, recommendations, product matching, computer vision, and generative AI. * **Logistics**: To access the Grainger office, we require **first and last names** of those who RSVP'd by **Feb 11**. Please take the main elevators at the center of the Mart. Attendees will then present their **IDs** when they arrive at the front desk on the 18th floor.

**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

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.

Google is leading the AI revolution—don't miss your chance to stay ahead of the curve. Join GDG Cloud Indy for an immersive session where we bridge the gap between AI experimentation and enterprise production. We are thrilled to feature two expert-led deep dives into the Google AI ecosystem, designed for Cloud Architects, Developers, and AI enthusiasts alike. **The Lineup:** **11:00 AM \|** **Getting Started with Google Gemini** Speaker: Vaidehi S. Tripathi\*\*,\*\* Cloud Advisor, GDE, GDG Organizer (Cloud Indy) Focus: A walk-through of Gemini and multimodal models to boost daily productivity. **11:30 AM \|** **Google AI Studio vs. Vertex AI: The Path to GenAI** Speaker: Olga Scrivner, PhD, Google Cloud & GenAI Leader, WTM Ambassador, IEEE Humanitarian Tech Chair (Indy) Focus: Navigating the journey from rapid prototyping in AI Studio to production-ready deployments in Vertex AI. **The Perks:** 🎁 Exclusive GDG Swag for attendees! 🍕 Pizza & Soft Drinks (for in-person guests). 🤝 Networking & Q&A with local industry leaders. **Meeting Link:** meet.google.com/wia-ygtn-fmc Also, Check our Meetup page at https://www.meetup.com/gdgcloudindy/ See you there! This is a hybrid event. Join the event virtually at: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/ or in person at: Zionsville Town Hall - 1100 West Oak Street Zionsville, 46077 *** *** **About the Speakers :** **Olga Scrivner -** PhD\*\*,\*\* a certified Google Cloud and GenAI Leader, IEEE Humanitarian Technologies Chair (Central Indiana), and Women Tech Makers Ambassador In this talk, we’ll walk through Google’s primary generative AI platforms: **Google AI Studio** and **Vertex AI**. We’ll explore what each tool is designed for and how developers typically begin their journey with Google’s AI ecosystem. Using **Google AI Studio**, we’ll demonstrate how you can experiment with Google’s **Gemini models** to create and test ideas, from text generation to image and video creation. We’ll also discuss how these early experiments can later connect to **Vertex AI** for production use cases. **Vaidehi Tripathi** \- Elevance Health \(Cloud Advisor\) Founder and Organizer GDG Cloud Indy. Google Developer Expert-GDE. Vaidehi is a Cloud Advisor at Elevance Health (Formally Anthem) and before that worked as Solution Architecture Manager in Accenture focused on designing solution based on Google Cloud Platform. Vaidehi is a Google certified Architect, Data, Network, Security, Developer, DevOps and Machine Learning Engineer. **Hosted By :** Vaidehi Tripathi, GDG Organizer Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-indy-presents-level-up-your-ai-game-with-google-gemini/.

**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