Data Engineering

For our February meetup, we're looking forward to welcoming Steven Spencer to talk us through a real-world implementation of Microsoft Fabric at the NHS Business Services Authority (NHSBSA) *\*\* Please only register if you are able to attend as the number of available places is limited \*\** **Fabric Implementation Journey at the NHS Business Services Authority (NHSBSA)** Two and a half years ago the Fabric platform was evaluated as part of an investigation to replace the legacy data platform in use by the NHS Business Services Authority. During this period a proof of concept was built based on one of our smaller datasets to test for suitability. The NHSBSA are now 18 months into the migration proper and look to complete during the coming year. This talk covers the journey, the highlights, the decisions and their reasoning, and the learning points discovered during the process. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:00 - Close **Venue** Tenth Revolution offices in London. Aldgate House, 33 Aldgate High St, London EC3N 1DL Please provide your first and last name when registering for the event, as this is provided to building security to allow you entrance into the venue.

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. We are excited to partner with Coder for a special edition of our AI Meetup in February, focusing on AI governance and compliance for developers. AI is already part of how developers work: Coding assistants. Autonomous agents. Background tasks. PR reviews. But in most companies, AI usage is either completely ungoverned or quietly blocked. This meetup is for developers who want to understand what AI governance actually means in practice, without turning their workflow into a compliance nightmare. We’ll focus on how teams are introducing guardrails that protect source code, credentials, and infrastructure while still letting developers move fast. No policy decks. No buzzwords. Just real examples of how AI agents are being used safely inside modern dev environments. **You’ll walk away with:** * \- A clear understanding of what AI governance actually means for developers\, not just security teams * \- Insight into why AI agents need different permissions than humans and where most teams get this wrong * \- Practical examples of how guardrails can speed teams up instead of slowing them down * \- A simple mental model you can apply whether you’re experimenting with AI locally or rolling it out across a team **Who this is for:** \- Beginner → intermediate software developers \- Platform engineers and DevOps folks supporting dev teams \- Anyone using \(or wanting to use\) AI tools beyond simple autocomplete **Agenda:** \* 6:00pm\~6:30pm: Checkin, Food and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer **Tech Talk: AI Governance for Developers** **Speaker:** Eric Paulsen, Field CTO, Coder **Abstract:** In this session, we will deep dive into AI governance for developers. We will explores the often-unseen risks developers face when using AI tools—from unintended data exposure to tool lock-in—and how teams can implement lightweight, developer-friendly governance. Learn how to build secure, standardized AI workflows that provide guardrails without slowing innovation, so you can ship with confidence. **Speakers/Topics:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910) for speakers and topics. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 20,000+ AI developers in London and 500K+ worldwide.

**Important:** Register on the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910)[ ](https://www.aicamp.ai/event/eventdetails/W2025110510)is required for admission. We are excited to partner with Coder for a special edition of our AI Meetup in February, focusing on AI governance and compliance for developers. AI is already part of how developers work: Coding assistants. Autonomous agents. Background tasks. PR reviews. But in most companies, AI usage is either completely ungoverned or quietly blocked. This meetup is for developers who want to understand what AI governance actually means in practice, without turning their workflow into a compliance nightmare. We’ll focus on how teams are introducing guardrails that protect source code, credentials, and infrastructure while still letting developers move fast. No policy decks. No buzzwords. Just real examples of how AI agents are being used safely inside modern dev environments. **You’ll walk away with:** * \- A clear understanding of what AI governance actually means for developers\, not just security teams * \- Insight into why AI agents need different permissions than humans and where most teams get this wrong * \- Practical examples of how guardrails can speed teams up instead of slowing them down * \- A simple mental model you can apply whether you’re experimenting with AI locally or rolling it out across a team **Who this is for:** \- Beginner → intermediate software developers \- Platform engineers and DevOps folks supporting dev teams \- Anyone using \(or wanting to use\) AI tools beyond simple autocomplete **Agenda:** \* 6:00pm\~6:30pm: Checkin, Food and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer **Tech Talk: AI Governance for Developers** **Speaker:** Eric Paulsen, Field CTO, Coder **Abstract:** In this session, we will deep dive into AI governance for developers. We will explores the often-unseen risks developers face when using AI tools—from unintended data exposure to tool lock-in—and how teams can implement lightweight, developer-friendly governance. Learn how to build secure, standardized AI workflows that provide guardrails without slowing innovation, so you can ship with confidence. **Speakers/Topics:** Check the [event website](https://www.aicamp.ai/event/eventdetails/W2026021910) for speakers and topics. If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: [Submit Topics](https://forms.gle/JkMt91CZRtoJBSFUA) **Sponsors:** We are actively seeking sponsors to support AI developers community. Whether it is by offering venue spaces, providing food, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 20,000+ AI developers in London and 500K+ worldwide.

NOTE: This meetup is more technical than our normal subjects! Everyone is welcome to join but the content will be designed for developers and engineering leaders. Shaping our future with AI. Creating opportunity through AI fluency, connection and community. No jargon. No hype. No confusing terminology. **Join us for our next in-person meetup in London on Thursday February 19th.** Our theme for this meetup is **AI Coding the right way.** We'll be joined by Daniel Jones (AI Consultant, re:cinq) who has taught over 100 developers how to get the most of AI tools. Then we welcome a panel of engineering leaders to discuss the lessons they have learned on getting the best from their teams with new tools! **Where and When?** * Thursday, February 19th * Doors open at 18:00 * Talks start at 19:00 * Tessl HQ, 210 Pentonville Rd, London N1 9JY, UK **Talk: Agentic Coding For 100 Developers** (Daniel Jones) How has a $3b Stockholm SaaS company transitioned 100 developers to AI-native development over a few weeks? Deejay shares how he helped Odevo with exactly this, but the answer might be more than you expect - it involves just as much discovery and psychology and it does training. Learn about the social and business pre-requisites for such a transformation, the syllabus that enables developers to use multi-agent workflows, and how 'one-and-done' training is insufficient for this type of behavioural change. **About Deejay:** Deejay is an AI Consultant at re:cinq, and has over a decade of experience in assisting organisations with tech transformation. He's been a developer, manager, entrepreneur, keynote speaker, father, bassist, martial arts instructor, games developer, and wearer of a rather silly moustache. **Expert Panel: Leading Dev Teams Through AI Adoptions** There are no right answers but there is certainly a lot of talk about when it comes to adopting AI coding tools in the right way. This expert panel will share the lessons they've learnt so far and what's working for their teams. * Norberto Lopes, VP Engineering, Incident.io * Corey Leigh Latislaw, Head of Engineering at JustEat Takeaway * Daniel Jones, AI Consultant, re:cinq **About Norberto** Norberto is focussed on the intersection of building technology and how humans behave and work together. Currently VP Engineering at Incident.io, Norberto has enjoyed a varied career from startups to large companies. Growing teams across IT, product delivery, security, data infrastructure, and infrastructure. Read Norberto's excellent blog here: [nlopes.dev](https://nlopes.dev/) **About Corey** Corey Leigh Latislaw is Head of Groceries and New Verticals at JustEat Takeaway and previously led AI adoption alongside her day job at Trainline and Kin + Carta. She believes the human capacity for creativity is key to thriving in the age of AI. **Code of Conduct** This event has a code of conduct that you can [review here.](https://aifortherestofus.live/code-of-conduct) **Providing Your Name and Email** To register for this event you'll be asked to provide your full name and email address. This is a requirement for building security so please provide your real name and email address. After the event you will be automatically subscribed to event updates from AI for the rest of us and AI Native Dev. You can unsubscribe at any time.

Hi Architects, Welcome to our the inaugural AWS London Well-Architected User Group Meetup!!! 🥳🥳🥳 The AWS London Well-Architected Meetup is the latest chapter in the most popular AWS Meetup group globally. At each meetup we covered off various pillars of AWS best-practice in detail including insights from industry leaders that specialise in the Well-Architected Framework. And a drones giveaway. We'll be announcing more speakers during the coming months but our speakers this month include: * **Are you Well-Architected? Will Lawrie - Business Development Manager @ AWS** * **Well-Architected as a Business Tool: Translating Pillars into Business Outcomes - James Harding, Technical CSM @ Green Custard** * **Understanding and Remediating Opportunities** **-** **Aoife Egan, Cloud Optimisation Solutions Architect II @ AWS** This month's menu will include: * Pizzas * Beer * Wine: Big and red 🤤 So come join us at 5:30 for a 6pm start, followed by beer, wine, pizza and friendly networking after our talks :-) \*\*\*NB: No entry to the building after 6pm. Photo ID required.\*\*\*

🏎️ **If you’re not automating yet… you probably are.** Be honest: how much of your job are you already secretly automating, and how much of it is just automation in disguise? In this session, **[Ellis Pratt](https://www.linkedin.com/in/ellispratt/)**, director of **[Cherryleaf](https://www.cherryleaf.com/)**, will take a clear, no-hype look at automation in technical communication. He’ll rewind to where things stood just over a year ago, then discuss what’s changed since. We’ll explore how automation shows up across the technical writing lifecycle, and common pitfalls that come with it. Finally, we’ll look ahead. What does increasing automation really mean for our careers as technical writers and documentarians? Join us for an honest, practical conversation about what to automate, what not to, and how to stay relevant as the tools keep changing. **📣 This event is aimed at technical writers and those working in closely related roles. The discussion will focus on automation and AI specifically in the context of technical documentation and technical content workflows.** **When:** Thursday 19 February, from 6.30pm **Where:** The Yellow Room @ Remark! 18 Leather Lane, EC1N 7SU **What:** 18.30 - 19.00 Arrival 19.00 - 19.45 Presentation 19.45 - 20.00 Short break 20.00 - 20.45 Presentation 20.45 - 21.30 Networking *All times are approximate.* **Photos:** Note that the organizers will take some photos for the WTD group.

**\*\*TO BOOK YOUR TICKETS GO HERE - [https://dateinadash.com/events/london/balham/speed-dating/19Feb2026-7638](https://dateinadash.com/events/london/balham/speed-dating/19Feb2026-7638)\*\*** Go on up to 15 mini dates at our exciting Thursday night Transgender Speed Dating event for ages 21-45 (age guide) at the Exhibit near Balham Station. This is London’s first and only speed dating event specifically for Transgender people and those genuinely interested in meeting them. Expect to meet a friendly, inclusive crowd at one of South West London’s most welcoming dating nights. This event is all about fun, safe, and respectful interactions with people looking to make genuine connections. Speed Dating kicks off at 8pm prompt, so please arrive 15–30 minutes early to allow time for registration. Late arrivals may unfortunately miss out on dates, as timing is essential for everyone to meet. Once all guests have arrived, your host will explain how the evening will unfold, and you will be provided with a scorecard and pen, or can use our mobile website. During the dating rounds, guests may be asked to sit or rotate according to the host’s instructions. Everyone will have the chance to meet a variety of men, women, and non-binary people during the evening. At the end of each date, mark whether you would like to see that person again. The event will finish around 9:30pm, but guests are welcome to stay, chat, and mingle afterward. The following day, we’ll contact you with the results, and you can communicate with anyone you’ve matched with through our website. Please be aware that speed dating places are limited, and the majority of our events do sell out, so please book early to avoid disappointment. If you have any queries about this event, please contact us at [enquiries@dateinadash.com](mailto:enquiries@dateinadash.com) or call our telephone bookings hotline on 0845 862 1448 (9am–5pm).

Bachata Sundays - Weekly Bachata dance classes for beginners/improvers, then social dancing at Park View Healthclub, Colindale. NOTE: Bachata Sensual will be taught, not Bachata Dominican. Ready to spice up your evenings with some Latin rhythm? Location: Park View Gym, 6 Heath Parade, Grahame Park Way, Colindale, London, NW9 5ZN, United Kingdom When: Every Sunday with class starting at 7pm Spaces are limited to 12 people maximum – 1st come, 1st served! Pricing: \> £15 per session for drop\-in\. \> £54 for 4 weeks block booking of group dance classes \(needs to be paid in advance\) \> Otherwise\, £160 for 8 weeks of group classes \+ 1 private class each week over the 8 weeks \(meaning 16 classes\) \> Get a further discount when you book as a couple\. Couple bookings includes one lead and one follower\. NOTE: Due to limited spaces, you must book and reserve your space ASAP. We do not advise on leaving it too late. What does a class involve? \> 55 minutes warm\-up and dance class \> 5 minutes of social dancing to practice what you learned\. This cosy setup means more personal attention and a great vibe – perfect for learning or improving your Bachata in a relaxed\, social setting\. To reserve your spot, contact Mau on: 07950268600, then make a payment via bank transfer to MR M MCPHERSON, 68649633, 09-01-28

**\*SIGN-UP ON LUMA\*** https://luma.com/u5kxljj6 Join us for a discussion of Rust in the Age of AI, with drinks and brunch! ​Following the [Rust Nation UK conference](https://www.rustnationuk.com/), [Fractile ](https://www.fractile.ai/)and [Red Badger](https://red-badger.com/) are excited to host a brunch discussion exploring how the Rust ecosystem is evolving to respond to rapid developments in Artificial Intelligence. ​We will be hosting a world-class panel discussion, with guest speakers: * ​[Jon Gjengset](https://www.youtube.com/c/JonGjengset) (Helsing) * ​[David Haig](https://www.linkedin.com/in/david-haig-9185957/) (Fractile) * ​[Stuart Harris ](https://www.linkedin.com/in/stuartharris4/)(Red Badger) * ​[Stephen Eckes](https://www.linkedin.com/in/stephan-eckes/) (ai-coustics) ​Afterwards, we will host a networking session with food and drink for attendees. ​**Date and Time:** Friday, February 20th, from 11 AM to 1 PM ​*About Fractile* ​Fractile is building chips, systems and software to radically improve the speed and cost of running frontier AI inference. [They are currently hiring](https://job-boards.eu.greenhouse.io/fractile), including for a Senior Rust Software Engineer. ​*About Red Badger* ​Red Badger is the digital product transformation consultancy for blue chips and scale-ups. Location **Red Badger** **2 Old Street Yard, London EC1Y 8AF, UK**

### **Automate Your Instagram. Create With AI. No Code Needed.** Join our hands-on, **3-hour in-venue workshop** where we build a complete **AI-powered Instagram automation system** using **n8n**, **ChatGPT**, and **Meta Developer tools**. If you're an **influencer**, **social media marketer**, **content creator**, or someone who loves **no-code, low-code, or vibe-coding**, this workshop gives you everything you need to automate your content workflows from scratch. *** ## ⭐ **What You’ll Learn** ### **1️⃣ n8n Fundamentals – Quick & Practical** * How n8n workflows work * Trigger nodes, data flows, scheduling * Running your first automation in minutes ### **2️⃣ Instagram Setup via Meta Developer Portal** * Creating an app in Facebook Developer * Connecting your Instagram Professional Account * Granting correct permissions * Making the account fully ready for automation ### **3️⃣ ChatGPT API Setup & Integration** * Adding your API key * Connecting ChatGPT to n8n * Sending prompts + handling responses in real time ### **4️⃣ AI Content Creation** * Generating Instagram captions with ChatGPT * Creating hashtags, prompts, tone styles * AI Image generation (photos, posts, mood graphics) * Preparing assets for Instagram publishing ### **5️⃣ Automated Scheduling & Posting** * Scheduling posts inside n8n * Auto-posting images or carousels * Error handling & optimization * Scaling workflows for multiple accounts *** ## 🎯 **Workshop Goal** You will leave with a fully functioning Instagram automation pipeline that can: ✔ Generate text with AI ✔ Create AI images ✔ Schedule posts ✔ Publish automatically to Instagram ✔ Run without writing code *** ## 👥 **Who Is This For?** Perfect for: * Influencers & creators * Social media managers * Marketers * Entrepreneurs * No-code / low-code builders * Anyone curious about AI-driven content automation No coding experience required — just bring your laptop. *** ## 🕒 **Event Details** **Duration:** 3 hours (full practical workshop) **Minimum attendees required:** 10 participants **Format:** Hands-on, build-as-you-learn **Bring:** Laptop + Instagram Professional Account + Meta Developer access *** ## 🎟 Why Join? You will learn how to automate your social media presence using modern AI and no-code tools — giving you more time to focus on creativity and growth. ## ⭐ This workshop requires a minimum of 10 confirmed attendees. If fewer than 10 participants register, the event will be cancelled and **all attendees will receive a 100% refund automatically**. No action is required from your side.

**Quick heads up: RSVPing here helps us gauge interest, but you’ll need to complete your registration on AI Camp to save your spot and get event updates. It only takes a minute. Sign up [here](https://www.aicamp.ai/event/eventdetails/W2026021910) and you’re all** **set**. **[https://www.aicamp.ai/event/eventdetails/W2026021910](https://www.aicamp.ai/event/eventdetails/W2026021910)** AI is already part of how developers work: Coding assistants. Autonomous agents. Background tasks. PR reviews. But in most companies, AI usage is either completely ungoverned or quietly blocked. This meetup is for developers who want to understand what AI governance actually means in practice, without turning their workflow into a compliance nightmare. We’ll focus on how teams are introducing guardrails that protect source code, credentials, and infrastructure while still letting developers move fast. No policy decks. No buzzwords. Just real examples of how AI agents are being used safely inside modern dev environments. **You’ll walk away with:** \- A clear understanding of what AI governance actually means for developers\, not just security teams \- Insight into why AI agents need different permissions than humans and where most teams get this wrong \- Practical examples of how guardrails can speed teams up instead of slowing them down \- A simple mental model you can apply whether you’re experimenting with AI locally or rolling it out across a team **Who this is for:** \- Beginner → intermediate software developers \- Platform engineers and DevOps folks supporting dev teams \- Anyone using \(or wanting to use\) AI tools beyond simple autocomplete **Agenda:** \* 6:00pm\~6:30pm: Checkin, Food and Networking \* 6:30pm\~6:45pm: Welcome/community update \* 6:45pm\~8:30pm: Tech talks and Q&A \* 8:30pm\~9:30pm: Open discussion & Mixer

**——————————** **Event Description:** **——————————** Welcome product enthusiasts! We're a meet-up group that hosts regular speaking events for those interested in the world of **digital products** and **doing things differently!** Each meet-up features new guests from some of the most influential product companies around the world, providing unique insights, tangible ideas, and new techniques to help drive change from the inside out. **————————** **Event Format:** **————————** 🚨 **This is an in-person event only.** 🚨 **————** **Venue:** **————** **Our Product Unleashed London Event:** We are hosted in the beautiful event space @ **[Accurx](https://www.accurx.com/)** We're looking forward to seeing you there! **———————** **What to expect:** ⚡ This event will be made up of 3 X speakers dropping knowledge bombs in the form of 20 minute talks straight into your minds 🤯 **———————** **SPEAKER 1** **———————** **Micaela Dixon** Micaela Dixon is a Senior Product Designer at Picsart, working on AI-powered creative growth experiences used by millions of people worldwide. She specialises in designing human-centred AI systems that balance trust, delight, and user agency. Alongside her industry work, Micaela is the founder of The AI UX School, where she teaches designers how to confidently design, prototype, and think critically about AI products. Her work sits at the intersection of UX, AI, growth ethics, and product strategy. **————————** **About the Talk:** **————————** **Building Trust and Encouraging Critical Thinking: Designing AI Experiences That Do Both** In this talk, Micaela explores how teams can intentionally build AI experiences that create trust without encouraging blind reliance. Through real product examples and practical UX patterns, she shows how interaction design, language, feedback loops, and system transparency can help users stay engaged, informed, and thoughtful when working with AI. ***The session reframes trust not as “users believing the system,” but as users feeling supported, capable, and in control.*** **———————** **SPEAKER 2** **———————** **Erin Casali** Erin is a VP/Director of both product and design, with over 10 years of experience in each. She has a hybrid approach with design, product, and engineering in her background, and a skillset including psychology and change management. Her unique blend of skills, including psychology and change management, enables her to foster collaboration and break down silos. Driven by a passion for improving lives through her work, she empowers teams to reach their full potential. She advocates for purpose, transparency, and diversity, fostering a culture of trust and agency. **————————** **About the Talk:** **————————** **Engaging with genAI Beyond the Hype** The world of genAI is split between doomers and boomers (the other kind), where it can be really hard to distinguish between what’s useful and what’s not. According to one side, everything is amazing and our jobs are going to disappear soon. According to the other, genAI is evil and needs to be resisted at all costs. ***This talk will provide pragmatic tools to navigate the world of hype between the two sides, and define how to gain valuable skills.*** **———————** **SPEAKER 3** **———————** **Chris Compston** Chris is a London-based product coach who has led product operations for brands like Bumble, Farfetch and Reward Gateway. He specialises in designing Product Operating Models that drive organisation toward impact. A prolific speaker and writer, Chris focuses on how intentional, repeatable practices help modern product teams thrive. **————————** **About the Talk:** **————————** **How to Woo** How do you steer the ship when you aren't the captain? In product development, your success rarely depends on your ability to give orders. Instead, it relies on your ability to influence people that you have no direct power over. We often call this stakeholder management, but in reality, it is the art of the "Woo". An approachable, human way of winning people over to your side. In this talk, we will explore why the hard sell often leads to friction and how you can shift from pushing requirements to pulling people toward a shared vision. Drawing on real-world successes and failures from Bumble, Farfetch, and Reward Gateway, we’ll look at how to navigate conflicting interests and complex personalities. ***You will learn a practical approach to understanding hidden motivations, shaping the narrative around your ideas, and ultimately empowering others to feel they are making the right choice for themselves. The goal isn't just to get a yes. It is to build a partnership where everyone feels they’ve won.*** **—————————————** **Support from:** **—————————————** We are kindly hosted by our friends at Accurx. **——————————** **About your hosts:** **——————————** Product Unleashed is brought to you by your hosts **[John Griffin](https://www.linkedin.com/in/john-griffin-designer/)** and **[Dominic Port](https://www.linkedin.com/in/dominic-port/)**. The duo has worked on the design of products of all shapes and sizes and bring their energy and enthusiasm to this unique meet-up, packed with great guests and knowledge - for anyone interested in levelling up their game in the world of products.

NOTE: Access to this hackathon is limited. Please ensure you register on [Luma](https://luma.com/2lkuky4i). AI Impact Summit Fringe Event Hackathon – Opening India’s AI Future with Bharat AI Mission 19 Feb 2026, 10:00 – 16:00 IST IIT Delhi, Research and Innovation Park, Auditorium New Delhi, India

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.

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!

**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

Want to be a speaker? submit your talk to our Call for Presenters!!! https://sessionize.com/cbus-hug-2026/

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