Predictive Analytics

# **Agentic AI in Practice: Real Stories, Real Results** AI agents are moving from hype to real-world use, but what does that actually look like in practice? Join us for our next Brighton AI meetup on **Wednesday 3rd June, 6pm to 8pm**, where we’ll be exploring how people are using agentic AI in real life, not just in theory. This session will focus on practical examples, useful lessons and honest reflections from people putting AI agents to work. We’ll look at how agentic AI is being used to improve workflows, boost productivity, support teams, speed up research, manage tasks, make decisions and get projects moving. ## **Speaker line-up so far** We’ll be joined by: * **Amber**, who will share how she’s using agents to support **personal productivity** * **Thomas Mann from Clawbench**, who will talk about building an **agentic AI start-up** and how to optimise your agents * **Antony from Brilliant Noise**, who will share how agents are being put into **client teams**, and potentially how they’re being used within their own company too Expect short, accessible talks followed by a panel discussion on what’s working, what’s still tricky, and what others can learn from early experiments and real-world implementation. You don’t need a technical background to join. This session is for anyone curious about how AI agents are being used now, what they can help with, and what they might mean for the way we work next.

We play every Wednesday 7 a side football at the brand new 7 a side Football Pitches at Market Road (next to Caledonian Road station) * Casual football for fun * No shouting no aggressive behavior * 5 GBP per person * 1 hour footy * Please be on time Sign up only available via www.footyaddicts.com

**Be part of the next Londroid event on Wednesday 3 June 2026, hosted by Deloitte Digital.** Spend the evening with the Android community in central London, with talks, conversation, and the chance to connect with others working across mobile and digital products. We’ll also hear from the Deloitte Digital team, before heading to **The Last Judgment** afterwards for drinks and further conversation. **Please note that photo ID is required for entry to the venue.** **Tickets:** We have 100 tickets available. Don’t miss out. Follow us on Twitter and LinkedIn for updates. **Schedule:** 18:00 – Doors open & registration 18:30 – Welcome from Londroid and Deloitte Digital 18:45 – Alex Bradbury-Jones - Protect your Secrets 19:30 – Vaidehi Deshpande - On-device AI on Android : Gemini Nano 19:55 – Q&A and socialising 20:30 – Drinks at The Last Judgment **Our Hosts and Sponsors** **Deloitte Digital** Deloitte Digital brings together strategy, creativity, technology, and delivery to help organisations solve complex problems and create meaningful impact. Combining Deloitte’s scale and discipline with the power of creativity, the team designs and delivers digital solutions that help businesses adapt, grow, and build stronger connections with customers and communities. **Novoda** Novoda is a digital product agency dedicated to building high-quality mobile software. Their team of engineers helps companies scale, modernise, and improve their development practices to deliver exceptional digital experiences. We look forward to seeing you there.

8 a side casual football game in South East London, Greenwich, Eltham - 1 hour game - 6 GBP per person - KO 8.30pm - Casual football just for fun - No shouting, no aggressive behavior If you want to join you will need to sign up on http://www.footyaddicts.com and Confirm your attendance at the game page We do not use Meetup.com to manage bookings any more.

Register here: [https://lu.ma/mkx70mx1](https://lu.ma/mkx70mx1) Google's blue links are no longer the only place decisions get made. Buyers are opening ChatGPT, Perplexity, and Google AI, asking questions, and acting on the answers before they ever click a link. The brands showing up in those answers are winning the shortlist. Most brands do not know where they stand. This session is a practical look at how AI-driven discovery works, why it matters for your business right now, and what you can do to show up in the right places. **What to expect** A live teardown of how real brands appear across AI engines, a clear explanation of why some businesses get cited and others do not, and honest guidance on where to focus first. **What you get for attending** Every attendee receives a **free personalised AI Visibility Audit Report**, showing exactly how your brand currently appears across the major AI engines, who is showing up ahead of you, and where the fastest opportunities are. Spaces are limited. Register above to secure your place. Hosted by Brdge SearchX For inquiries, feel free to reach out to kamal@brdge.ai

8/7 a side casual football game in City - Mile End, East London - 1 hour game - 6 GBP per person - KO 9pm - Casual football just for fun - No shouting, no aggressive behavior If you want to join you will need to sign up on http://www.footyaddicts.com and Confirm your attendance at the game page We do not use Meetup.com to manage bookings any more.

**ALL TICKETS MUST BE PURCHASED IN ADVANCE VIA THE PAYMENT LINK TO ATTEND THIS EVENT. RSVP TO MEETUP IS NOT ENOUGH** **Welcome to Socialite Connections –** **Business Networking: Health Care, Wellness Industry** Join us for an extraordinary networking experience designed exclusively for passionate professionals in the **health care and wellness industry** ecosystem! This dynamic event is your gateway to connecting, collaborating, and catalysing transformative opportunities across cutting-edge industries. Socialite Connections connects the dots between industry experts, entrepreneurs, and organizations, fostering meaningful connections, collaborations, and insights that drive progress and improvement in the healthcare and wellness sector. **Ticket & Entry: Here is the payment link:** https://www.fatsoma.com/e/mddeubwu/health-care-wellness-industry-networking-for-professionals-at-the-anthologist **We start the event at 6.00pm with a warm welcome.** Having an open-minded approach is ideal, as it will enable you to establish new connections. We have hired the private room downstairs. **The Anthologist -** Located in the heart of the City, on Gresham Street by Bank station, The Anthologist is a gorgeous bar & restaurant with a cosy outside seating area. We are ready to welcome you with delicious travel inspired dishes, gorgeous spritzes & bubbly. **Event Schedule** **18:00 – 21:00 \| When you arrive\,** your name will be checked off the guest list, you will be given a name badge and you will be introduced to each other. **19:00 – 19:30 \| One Minute Elevator Pitch:** All attendees will be given the opportunity to introduce themselves to everyone in the room to talk about your startups or ideals. (Pitch starts at 19.00pm sharp, please dont be late) **19:30pm \- 21:00 \| Network & chill: I**t will be a free form event where guests can mingle amongst each other in a relaxed environment, when the pitches are finished. **Why Attend?** Expand your network within the **health and wellness industry**. Gain insights, discover new opportunities, and connect with like-minded professionals. Foster meaningful relationships and drive personal and professional growth while making meaningful professional connections. Potential Partnership Opportunities, gain insights into Emerging Industry Trends. **One Minute Elevator Pitch:** All attendees will be given the opportunity to introduce themselves to everyone in the room talk about your startups or ideals. (Pitch starts at 19:00pm sharp, please dont be late) **Who Should Attend?** This event brings together experts and enthusiasts from the healthcare, wellness industry to share knowledge, ideas, and opportunities in a supportive environment. **Health Care Professionals, Wellness Experts, Entrepreneurs & Investors, Health & Wellness Entrepreneurs, Wellness Technology Experts, Healthcare Practitioners, Nutrition Specialists, Wellness Coaches, Startups & Founders, Working Professionals.** **Tickets are limited to just 40 attendees.** We like to make sure everyone gets the opportunity to talk to each other. **Ticket & Entry: Here is the payment link:** https://www.fatsoma.com/e/mddeubwu/health-care-wellness-industry-networking-for-professionals-at-the-anthologist You are invited to join the dedicated Whatsapp group for the event and start networking before the actual event. Register now to secure your spot and be part of this transformative networking experience! **Tickets need to be bought online in advance to attend this event. Tickets are not available at the door.** **Refund policy: There is no refund for this event..**

**Fabric Data Warehouse with Tino Tereshko** For our June meetup, we’re excited to welcome Tino Tereshko, Partner Director of Product at Microsoft, responsible for Fabric Data Warehouse. Having previously spent several years at Google working on BigQuery, Tino later co-founded MotherDuck — the DuckDB-based SaaS analytics platform — before joining Microsoft to lead Fabric Data Warehouse. It’s fair to say Tino knows a thing or two about modern analytical databases. Tino is visiting from Seattle and has kindly offered his time to present at our London user group. The session will include an introduction to Fabric Data Warehouse, an overview of recent developments and future direction, followed by an open “Ask Me Anything” discussion where attendees can quiz Tino on all things data warehousing, Fabric, and analytics. **Agenda** 18:30 - Welcome, drinks, pizza & networking 19:00 - Main Session 20:30 - 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.

PyData London 2026 brings together data scientists, engineers, and researchers from around the world for three days of insightful talks, tutorials, and community connection. Hosted in one of Europe’s leading tech hubs, the event highlights the latest developments in Python, machine learning, and data science. Attendees can expect a mix of cutting-edge research, real-world applications, and opportunities to network with industry leaders. Whether you're a beginner or an expert, PyData London offers something for every level of the data science community. **THIS IS NOT A TICKET- TICKETS MUST BE PURCHASED ON CONFERENCE WEBSITE.** https://pydata.org/london2026

http://photos4.meetupstatic.com/photos/event/5/a/a/2/event_234563202.jpeg This series of games has been transferred to our new platform! Register today for free on www.footyaddicts.com Any problems, questions, comments please do not hesitate to contact us on info@footyaddicts.com or kos@footyaddicts.com

**We're back at Salisbury House for our summer London Airflow Meetup! Join fellow members of the data engineering community for an evening of engaging talks, great food and drinks, and exclusive swag!** **PRESENTATIONS** ***Talk #1: The Orchestration Layer: A Blueprint for Scaling Dynamic DAGs with Integrated Data Quality Gates*** * **Speaker**: [Vasudev Maduri](https://www.linkedin.com/in/vasudevmaduri/), Staff Data Engineer, Admiral Group Plc Ensuring high-quality data, accuracy, completeness, and schema validity is essential for building data trust. However, scaling data quality checks across diverse datasets often leads to duplicated boilerplate Python code, human error, and a massive bottleneck for Data Engineering teams. In this talk, we’ll explore how to shift data quality from a backlog of tech debt into an automated, self-serve developer experience directly tied to Airflow. We will demonstrate how to build a multi-faceted data observability framework that empowers end-user teams to define their own DQ rules without writing any Python code. By hiding complex Airflow code, users simply select their parameters—YAML configurations that instantly translate into fully dynamic, end-to-end DAGs, including in-flight data quality gates. The core of this session focuses on the technical implementation of integrated DQ checks that live directly *inside* the generated pipelines. You’ll learn how this metadata-driven approach enables a "shift-left" strategy for data observability, automatically enforcing data contracts and routing alerts without manual engineering intervention. ***Talk #2: Self-healing Data Pipelines in Airflow*** * **Speaker**: [Nilesh Khandalkar](https://www.linkedin.com/in/nileshskhandalkar/), Senior Manager, Capgemini Modern data pipelines remain largely reactive—failures trigger alerts, manual retries, and ongoing operational overhead for engineering teams. As systems scale, this approach introduces fragility, delays, and growing complexity in maintaining reliable workflows. This session explores how to design self-healing data pipelines in Airflow using practical patterns such as intelligent retries, conditional branching, and targeted recovery mechanisms. Real-world failure scenarios are used to illustrate how pipelines can detect issues, trigger remediation steps, and resume execution without full restarts or human intervention. The session also looks ahead to how AI-assisted anomaly detection can further enhance these systems by identifying unexpected patterns and enabling more proactive, resilient data workflows. ***Talk #3: What We Got Right (and Wrong) Building a 50-Source Data Platform on Airflow*** * **Speaker**: [Arnaud Caldow](https://www.linkedin.com/in/arnaud-caldow-384423142/), Senior Data Engineer at Collibra Collibra helps enterprises govern their data, but how does Collibra's own data team manage the data that powers the business? The answer is an Airflow-based platform that stitches together dlt, dbt, Kubernetes and Collibra's own product for governance -- all orchestrated through 87 DAGs serving 12 business domains. This talk traces a data point's journey through the stack: from API extraction via dlt pipelines running inside KubernetesPodOperator pods, through a layered dbt architecture where platform engineers standardize data and analysts build business models on top, into analytics outputs that serve multiple business teams, and finally back into Collibra Data Governance via reverse-ETL integration DAGs. Along the way, I'll share the patterns that emerged from operating this at scale: how we evolved from one-off custom pipelines to a reproducible framework that's documented well enough for AI subagents (or a new hire) to generate models from scratch, how our own Pod Operators let us test feature branches on shared environments, and how we're leveraging that same mechanism to migrate from Redshift to BigQuery (and from Airflow 2 to Airflow 3) without downtime. Behind the scenes, a 1Password-backed pipeline diffs credential hashes nightly, catching rotations before they break a DAG. **AGENDA** * **5:30-6 PM:** Arrivals, networking, food & drinks * **6-7:45PM:** Presentations * **7:45-8PM:** Networking

🌟Join us for **Soulful Chats # 29-** an evening filled with soulful conversations, good vibes, and genuine connections! **🌟Each month we have a topic of discussion and take it from there as a group.** **We keep things friendly, relaxed and joyful. We make new connections, listen, inspire and elevate each other.** **Date:** Thursday 4th June 2026 **Time:** 18:00 - 19:30 **Location:** Hazev - Cafe Section, Discovery Dock Apartments West, 2 S Quay Square, London E14 9RT **Values of the meet up**: Community, Curiosity, Compassion, Generosity, Acceptance, Oneness ***We talk about all things elevating and uniting, such as:*** * *Health and wellbeing* * *Purpose* * *Passions* * *Spirituality* * *Supporting and serving our community* * *Helping others* * *Remaining hopeful* ***We don’t talk about anything divisive, for example:*** * *Politics* * *Religion* * *Wars* 🌟 Whether you're looking to share your thoughts, gain new perspectives, or simply enjoy the company of others, Soulful Chats Meetup is the place to be. 🌟 **Don't miss out on this opportunity to meet inspiring individuals and expand your network.** **Come join us and let your essence be heard!**

# 📣 Paid event 👉 call for booking *** ## 👉 Standard Ticket: £549 💷 ## 👉 Early Bird: £499 💷 ## **👉 WhatsApp: +44 (0) 7470914266** ⚡ *No coding? No problem. Just bring your idea.* *⚡ From Idea to Production — Build Real Apps with AI as Your Senior Developer — In 4 Weekends* ## **🏗️ Workshop Format** * 📅 Duration: **4 Weeks (Weekends)** * ⏰ Time: **13:30 – 17:00** * 🧑‍🏫 Format: **Instructor-led + Hands-on** * 👥 Style: **Build together in class** * 💻 Outcome: **1 fully working production-ready app** # **🗺️ 4-WEEK LEARNING JOURNEY** *** ## **🟢 WEEK 1 — *“From Zero to First App”*** ### **🎯 Theme: *Understand React + Think Like a Builder*** **Slogan:** 👉 *“You don’t need to know everything to start building.”* ### Topics: * What is React (in simple terms) * Components & JSX * Props & State (core mindset) * React project setup (Vite) * Folder structure (real-world style) ### Vibe Coding: * Prompting AI to: * Generate components * Explain code * Fix errors ### Hands-on: ✅ Build your first UI (dashboard layout) ✅ Create reusable components *** ## 🟡 WEEK 2 — *“Make It Alive”* ### 🎯 Theme: *State, Events, Lifecycle Thinking* **Slogan:** 👉 *“Static pages don’t get jobs. Interactive apps do.”* ### Topics: * useState, useEffect (lifecycles simplified) * Event handling * Forms & inputs * Conditional rendering ### Vibe Coding: * AI as debugger: * “Why is this not updating?” * “Optimize this component” ### Hands-on: ✅ Build interactive features ✅ Form submission + validation ✅ UI logic (loading, error states) *** ## 🔵 WEEK 3 — *“Connect to the Real World”* ### 🎯 Theme: *API Integration & Real Data* **Slogan:** 👉 *“Real developers don’t hardcode data — they connect systems.”* ### Topics: * REST API basics (simple explanation) * Fetch / Axios * API structure understanding * Environment variables ### Vibe Coding: * Generate API services with AI * Debug API issues with AI prompts ### Hands-on: ✅ Connect to a real API (or your Node.js backend) ✅ Display dynamic data ✅ CRUD operations (Create, Read, Update, Delete) *** ## 🔴 WEEK 4 — *“From Project to Product”* ### 🎯 Theme: *Production, Deployment & Portfolio* **Slogan:** 👉 *“Don’t just build it. Launch it.”* ### Topics: * Code cleanup & structure * Basic performance tips * Deployment (Vercel / Netlify) * GitHub project setup ### Vibe Coding: * AI for: * Refactoring * Documentation * README generation ### Hands-on: ✅ Deploy your app live 🌍 ✅ Prepare portfolio-ready project ✅ Demo Day (presentation) ### Social Media *** ## zero2hero.net - Technology Training Center WhatsApp: +44 (0) 7470914266 E-mail: info@zero2hero.net Address: Unit 15 Castle Square, 40 Elephant Rd, London SE17 1EU 🎬 Youtube: https://www.youtube.com/c/zero2hero-meta 🐦 Twitter: https://twitter.com/zero2hero_uk 📸 Instagram for training: https://www.instagram.com/zero2hero.training 🔗 LinkedIn: https://www.linkedin.com/in/senrasim 👋 Meetup: https://www.meetup.com/zero2hero 🎟️ Eventbrite: https://zero2hero-meta.eventbrite.com

\#\#\#\# Step 1: TAKE THE TEST The Oxford Capacity Analysis identifies 10 vital personality traits that influence your entire future. It is a factual, scientific analysis taken from your answers, and it takes about an hour to complete. \#\#\#\# Step 2: GET YOUR RESULTS After you complete the test, your personality analysis is generated and displayed. Within minutes your analysis will highlight your strengths and weaknesses—which personality traits to take advantage of and which need help. \#\#\#\# Step 3: CONSULTATION While the analysis graph shows distinct personality traits, it is the interrelationship of these traits that provides the greater picture of your personality. We provide a complimentary consultation with one of our trained staff, who will give a detailed evaluation of your personality analysis. In this one-on-one consultation, you gain a better understanding of your personality strengths and weaknesses, and establish the recommended path to your fast and lasting success.

**The Behavior Gap: Where Products Win or Lose** Teams today have more data than ever, and yet many still struggle to understand why customers adopt, engage with, or abandon their products. Teams sprint, ship faster, and chase more signals… all while metrics stall and confidence drops. The missing piece isn’t more data. It’s often the behavioral insight between the metrics, explaining why the numbers move in the first place. Dashboards can tell you what customers did, but understanding why they did it (and how to influence what they do next) requires a deeper blend of insights. This session is about closing that gap. Drawing from real-world experience designing and scaling products as [ZoCo Design](https://zocodesign.com/)’s CEO, [Lacey](https://www.linkedin.com/in/laceypicazo/) will share how to cut through the noise and identify the insights that actually change behavior—moving people, and moving metrics. You’ll learn: * Why understanding customer behavior is a quant and qual challenge * How to spot the signals that actually predict behavior change * Where AI accelerates insight, and where it creates distraction * How to get meaningfully closer to customers, without adding more tools This talk reframes how to evaluate performance and identify what levers actually improve it, helping your team to make smarter bets with greater confidence. Every meaningful outcome is driven by behavior change. And when you know how to design for behavior, you stop guessing, and start building things that work. **About Our Speaker** [Lacey Picazo](https://www.linkedin.com/in/laceypicazo/) is the Founder and CEO of ZoCo, a healthcare product studio that turns complex, high-stakes ideas into products that drive real-world adoption. She partners with healthcare organizations to uncover critical care delivery insights, focus product strategy through behavior design, and build solutions that patients and providers actually use. Thanks to our 2026 sponsors: [Clarivoy](https://www.clarivoy.com), [What Box Consulting Group](https://www.whatboxconsultinggroup.com), [Conductrics](https://www.conductrics.com), and [Piwik PRO](https://piwik.pro) More info at [cbusdaw.com](https://cbusdaw.com)

## 🤝 Host Information A co-hosted event by ProductTank Columbus & Women in Product Columbus 💡 About the Workshop AI adoption is stalling across organizations — not because of a lack of motivation or tools, but because it's fundamentally a behavior design challenge. This hands-on workshop applies proven Behavior Design models and methods to help you move from a vague organizational wish to boost AI adoption to 3-5 concrete, testable interventions you can act on starting tomorrow. Whether you're a product manager, on a product team, or just someone trying to get AI to actually stick at work, you'll leave with a clear picture of what's worth focusing on, what to ignore, and how to drive real, sustained adoption — no guesswork required. 🛠️ What to Bring Laptop: Fully charged and ready to go. AI Assistant: Have your favorite AI assistant pulled up. (Dom will be using Claude, but feel free to use whichever assistant you prefer!) 🍕 Logistics & Perks Food & Drink: Pizza and drinks provided! Parking: Plenty of free spaces available on-site. ###

Jimmy V's Grill & Pub in Grandview Heights. You are responsible for your own meal/drinks. We usually don't have any agenda other than eat, drink and talk. :) If the weather is nice we will be on the back patio, otherwise we are in the cigar room. This group has been meeting every Tuesday evening for over a decade. Many attendees do not RSVP on meetup. Please don't let the small number here discourage you. Anyone/everyone is welcome to come. We'd love to have you join us. COTA bus #5 comes to W. 5th and Wyandotte Rd. And it's a minute walk to the restaurant.

Topic to be announced. **THANK YOU** *Franklin University* for hosting our meetup! To learn more about *Franklin University*, please visit their website: https://www.franklin.edu/ **DIRECTIONS** Franklin University Fisher Hall 300 E. Main St, Columbus, OH 43215 Map: https://maps.app.goo.gl/jxjBA2hUmS5qrvhq8 Parking is FREE! Please park in Lot C in front of Fisher Hall. See attached map. NOTE: Map the address only. When mapping with Google Maps it may use the Fisher Hall at OSU, which is NOT correct. **Want to sponsor the pizza and/or bar tab?** Please contact me if you would like to sponsor this meetup's pizza and/or bar tab: angelo@mandato.com

Whether you've never done improv before, or you've done it for so long you knew Del Close on a personal level, or anywhere in between, come join us! Swing by *Gresso's* for the **Columbus Improv Comedy Meetup** for some fun and games! The idea behind improv is to create entire scenes from scratch based on a suggestion from the audience. This can be done in game form, like *Whose Line Is It Anyway*, *ComedySportz*, or *Wild 'n Out*; it could also be done to tell stories, like *Middleditch and Schwartz*. Our meetup, which is central Ohio's longest running (and free!) weekly comedy event, brings the games (and occasionally different forms) for you to play in a safe, supportive, and compassionate environment. Not only is it a lot of fun, but you get to work on thinking faster on your feet, plus it's an excellent way to meet new people and make friendships that'll last a lifetime! Ask yourself if you want to join the **Columbus Improv Comedy Meetup**, and say "Yes, And" that you'll have fun!

QA or the Highway is a one-day, affordable, regional, professional conference featuring real-world experience and thought leadership in the QA and testing industry. This is a ticketed event please register here: https://www.qaorthehwy.com/ Featured Keynote Speakers: **Matthew-Hope Eland** **(Wizard at Leading EDJE)** \- An AI Specialist and Wizard at Leading EDJE who is known to teach software engineering\, AI\, and data science concepts in the most ridiculous ways possible\. Matt has used machine learning to settle debates over whether Die Hard is a Christmas movie\, reinforcement learning to drive the behavior of digital squirrels\, data analytics to suggest improvements to his favorite TV show\, and AI agents to play board games and create an AI agent with the personality of a dog\. Matt is the author of "Data Science in \.NET with Polyglot Notebooks" and "Refactoring with C\#" as well as several LinkedIn Learning courses\. Matt helps organize the Central Ohio \.NET Developer Group\, runs several blogs and a YouTube channel\, has a Master’s of Science in Data Analytics\, and is a current Microsoft MVP in AI and \.NET\. **Tatyana Arbouzova** **(CEO at Innovate QA)** \- Tatyana Arbouzova is an engineering and business leader with a strong background in Quality Engineering across multiple industries\, including Big Tech\, Healthcare\, and Entertainment\. She has held leadership roles at world\-class companies such as Microsoft\, VMware\, Disney\, and The Pokémon Company International\, where she focused on building quality\-driven cultures and scaling teams to deliver high\-impact products\. With decades of experience\, Tatyana has helped organizations transform their quality practices so teams can deliver software efficiently\, confidently\, and with measurable business outcomes\. Today\, Tatyana advises software companies on adopting AI to optimize quality practices and improve how software is delivered at scale\. She is also a passionate community builder and the founder of Innovate QA\, a thriving Seattle\-based community and conference for quality professionals\.

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.