Algorithms

Please join us for our next Bioinformatics London meetup, where we welcome **Francisco Azuaje**, Director of Bioinformatics and AI at **Genomics England**, for a talk on what it really takes to turn powerful models and rich datasets into safe, trustworthy impact in the clinic. **Francisco Azuaje** is Director of Bioinformatics at **Genomics England**, where he leads applied ML and GenAI across national-scale genomic and clinical datasets. With 25+ years across academia, public sector and pharma (including UCB and the Luxembourg Institute of Health), his work focuses on what actually works in AI for bioinformatics: moving from proof-of-concept to robust, governed systems that clinicians and patients can trust. In this talk, he will discuss real-world lessons from deploying AI in genomics pipelines and health data platforms, touching on verification, safety, organisational friction, and why the hard problems now are as much social and operational as they are technical. Approximate schedule: * 18:30 – Doors open * 18:45 – Chitchat, announcements * 19:00 – Talk and Q&A * 19:45 – End, then adjourn to a nearby pub for informal discussion Please **RSVP at least the day before** so we can provide an attendee list to reception. Make sure your Meetup name looks like a real name (e.g. “J Smith” or “Jane Jones”, not “weaselstabber”) so University of Westminster reception can identify you. We look forward to seeing you there for an honest discussion about what it takes to make AI and genomics work *for* real patients, not just in demos.

**Important note: [Please sign up on Luma](https://luma.com/pynrnh6d); otherwise, your name won't be on the guest list** **About the event** Research increasingly shows citations influence which sources LLMs surface. However, not all citations drive the outcomes you need. ​ For Women’s History Month, we’re hosting a special Sip & Search event to unpack what’s changing in AI search and how to stay visible. ​**Here's what we'll discuss:** * ​What makes certain sites and sources more “citable” in LLMs * ​How to earn higher-quality citations that improve visibility and preference * ​What to track in answer engines and how to turn it into performance gains and ROI **Panelists** * ​[Liv Day](https://www.linkedin.com/in/olivia-day-seo/), SEO Lead at Digitaloft * ​[Charlie Marchant](https://www.linkedin.com/in/charliemarchant/), CEO at Exposure Ninja * ​[Rejoice Ojiaku](https://www.linkedin.com/in/rejoiceojiaku/), Senior Content Specialist at Wise **Besides the panel, you’ll enjoy an evening of:** * ​Fun karaoke vibes * ​Networking with SEO and digital marketing leaders in a laid-back setting * ​Great food and free drinks * ​Q&A time with experts shaping AI search and LLM visibility​ **Curious about the vibes at Sip & Search?** ​Here’s[ a 1-minute video](https://www.youtube.com/watch?v=kIbfZGAG-VE) from our last event to get you excited. We'd like to thank our sponsors for making this event possible * [Moz](moz.com) * [Profound](tryprofound.com) **Important note:** [Please sign up on Luma](https://luma.com/pynrnh6d); otherwise, your name won't be on the guest list

**About the London Software Guild** ​The London Software Guild gathers developers, architects, and teams across London who care deeply about the craft of building great software. No fluff, no vendor pitches — just people who take the work seriously, sharing what they've learned the hard way. *** ## ​**Tonight's Speakers** ## ​**🎤 Kieran — Founding Engineer, Demand-Genius** ​Kieran is a founding engineer at Demand-Genius, working to close the gap between how humans and machines perceive your brand versus reality. Background in electrical & electronic engineering, previously working on real-time payments systems, high-scale distributed dynamic rules engines, and reverse proxies. Third Start-Up/Scale-Up (because I'm dumb and have never learnt my lesson). ​ **Talk: The Statistical (Un)Certainty That Our AI Co-Founder Ruins Everything** ​We have handed the most powerful text prediction machines ever built the keys to our codebases. They write code that is statistically likely to be correct. But "statistically likely" and "correct" are not the same thing. As we move toward autonomous multi-agent systems writing production code at machine speed, that gap becomes the central engineering problem of our time. ​Code is not text. It is a formal, deterministic, mathematical structure that happens to be serialised as text. Every tool in the agentic coding stack — retrieval, editing, version control, coordination — treats it as text. ​This talk argues that the answer isn't better frontier models. It's better systems around models. Specifically, the engineering disciplines we've used for a century to control uncertain systems — feedback loops, formal verification, dependency analysis, and control theory — are the missing layer between "AI can write code" and "AI can write code you can trust." *** ## ​**🎤 Andy Roberts — Senior Engineering Leader** ​Andy Roberts is a senior engineering leader with 25+ years of experience — the kind where you've actually written the code, run the teams, and been in the room when things went wrong at scale. Previously Head of EMEA Enterprise Solutions at Apollo GraphQL, where he helped companies like [Booking.com](https://booking.com/), PayPal, and The New York Times stop arguing about their APIs. Before that, Head of API Engineering at RS Components, wrangling 11 teams. Has strong opinions about federated architecture and isn't afraid to use them. ​ **Talk: Built for Browsers, Billed by Tokens** *Your microservices solved for latency. AI agents are solving for context. Nobody told your APIs.* ​Every era of software development has been defined by a constraint that reshaped architecture. In the database era we optimised for round trips. In the web era we obsessed over latency. Mobile forced us to think about bandwidth and battery. Each shift required new instincts, new patterns, new defaults. We're in the middle of another one. ​The AI era introduces a new constraint: context. Language models have finite working memory, and every API response your services return goes into it. The kitchen-sink response payloads that work fine for browsers are quietly making your AI agents more expensive and less capable — and the cost is almost entirely invisible in your existing dashboards. ​This talk maps the constraint transition from latency to context, shows what it means for the microservice APIs you have today, and offers five concrete things you can do about it without touching a line of existing backend code.

Retrieval-Augmented Generation (RAG) is the gold standard for grounding LLMs in proprietary enterprise data. However, the journey from a flashy proof-of-concept to a reliable, secure production system is fraught with complexity. This talk bridges the gap between rapid prototyping and rigorous engineering. We will begin by exploring the actual merit of “vibe-coding”—using AI-assisted, rapid prototyping to build compelling demo apps that secure client buy-in and validate use cases. Once the demo is sold, the real work begins. We will navigate the architectural decision matrix, comparing the trade-offs of off-the-shelf products, cloud-managed services, and fully custom-built RAG solutions. Diving into the technical pipeline, we will cover modern ingestion strategies like agentic chunking and sophisticated retrieval methods, including re-ranking and GraphRAG, to overcome the limitations of simple vector search. We will detail the essential role of telemetry and LLM-as-a-Judge evaluation frameworks in ensuring sustained performance, faithfulness, and relevancy. Join us to learn how to transition from impressive demos to robust solutions that deliver measurable business value. Our Speaker, **[Dr. Enrico Fonda](https://www.linkedin.com/in/enricofonda/)** is a data scientist with a background in physics. He conducted postdoctoral research at the University of Maryland and New York University, where he studied quantum fluids and applied deep learning to turbulence. In 2019, Enrico moved to London and transitioned his skills to the industry. He has since worked across the MarTech, Telco, and Tech sectors, focusing on machine learning modeling, generative AI applications, and code generation. Today, as a Solution Consultant at Sahaj Software, he continues to solve complex problems in data science and AI. 🗓️ **Save the Date:** 26th March, 2026 📍 **Location:** Sahaj Software, 1 Quality Court, London, WC2A 1HR 🕕 **Time:** 6:00 PM – 8:00 PM (BST) The evening will feature: 🎤 **One engaging talk** with Q&A 🤝 **Plenty of time for networking** over free pizza and non-alcoholic drinks Don’t miss this chance to learn, connect, and share with fellow tech enthusiasts. 👉 Please click the link below to register. https://sahaj.ai/events/the-rag-reality-check-from-vibe-coding-to-production/

The MILDMAY CLUB, Newington Green Hackney based publisher, Indie Novella, are hosting a monthly in-person Writing Group in Stoke Newington, London. This is open for anyone working on a novel who is looking for a supportive group to provide advice and help to take it forward, be it if you’re struggling with writer’s block or you’re looking to submit to a literary agent and want to bounce around some ideas. The format will be in two parts. The first hour will be led by Indie Novella editor and author, Damien Mosley, focusing on a specific writing related topic. The first week at the Mildmay Club this will be the challenges of structuring our novel and we can discuss issues we face regarding plotting or where to begin or share examples which inspire us. The second hour each month will be dedicated to peer reviewing a sample of our writing. Authors Rose Diell and John McMenemie spoke of the importance of Writing Circles in helping writers develop at Stoke Newington Literary Festival and as such we hope this monthly space will allow writers to convene and share their experiences. Those interested please do come along. We do review one of the group's work each month and we can add you to the email list if you email [info@indienovella.co.uk](mailto:info@indienovella.co.uk).

**Be part of the next Londroid event on Thursday, 26th March 2026, hosted by Checkatrade.** Join us for an evening of Android talks, conversation and community. Expect engaging sessions, the chance to meet others working in Android, and time to catch up with familiar faces. After the event, we’ll head to **The Red Lion** for post-event drinks and further conversation. **Tickets:** We have 110 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 Checkatrade 18:45 – Bilal Haider – *How AI Agents Saved My (Developmental) Life* 19:30 – Fanny Demey – *Mobile accessibility: Small screen, big difference!* 20:15 – Q&A and socialising 20:30 – Drinks at The Red Lion **Our Hosts and Sponsors** **Checkatrade** Checkatrade is a leading UK platform that connects consumers with vetted and reviewed tradespeople, helping homeowners find trusted professionals for jobs of all sizes. **Novoda** Novoda is a digital product agency dedicated to building high-quality software. Their team of engineers helps companies scale, modernise and improve their development practices to deliver exceptional digital experiences. Join us for an evening of learning, collaboration and community. See you there.

​Join us for the 25th London PyTorch Meetup! 🔥 ​We have our first speaker confirmed: **Peter Romov** – Open Source Contributor, 2. PyTorch/Opacus Autoresearch for Discovering State-of-the-Art LLM Adversarial Attacks ​More speakers to be announced.

We are excited to be back for 2026 with our first Creative Writes Walk & Write Workshop of the year on Sunday 29 March, 11am-1pm. Join us for a walk around this historic neighbourhood and enjoy the peace and beauty of its green spaces. We will take writing inspiration from its stories. Our groups are small & supportive and we are a very welcoming community. Booking here: [https://www.creativewrites.co.uk/walk-write/](https://www.creativewrites.co.uk/walk-write/?fbclid=IwZXh0bgNhZW0CMTAAYnJpZBExYjhHQmZTd0dxTVNEb3IyQwEeMbCa0Ea4DGaDpa4jynTzqYNvnhl2qwJD1YqWJgqpnUOYTl1k4mrpRbeeJj8_aem_wvIt4TidOvb2dSJNvS-q1Q) Please note, if you Book on Meetup - the fee includes their admin charge. Look forward to seeing you, Nichola www.creativewrites.co.uk

Special event for our PyTorch Friends. ## **ABOUT Agents and Robots 26 HACKXELERATOR™** * ​**Purpose:** A comprehensive HackXelerator focused on agents and robotics, spanning pre-event networking to final showcase in Berlin. * ​**Themes:** Digital agents, autonomous systems, human-robot interaction, and AI ethics. * ​**Duration:** 20 days of collaborative creation and mentoring. * ​**Agents and Robotics 26 Schedule:** * ​**March 12th \| Virtual Pre\-Event Briefing:** HackXelerator overview, rules, prizes, categories, sign-up, team formation, and Q&A * ​**March 27th \| AR26 In\-Person Kick\-off:** Inspiring keynotes on agents and robotics, expert panels across all streams, networking with sponsors and recruiters, plus yummy food and drinks. * ​**Mar 27th– Apr 17th \| Main HackXelerator:** intensive development period with mentoring, collaboration, and project creation. * ​**April 17th \| Showcase & Awards In\-Person Finale:** Project presentations, awards ceremony, and celebration party under the disco ball. ## ​HOW TO JOIN AR 26 1. ​[Sign in or sign up](https://www.kxsb.org/ar26#) to **KXSB** 2. ​Join the Discord server with the invite from the KXSB platform 3. ​Attend the pre-event virtual briefing [Agents and Robotics HackXelerator Pre-event · Luma](https://luma.com/tdi2pf5t)

Kick off your week with music, movement, and great vibes. Come solo or with friends—no partner needed! **Schedule (This Sunday):** • 6:30 PM – Free Bachata Taster • 7:00 PM – Bachata Classes (3 Levels) • 8:00 PM – Salsa Classes (3 Levels) • 9:00 PM–12:30 AM – FREE Social Dancing (Salsa, Bachata, a touch of Kiz) **What to expect:** • Friendly teachers, clear level splits, and lots of practice time • Great music and a welcoming crowd for all levels—absolute beginners to improvers • Central location, easy transport, and good vibes all night **Why social dancing is good for you:** Social dancing is a fun workout that boosts your cardio, coordination, and posture—without feeling like “exercise.” It reduces stress, fires up your brain with musical timing and footwork patterns, and improves confidence through gentle challenges and quick wins. Dancing with different partners builds connection, empathy, and communication skills (you literally learn to “listen” with your body). It’s also an incredible way to make friends and feel part of a community—one song at a time. Good to know: • No partner or experience required • Wear comfy shoes, bring water, and arrive a bit early for level check-in • Classes start right on time—don’t miss your warm-up! Price: £10 one class £12 two classes 6:30 PM class is FREE intro to bachata RSVP now so we can plan levels and floor space. See you on the dance floor! 💃🕺

**——————————** **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 a **hybrid** event, offering the option to come along in person or join us from anywhere in the world online! **————** **Venue:** **————** 🚨 We are at Wrap co-working Brighton, a stone's throw from the station. We're looking forward to seeing you there! 🚨 **————————** **Our Supporters:** **————————** Our March event is supported by **[MPB](https://www.mpb.com/en-uk)** the world’s leading platform for buying, selling and trading used photography and videography equipment, making kit more accessible and sustainable for creators everywhere. And as always our friends at **[Silicon Brighton](https://siliconbrighton.com/)**, whose mission is to put Brighton on the map as a technology hub, spotlighting the region for talent and investment. **————————** **Our speakers:** **————————** **Steve Down** **Steve Down is a Senior Product Manager at Channel 4, specialising in building high performing streaming apps for the biggest screen in the home.** He’s spent years shaping TV experiences at major UK broadcasters, tackling platform fragmentation, performance constraints and all the quirks that make doing product on TV Apps a whole world of its own. He regularly writes and speaks about the realities of Connected TV product development, sharing lessons from building and scaling TV apps across diverse platforms and fast changing user behaviours. His industry contributions unpack everything from platform limitations and UX challenges to experimentation gaps and the future of big screen viewing. **————————** **About the Talk:** **————————** **Behind the Streams: The untold story of TV App Product Management** Forget what you know about doing Product Management on web and mobile - TV is a whole different ball game. You’re juggling dozens of platforms & stakeholders, designing for a lean-back user experience, and working in an environment where optimal performance is everything. Add in the giants like Netflix, Disney+, and YouTube as competitors, and standing out gets tough. **In this session, Steve will pull back the curtain on:** \- What makes TV product management so different \- The skills you need to succeed in streaming \- How you can break into one of the most exciting areas in product today If you’ve ever thought about working in streaming or just want to know what happens behind the biggest screen in the house, this talk is for you. **Raff Di Meo** Senior Product Design Manager at Optimizely. Raff has spent over 10 years designing products across startups, agencies, and enterprise SaaS, including a startup acquisition. Today, he's a Senior Product Design Manager at Optimizely, where he leads a team of designers reshaping how marketing teams create content across the web. He's an active speaker in the UX community and writes Some Designers on Substack, championing inclusivity and supporting designers through a profession that won't sit still. **————————** **About the Talk:** **————————** **When too easy to use becomes a problem: from e-commerce returns to AI in design** A few years ago, Raff designed a returns flow for an e-commerce product. It was fast, frictionless, and users loved it. It also helped normalise a behaviour that cost businesses millions and generated thousands of tonnes of waste. By every metric tracked, it was a success. By every metric not tracked, it was a disaster. Today, the same pattern is playing out. Not just in the products we design, but in how we design them. Teams are reshaping their entire process around AI tools that can't even retain their own users. We're told the old ways are dead. Move faster. Ship more. Trust the tools. In this talk, Raff will share what the returns project taught him about the gap between a successful design and a responsible one, and how those lessons are shaping how his team is navigating AI right now: what they're using, what's genuinely working, and what they're deliberately protecting. You'll leave with three things you can take back to your team: why understanding the problem still comes first, how to explore with AI without losing your craft, and a dead-simple habit for catching unintended consequences before they ship. **——————————** **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 have worked on the design of products of all shapes and sizes and bring their energy and enthusiasm to this unique meetup, packed with great guests and knowledge - for anyone interested in levelling up their game in the world of products.

Hi Architects, Welcome to our the second AWS London Well-Architected User Group Meetup!!! 🥳🥳🥳 Due to the huge demand we saw for our inaugural meetup we have gone bigger with a new venue. Dragon Hall Trust, 17 Stukeley Street, London WC2B 5LT The AWS London Well-Architected Meetup is the latest chapter in the most popular AWS Meetup group globally. At each meetup we cover off various pillars of AWS best-practice in detail including insights from industry leaders that specialise in the Well-Architected Framework. We'll be announcing more speakers and topics over the coming weeks. **Speakers** * **The Philosophy Behind Well-Architected** **Philip Fitzsimons (Fitz)** \- Ex\-AWS \- Co\-authored the AWS Well\-Architected Framework\. The Well-Architected Framework started at AWS but has since been adopted by every major cloud vendor and beyond. Why did it resonate so widely? In this session, Fitz, who led the Well-Architected initiative at AWS from the beginning, explores the philosophy behind the framework, how it was intended to shape architectural thinking, and the mistakes teams commonly make when applying it. Drawing on lessons from seeing thousands of real architectures, he will explain how to approach Well-Architected reviews in a way that actually improves systems rather than just generating checklists. * **Running your first Well-Architected Review: A Live Walkthrough** **James Harding** \- Technical CSM \- Green Custard Curious about how a Well-Architected Review works in practice? In this session we'll run a live walkthrough using the AWS Well-Architected Tool, showing how to define a workload, answer the review questions, identify High Risk Issues and move on to an actionable improvement plan. * **Building Your Infrastructure: "Self-Hosted vs. Managed"** **Mykola Boiko -** Backend Developer - Ultralytics What does it really cost to build and operate your own infrastructure? Mykola Boiko shares real-world lessons from scaling a globally distributed AI platform using self-hosted infrastructure before gradually migrating services to AWS. Through stories of building replication, caching, observability, and multi-region reliability from scratch, the session reveals the hidden operational complexity and costs behind running everything yourself. The journey highlights key principles of the AWS Well-Architected Framework including Reliability, Performance Efficiency, Operational Excellence, and Cost Optimisation and shows why managed cloud services can dramatically reduce operational burden while improving scalability and resilience. More speakers to be announced soon. So come join us at 7pm for a 7.30pm start, including drinks, snacks and friendly networking after our talks :-) \*\*\*NB: No entry to the building after 7.30pm.\*\*\*

**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). Topic: Type Annotations with John Cassidy 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 Central OH Python at centralohpython@gmail.com

We are excited to host Guided Meditations on Sundays at 6 pm in our Ashram/Gallery/Home! !! !! Everyone wants to know what kind of God we worship and what kind of meditation we do. We worship the GOD that LOVES US! We understand that god is an energy and it lives in us as us. Our meditations guide others to actually experience that energy! xoxo We don't just talk about peace, love and affection, we experience it :) Also we are a home not a business, so we enjoy building community one friend at a time. We always build in time for people to mingle & develop friendships! xoxo Much Love, Frank Tennyson Namaste, Frank Tennyson http://photos3.meetupstatic.com/photos/event/a/f/9/9/600_447824953.jpeg

**First meetup of the Columbus AI Engineering group.** We’ll kick things off with a practical, beginner-friendly discussion on: **How LLMs like ChatGPT actually work — and how to build real applications with them.** We’ll cover: * what’s actually happening under the hood (at a high level) * why LLMs behave the way they do (hallucinations, prompt sensitivity, etc.) * how people are building real systems with them today * where things break in practice This will be a **short, informal talk (\~15–20 min)** followed by open discussion and Q&A. Whether you’re an engineer, builder, or just curious about how modern AI systems work, you’re welcome to join. No slides, no fluff — just real conversation about real systems. We’ll hang out afterward and get to know each other.

Rev. Steven Clevenger is an ordained spiritualist minister with over 40 years experience as a Spiritual Healer, Clairvoyant and Spiritual Teacher, educated and trained at the White Lily Chapel. Rev. Siobhan Wolf Shaffer is an ordained spiritualist minister and certified medium and healer with over 20 years experience. She began her development in 1988 in Pennsylvania and continued when she moved to Ohio in 1998 where she studied at Rays of Lights Church with Rev. Steven Clevenger. Our full worship services consist of an inspirational lecture, healing meditation, and messages from the spirit world that serve to demonstrate evidence of eternal life. Please visit our Official Church Website (http://raysoflightchurch.com) for more information.

**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 **Abstract** Web Forms gave .NET developers a powerful abstraction for building reusable UI controls long before design systems were a thing. Web Components finally bring that same idea to the browser natively. This session explores how the Web Forms mindset translates into Custom Elements, Shadow DOM, and HTML templates. We’ll examine how Web Components enable design systems that work across frameworks, how they differ from server‑driven controls, and why they’re becoming a foundational layer for modern UI. Whether you’re maintaining legacy apps or building greenfield projects, you’ll leave with a practical understanding of how to apply familiar patterns in a modern, standards‑based way. **YouTube Link** TBA

We'll meet at The Capital One Café, 167 Easton Town Center, Space A-103. This is in the main mall where the Microsoft store used to be, on your left if you're standing at the bottom of the AMC Theater escalator. Join us on Saturday for an hour of uninterrupted wordmaking! • What we'll do Join us for an hour of writing! We’ve discovered that it’s strikingly helpful to write with other writers. See if it’s true for you at 10AM on Saturday mornings. Be it a book, blog, script, essay, dissertation, resume, melody, poem or just plain work stuff, you are invited to write it with us. No one will see what you've written or give you unsolicited advice. Instead of just thinking about writing, come and get some real writing done. SCHEDULE: 10:00 - SESSION 1: quick intros. 10:10 - timer starts: write for 1 hour. 11:10 - chat / take off / keep writing. OPTIONAL SOCIALIZING happens at 11A-11:30ish. Writing is very solitary. Connecting (and sometimes even commiserating) with other writers is a cool thing. BEING LATE IS OKAY: just show up and get settled, then check-in with me after the session. (I’ll be the person with the Shut Up & Write! sign.) If you were on time, please be willing to make room for the friendly latecomer. Happy writing and I look forward to seeing you! • What to bring Whatever you need to be able to write! Bring earbuds/earplugs if you want to block noise or the occasional conversation by other patrons. Electrical outlets are limited, so charge your devices before whenever possible. See you at The Café on Saturday!

**New Dojo Location!** **Knotty Pine Brewing** 1765 W 3rd Ave, Columbus, OH 43212 We're going to try a new dojo location for a few weeks and see how it works Dojos are informal Python group study sessions where everyone interested in Python gathers to learn about Python, help others with Python, or just hang out. Everyone is welcome from Python beginners to experts. Bringing a laptop is encouraged (we'll have extension cords and power strips). If there's something you want to learn leave a comment on this invite so we can plan ahead. We're looking for topic suggestions and people interested in presenting at our monthly meetings. To this end we've set up a survey form at [https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc](https://docs.google.com/forms/d/15eBKF1nQQ2XS5gzD4rvhVRHMBEj7lJtHuA9wXupS3Uc)