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Frequently Asked Questions

Yes! Check out live coding events happening today here. These are in-person gatherings where you can meet fellow enthusiasts and participate in activities right now.

Discover all the live coding events taking place this week here. Plan ahead and join exciting meetups throughout the week.

Absolutely! Find live coding events near your location here. Connect with your local community and discover events within your area.

Live Coding Events Today

Join in-person Live Coding events happening right now

Artists Meet Up & Open Stage
Artists Meet Up & Open Stage
**Creative Space & Open Stage for Artists of all kinds to Connect, Share & Grow. Together.** ..all about community, creativity & collaboration. Whether You're a storyteller, musician, poet, dancer, or visual artist, this space welcomes every form of expression - step on the Stage & share Your Story. ‍ ***Every respectful person is invited to join.*** > We talk, we drink, we laugh, we get to know each other & from 8 pm onwards our creative space turns into an open Jam Session Situation - for everyone to join. ‍ **LINE UP:** **DOORS:** 7 pm **MEET & GREET + COMMUNITY OPEN STAGE:** 7 - 8 pm **JAM SESSION:** 8 - 11 pm **SET UP:** for the Jam Session there is a full band set up available incl. eDrums * no need to bring Your own instruments ‍\*\*...for more info check out www.dna-artclub.com / follow us on IG: https://www.instagram.com/nightart.club/\*\* **See You soon :)** **Love.** **DNA.** **__________________** \*This Workshop is free for Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR ... more Info to Membership here: https://www.dna-artclub.com/membership \*\*By entering the DNA. HOUSE / DNA. CLUB, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.
Jam Session
Jam Session
**A creative space for Artists of all kinds to connect, share & grow. Together.** This is about community, music & collaboration. ‍ Whether You are a storyteller, musician, poet, dancer, or visual artist, this space welcomes every form of expression. ***Every respectful person is invited to join.*** > We talk, we drink, we laugh, we get to know each other and we share our Stories & from 8 pm onwards our creative space turns into an open Jam Session Situation - for Everyone to join. ‍ **LINE UP:** **DOORS:** 7 pm **MEET & GREET:** 7.30 - 8 pm **JAM SESSION:** 8 - 11 pm ‍ **SET UP:** for the Jam Session there is a full band set up available incl. eDrums * no need to bring Your own instruments ‍ > Come as You are. Bring Your energy. Share Your voice. **COSTS** €7 regular / €2 musicians (Tickets available at the Box Office) \| [Free for DNA. Members](https://www.dna-artclub.com/membership) **..for more info check out www.dna-artclub.com / follow us on IG: [https://www.instagram.com/nightart.club/](https://www.instagram.com/nightart.club/)** **See You soon :)** **Love.** **DNA.** **__________________** \*This Workshop is free for Members of Dair Night Art e.V. and Subscribers of DNA. Art GbR ... more Info to Membership here: https://www.dna-artclub.com/membership \*\*By entering the DNA. HOUSE / DNA. CLUB, You agree to comply with the Hausordnung of Dair Night Art e.V. and Geschäftsordnung of Dair Night Art e.V. Please ensure You review these documents thoroughly in advance.
SALSA SOCIAL - DANCE & CONNECT
SALSA SOCIAL - DANCE & CONNECT
**Rhythm, Connection & Latin Energy** *Step into the world of Salsa, get to know new Friends & feel the music uplifting Your mood.* ‍ This class invites You to explore connection, flow & expression through one of the most vibrant and social dance styles. Whether You are stepping onto the dancefloor for the first time or looking to refine Your basics, this session is designed to meet You where You are. Led by Ankit, a Berlin-based creative with over 10 years of experience on and off the dancefloor, this class blends structure with warmth and passion. Specializing in Salsa, Kizomba, and Bollywood, Ankit brings a unique teaching style that makes learning feel natural, engaging & fun. ‍ \> In this one\-hour session\, You will learn the foundations of Salsa\, develop timing and coordination & most importantly\, enjoy the connection between music\, movement & people\. Expect a welcoming atmosphere\, clear guidance & a space where You can build confidence and simply enjoy the dance\. ‍ **PARTNER NEEDED?** You are welcome to join on Your own or come with a partner. We will form pairs on the spot, creating a relaxed, social & inclusive atmosphere where everyone can connect and feel comfortable. ‍ Come to feel supported, energized, inspired & celebrate the joy of Salsa. ‍ **TICKETS:** available: at the Box Office before the class ‍ See You Soon. Love. Ankit & DNA. **LEVEL**: All levels **WHAT YOU NEED**: salsa shoes (recommended, not necessary) **COSTS**: €15 Regular (Online / Box Office) \- Free for DNA\. Members
Writers (Feedback) Session
Writers (Feedback) Session
**Open Platform for Writers to connect, share & grow. Together.** ‍ We create a safe space to be creative, connect through writing and give and receive feedback from each other. Get ready for bringing in different writing styles and helping each other improve our own writing skills and get to know some new friends.
Customer Engagement Roundtable Berlin @Soho House
Customer Engagement Roundtable Berlin @Soho House
**Join us for a CX Roundtable event at Soho House Berlin!** 📩 **Please note**: Attendance for attendees from app publishers only (your company must have an app) and if you have registered and received a **confirmation email** from our partners at Airship. **[Register now to reserve your spot](https://www.airship.com/events/cx-leaders-roundtable-berlin-2026/?utm_medium=partner&utm_source=customlytics&utm_campaign=260629_event_cx-roundtable-berlin_emea)**: Customlytics, Airship and Zeotap are teaming up for an exclusive Roundtable event designed for marketing decision-makers at mobile-first and app-driven companies. 🚀 Join us for an invite-only roundtable and networking session with companies such as GetYourGuide, ZEIT ONLINE, REWE Group, Onefootball, congstar & Co. dedicated to one thing: **the real, tangible and practical impact of AI on customer engagement.** ☀️ Kick off your Monday with good conversations at Soho House Berlin. We can’t wait to welcome you!
VRBLN & XRCC Meetup on June 29th, 2026 at 7 PM
VRBLN & XRCC Meetup on June 29th, 2026 at 7 PM
Dear VRBLN Members, Our next event is coming up. This time in collaboration with [XRCC](https://www.xrcc.events/) the biggest [XR hackathon](https://www.xrcc.events/xrcc-2026) in Europe. All the international folks that join the hackathon and conference are invited. Enjoy listening to interesting speakers, trying out the latest XR hardware and demos, meeting global & local XR folks. **Speakers:** 1. [XR4EUROPE](https://xr4europe.eu/), Shaping a United European XR Ecosystem, [Michael Barngrover](https://www.linkedin.com/in/michaelbarngrover/), Managing Director 2. 3D Gaussian Splatting & Demo on Quest3, [Jonas Bernien](https://www.linkedin.com/in/jonas-ber-956607885/), Developer **Call for Demos:** Reach out to [demo@vrbln.de](mailto:demo@vrbln.de) if you want to showcase your demo. **Affiliate Links:** bHaptics offers a discount for VRBLN Members. Contact [affiliate@vrbln.de](mailto:affiliate@vrbln.de) for details. **Free Drinks & Networking:** Location Sponsor: [mdh Mediadesign Hochschule](https://www.mediadesign.de/de) Drinks & Insurance Sponsor: [EDFVR e.V.](https://edfvr.org/) Cheers, VRBLN When you attend the event, you agree to this code of conduct: [http://berlincodeofconduct.org/](http://berlincodeofconduct.org/) LinkedIn: [https://www.linkedin.com/groups/8152606/](https://www.linkedin.com/groups/8152606/) Meetup: [https://www.vrbln.de](https://www.vrbln.de/)
German Course with Previous Knowledge (A1.2 - C2)
German Course with Previous Knowledge (A1.2 - C2)
Sprachenatelier in Berlin has a great variety of language courses available. There are flexible and effective German courses, online as well as in person. Areas such as conversation, grammar, vocabulary, listening and writing are taught in equal measure with qualified, experienced and dedicated German teachers. We offer intensive courses, part-time courses and also private lessons. If you do not have time during the day but you would still like to learn German, for example through enhancing your German language skills, then our evening courses are perfect for you. It is possible to learn online or in person. If you already have previous knowledge of German, we will carry out a written and oral assessment to find a suitable course for you. **Important!** If you participate in this event, you are not automatically registered for a course with us at Sprachenatelier. Firstly, you must go to our website and register there. You may begin a course after our placement test and depending on availability. (A new course starts every Monday). Intensive Course: [https://www.sprachenatelier-berlin.de/en/topic/3731.intensive-german-courses.html](https://www.sprachenatelier-berlin.de/en/topic/3731.intensive-german-courses.html) Evening Course: [https://www.sprachenatelier-berlin.de/en/topic/3732.evening-course-german-berlin.html](https://www.sprachenatelier-berlin.de/en/topic/3732.evening-course-german-berlin.html) Private Lesson: [https://www.sprachenatelier-berlin.de/en/topic/3733.private-lessons.html](https://www.sprachenatelier-berlin.de/en/topic/3733.private-lessons.html)

Live Coding Events This Week

Discover what is happening in the next few days

FREE Entry - Metal Prog show - REPLICAT live @Wild Wednesday
FREE Entry - Metal Prog show - REPLICAT live @Wild Wednesday
Craving for Progressive Rock? The search has an End. REPLICAT is playing the wild wednesday show - as its tradition wild wednesday is free of charge. What??? you can get a REPLICAT show for 0 bugs??? gather the folks and come banging. REPLICAT einlass: 19:00 freier Eintritt: 0€ REPLICAT: https://www.instagram.com/replicat.band/ What happens if you put a theater actor, a drumming bioengineer, a polish programmer and germanys most viewed Youtube guitarist in one band. You get an explosive prog-rock Sound Berlin hasn´t heard for years. This music does not just shake the ground under your feet, it takes you on a journey without an end. Join REPLICAT and reorganize your molecules.
FreeCodeCamp Berlin: Co-Learning & Co-Working
FreeCodeCamp Berlin: Co-Learning & Co-Working
**Chat & Updates:** Telegram: [https://t.me/+VfHrJXPGVWLflGhz](https://t.me/+VfHrJXPGVWLflGhz) Discord: [https://discord.gg/SVb44D9](https://discord.gg/SVb44D9) **\*Deutscher Text unten\*** **Come & go as it fits your schedule** We are meeting in-person and online every week. We offer an office environment for self-study, work and presentation/discussion (lightning talks). **Schedule:** * 10am open doors * 10am online video conference open [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc) * optional, afternoon, around 1pm: 1h presentation session (if requested / offered) * 6pm or extended open-end **Open co-working / co-learning** work on the FreeCodeCamp curriculum or your own project. Vibe inside but vape outside. **Mutual exchange** and support is welcome. English and German, as needed. We have fast internet, chocolate bars, drinks and a nice atmosphere. :-) **Personal Consultation / Career advice** Bodo runs this meetup for many years. As a Senior Dev/DevOp he is open to giving guidance for your questions about career development. Book a free appointment (up to 60min) with him here: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7) **Code presentations on the projector** Everybody can participate. Show your code and present your project/problem. Get feedback or help and let others learn from you! You don't have to prepare a fancy presentation, show us what you're working on. Also in English or German, as you feel more comfortable. **Komm und gehe jederzeit. Zeitplan:** * 10:00 Uhr Öffnung vor Ort * 10:00 Uhr online room [https://meet.in-berlin.de/fcc](https://meet.in-berlin.de/fcc) * Nachmittag, ca 13 Uhr: optional 1 Std. Präsentation / Gruppen-Diskussion (nach Angebot/Bedarf) * 18:00 bzw. länger, open-end **Präsentationsrunde** nach Bedarf und Angebot am Nachmittag. Dort man kurz zeigen, woran man gerade arbeitet, eventuell Hilfe bekommen oder interessante Tool vorstellen. Du musst keine große Präsentation vorbereiten. Ebenfalls auf Englisch oder Deutsch, wie Du Dich wohl fühlst. **Gegenseitiger Austausch** und Unterstützung sind willkommen. Es wird Englisch und Deutsch gesprochen. **Persönliche Beratung / Karriereempfehlung** Bodo veranstaltet dieses Meetup seit vielen Jahren. Als Senior Dev/DevOp gibt er Dir auch persönliche Ratschläge für Karriere im 1:1 Gespräch. Reserviere Deinen kostenfreien Online-Videocall (bis zu 60min) hier: [https://calendar.app.google/yoZfVZR4D9zwt5in7](https://calendar.app.google/yoZfVZR4D9zwt5in7) **Tech & Buzz:** Claude Code, nodeJS, npm, nvm, TypeScript, JavaScript, Bootstrap, Tailwind, Bulma, React, Angular, NextJS, Vue, Nuxt, Docker, Container, Virtualization, Django, Codex, LLM, vibe coding, static site generation, OAuth2, Simple SAML, UX, UI, CMS, markdown, Hugo, Netlify, freeCodeCamp, Udemy, Community, Frontend Masters, Backend, SQL, noSQL, MySQL, Python, Linux, Development, git, Version Control, HTML, CSS, Open Source, Responsive Web design, Relational Database, API, Data Science, Machine Learning, Infosec, Cybersecurity, Big Data, AI, Artificial Intelligence, ChatGPT, Stable Diffusion, Data Structures, Data Mining, Ethical Hacking, OSI, Network Security, Julia, Deno, Test driven development, CI, continuous delivery, Deployment Pipe, Bash, devOps, Gitlab, GitHub, Jira, Cloud Computing, Azure, AWS, Apache Server, SSH, Algorithm optimization, SEO, C/C++, Mobile Apps, Apple iPhone, mac OS, Firefox, Chrome, Android, Programming Languages, Cryptography, Patching, Blockchain, DApp, Solidity, Analytics, geek, nerd, Neural Network, MongoDB, ExpressJS, Flutter, Go Lang, AJAX, OOP, UML Diagram, Computer Science, Engineering, Modell, View, Controller, Requirements, risks analysis, PKI, SSL, PGP Certs
Co-Working Session (Deep Work, all types of work welcome)
Co-Working Session (Deep Work, all types of work welcome)
Hello! I’m organising a coworking + socialising session for all of us who are working on projects (e.g. our own creations, freelance or remote work) but don't feel like sitting alone at home. 🙂 To ensure that we have time for both socialising AND working, we will be using the so-called “Pomodoro” technique: **50 mins deep work** (silent), followed by **10 mins break** to socialise. And then repeat! You are welcome to join whatever your personal background is, and whatever project you are working on. I (the host) speak English and German, so either language is fine. ——————————————————- AGENDA: * **Short Intro** Tell us who you are and share something about what you will be working on today * **Pomodoro Session** \- 3x \(3h\) Each Pomodoro session consists of 50 mins focused “deep work” (no talking, no interruptions, **phones on silent mode**) -> then 10 mins break: a chance to share your progress with others -> Repeat * **15 mins Wrap Up** Celebrate what you achieved and get to know others 😊 ———— Wifi + power plugs are available - but best to bring a fully charged laptop, just in case 🙃 You **do not** have to pay anything. But since we are using the café space, it is common courtesy to buy at least one drink (coffee costs roughly **4 Euros**).
July Meetup: Hearables and assistive technologies
July Meetup: Hearables and assistive technologies
On the 1st of July we will host the next iteration of our monthly Audio Developer Meetup where **Peggy Sylopp** from [sinceare](https://www.sinceare.com/) will be presenting her work on personalization approaches for hearables, and **Vlad Litvinenko** will demo 'Spotykach', a looping playground. See below for details! As always, there will be a chance to network over drinks and pizza. Anyone interested in Audio development is welcome! Doors open at 18:00, talks start at 18:15. Please note: Attendance is **strictly limited** to people who have RSVP'd. Talk details: **Can users train their own audio system?** \- Peggy Sylopp In this talk, we present Sinceare’s closed-loop personalization approach for hearables. Instead of relying on predefined fitting rules or static presets, users teach the system how it should sound through interaction and feedback. These preferences are transformed into personalized machine-learning models that learn how to control existing audio processing algorithms according to individual preferences. Rather than replacing audio DSP algorithms, the generated models act as an adaptive control layer that continuously adjusts algorithm parameters based on user-specific listening preferences. Based on more than eight years of research and a recent study conducted with Fraunhofer IDMT and Charité, we will share insights into user-driven audio model generation, human-in-the-loop machine learning, and the path from research prototype to future embedded hearable deployment. **Spotykach, a looping playground** \- Vlad Litvinenko Vlad is a Berlin based software developer doing e-commerce by day, bleeping machines at night and sometimes music in between. The talk is about device they’ve recently built. It’s “Spotykach”, a looping playground, as they call it. It started from an attempt to do a simple Beat-Repeat kind of plugin, but then evolved into a community project within Synthux Academy with people from different backgrounds and countries.
2 WEEKS CLASS ON PORTRAIT with live model for beginners
2 WEEKS CLASS ON PORTRAIT with live model for beginners
**[2 WEEKS CLASS ON PORTRAIT with live model](https://berlinschoolofdrawing.weebly.com/face-drawing-pencil.html)** ***[for beginners](https://berlinschoolofdrawing.weebly.com/face-drawing-pencil.html)*** *TUESDAYS* *June 30th to JULY 7th* *5 to 7 pm* *60€ MATERIAL INCLUDED* [BOOK IT HERE](https://berlinschoolofdrawing.weebly.com/face-drawing-pencil.html)! Starting from an intro to tools and methods to draw a face correctly, we'll focus on planes and details by practicing on live model. We will deepen shading and resemblance. Suitable for beginners though some experience could help ***
AI Future-Club Projects #1
AI Future-Club Projects #1
**The direction is set. Now let's build.** Our first session shaped what this group is about, now we get to see it in action. A member is showing off a real project: what they built, what broke, and what surprised them. Then we open it up: Q&A, war stories, and a honest conversation about the tools, lessons, and struggles we're all running into. Come ready to dig in and share. Before you arrive, **sign up for our newsletter** to stay in the loop on session recaps, resources, and upcoming events: [Future-Club](https://future-club.org) Show up ready to contribute. 🔥 See you there! 👋
BLN DevOps #53 | Parloa
BLN DevOps #53 | Parloa
Join us for the **Berlin DevOps Summer Meetup**: our last edition before the summer break! We're excited to be hosted by **Parloa** for an evening of interesting talks, discussions, and networking. There will be food and drinks provided, and plenty of time to connect with fellow DevOps enthusiasts. **📌 Please register at least 24 hours before the event.** We need to share the attendee list with the Parloa office in advance, and **spots are limited**. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- **Agenda** 18:30 Open Doors, Networking with Food and Drinks 19:00 Welcome words by Parloa and BLN DevOps team 19:25 **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** 19:50 **The Pipeline Was Green — AI Agents and CI Trust** 20:15 Short Break 20:30 **Managing Uninvited Guests: Securing Open Source Dependencies** 20:55 Networking 21:30 Closing ➡️ Interested in hosting an event? Fill out our [Call for Hosts](https://docs.google.com/forms/d/e/1FAIpQLScBpga8Yp-QAQt2lGskZWOThaKyQ_MbMbZaNcklgeXxqr5Vrg/viewform?usp=sf_link) and let's set up a meeting. \-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\-\- *Christoph Ebeling* **Running K8s with AI: Automating** **the SRE Lifecycle with Grafana MCP and GitLab** What does it look like to run 30+ microservices, 8 databases, and a Kafka cluster almost entirely through AI agents? This talk walks through a practical demo of automating the full SRE lifecycle: from incident investigation to deployment validation, using Grafana MCP and the GitLab Agent Platform, and where humans still need to stay in the loop. *Serhii Vasylenko* **The Pipeline Was Green — AI Agents and CI Trust** We’ve spent years building CI/CD pipelines that tell us when code is "technically correct," but are they capable of telling an autonomous AI agent if a change is safe to apply? This talk explores a real-world incident where an AI-powered automation -- pairing Renovate with Claude Code -- successfully executed a "green" pipeline that broke a critical QA cluster for three days, how the team reacted, and how we evolved our vision toward the future of human-agentic collaboration with code. *Frithjof Hoffmann* **Managing Uninvited Guests: Securing Open Source Dependencies** Open source software is the ultimate neighborhood party, but what happens when an uninvited guest slips through the door? This talk digs into the messy reality of dependency hell and its role in software supply chain security: from typosquatting attacks to maintainer account takeovers, and the abandoned projects with known CVEs quietly living in your codebase rent-free.

Live Coding Events Near You

Connect with your local Live Coding community

Columbus Code & Coffee 88 @ Improving
Columbus Code & Coffee 88 @ Improving
Columbus Code & Coffee is an inclusive, informal co-working session. People of all skill levels attend, and we love it that way. Many people (optionally) bring projects to work on, and many other people (optionally) socialize the entire time. It's entirely up to you! **What to Expect at the Intro Circle** \~\~\~\~\~\~\~\~\~\~\~\~\~ Near the beginning of the event (1:30 pm), we do a standup: * Organizer announcements, updates, and logistics Round 1 - (7 secs max): * Your name * What you're working on * What you can help others with Round 2: * Community events you wanna plug. If none, that's cool too. Round 3: * Job opportunities you're hiring for OR announce that you are looking for one. If none, that's cool. After the introduction circle, everything is self-organized! Feel free to work alone, pair up, attend one of our workshops/presentations, or mingle!
COhPy Monthly Meeting
COhPy Monthly Meeting
**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: This month Chris Pazsint will be talking about Agentic Coding. How does one use CLI Based Agents, and Agentic IDEs such as Cursor, Kiro, Antigravity? How to include agentic coding plugins for IDEs you already love such as Visual Studio Code. 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
Columbus PHP: Monthly Meetup
Columbus PHP: Monthly Meetup
Our monthly PHP meetup. A virtual shindig courtesy of Zoom. Check back here for the details around 6:15 pm
Columbus Book Festival!!
Columbus Book Festival!!
DoJo (Informal Python Meeting)
DoJo (Informal Python Meeting)
**Latest 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 speakers for our Monthly Meetups! Fill out the form if you are interested in presenting to the Python Community. https://forms.gle/ehSfUAC2WgR34Crq9
Stop Guessing: How to Measure and Improve LLM Outputs
Stop Guessing: How to Measure and Improve LLM Outputs
Most people use LLMs by feel: ask a question, read the answer, decide whether it “seems good,” and move on. That works for casual use. It does not work when you are building software, automating workflows, writing important documents, or relying on AI for anything that needs to be repeatable. In this talk, we’ll look at how to improve and evaluate the inputs and outputs of LLMs using practical measurement techniques. We’ll cover how prompt changes affect results, how to compare outputs, how to build simple evaluation sets, and how math-based methods like similarity scoring can help you move beyond guesswork. This will be beginner-friendly, so even if you don't know anything about AI, you should get something out of it. However, this will be a little more technical than our intro talks. You do not need to be an AI researcher, but programmers and technically curious attendees will get a lot out of it. We’ll cover: * Why “it looks good” is not enough * How to improve prompts by changing the input, context, and constraints * How to compare LLM outputs more systematically * Basic evaluation techniques for accuracy, consistency, and usefulness * How embeddings, cosine similarity, and scoring can help evaluate results * Where automated evaluation works — and where humans still need to stay in the loop By the end, you’ll have a practical mental model for treating LLMs less like magic and more like systems you can test, measure, and improve. LOGISTICS AND PARKING: The talk starts at 7:00 PM. The first half hour is reserved for everyone to get set up and mingle. Free pizza and drinks! The cheapest parking option is to find street parking, which will only cost you a few bucks. Otherwise, park in the nearby veteran's museum lot for $8. It's highly recommended you avoid the nearby $15 garage parking.