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Event Starts @ 1 pm $5 entry Prize support based on attendance

Title: Biology-Inspired Neural Networks with Multi-Directional Propagation of Values and Distributions Date: Feb 8 2026 10:00 am - Noon EST Summary: While biological axons can propagate in both directions, current ANNs are focused on unidirectional propagation. Also usually they only propagate values, while uncertainty is shown also crucial for making decisions of biological organisms - suggesting to propagate also variance, probability distributions. I will talk about novel KAN-like approach to ANNs repairing these lack by using neurons containing inexpensive local joint distribution model as polynomial, allowing to freely change propagation direction by just switching indexes, also propagate entire probability distributions represented by vectors of moments. Beside backpropagation, it also allows many additional training approaches, like direct estimation, tensor decomposition, and through information bottleneck. Speaker: Dr Jarek Duda is an assistant professor at Jagiellonian University. He holds degrees in computer science (PhD), mathematics (MSc) and physics (PhD). He is mainly focused on physics foundations, information theory, statistical analysis, and is known for introduction of asymmetric numeral systems. Moderators: Dr. Pawel Gora, CEO of Quantum AI Foundation and Dr. Sebastian Zajac , member of QPoland Zoom registration form will be provided no later than 1 hour prior to the event's start time.

**Could it be that the perfect format doesn't exist because the cards for it haven’t yet been made? Are ideas already budding in your mind? Let’s bring them to life. Even if they aren't perfect, I want to see them in action! Expand an existing theme or brew an entirely new one.** **Here’s a card editor you may use:** **[https://lauqerm.github.io/ygocarder/](https://lauqerm.github.io/ygocarder/?data=%7B%22fm%22%3A%22tcg%22%2C%22rg%22%3A%22en%22%2C%22fr%22%3A%22ritual%22%2C%22lf%22%3A%22auto%22%2C%22rf%22%3A%22auto%22%2C%22rpf%22%3A%22auto%22%2C%22fo%22%3A%22normal%22%2C%22op%22%3A%7B%22opbd%22%3A100%2C%22oppd%22%3A100%2C%22optx%22%3A100%2C%22opnm%22%3A100%2C%22opbf%22%3A%22%23404040%22%2C%22opab%22%3Atrue%2C%22opnb%22%3Atrue%2C%22opeb%22%3Atrue%2C%22opfb%22%3Atrue%2C%22opbl%22%3Afalse%7D%2C%22fn%22%3A%5B%5D%2C%22afn%22%3A%22normal%22%2C%22of%22%3A%5B%22normal%22%2C%22normal%22%2C%22normal%22%2C%22normal%22%5D%2C%22na%22%3A%22Junko%22%2C%22nst%22%3A%22custom%22%2C%22ns%22%3A%7B%22nsfs%22%3A%22%23000000%22%2C%22nssc%22%3A%22%23000000%22%7D%2C%22at%22%3A%22TRAP%22%2C%22att%22%3A%22auto%22%2C%22sf%22%3A%22NO+ICON%22%2C%22it%22%3A%22auto%22%2C%22st%22%3A6%2C%22stl%22%3A%5B%5D%2C%22sa%22%3A%22auto%22%2C%22ar%22%3A%22https%3A%2F%2Fi.imgur.com%2Fh5kXZeC.png%22%2C%22ad%22%3A%22%22%2C%22as%22%3A%22online%22%2C%22af%22%3Afalse%2C%22arc%22%3A%7B%22aru%22%3A%22%25%22%2C%22ara%22%3A1.325%2C%22arx%22%3A0%2C%22ary%22%3A4%2C%22arw%22%3A100%2C%22arh%22%3A67.54716981132076%7D%2C%22hbg%22%3Afalse%2C%22bg%22%3A%22%22%2C%22bgd%22%3A%22%22%2C%22bf%22%3Afalse%2C%22bgs%22%3A%22online%22%2C%22bgt%22%3A%22fit%22%2C%22bgc%22%3A%7B%22bgx%22%3A0%2C%22bgy%22%3A4%2C%22bgw%22%3A100%2C%22bgh%22%3A89.5%2C%22bgu%22%3A%22%25%22%2C%22bga%22%3A1%7D%2C%22lm%22%3A%5B%221%22%2C%223%22%2C%227%22%2C%229%22%5D%2C%22lr%22%3A%22%22%2C%22il%22%3Anull%2C%22ip%22%3Atrue%2C%22pf%22%3A%22auto%22%2C%22pe%22%3A%22Once+per+turn%3A+You+can+pay+800+LP%2C+increase+this+card%27s+Pendulum+Scale+by+1.%22%2C%22rs%22%3A%224%22%2C%22bs%22%3A%224%22%2C%22psi%22%3A%22medium%22%2C%22ta%22%3A%5B%22Trap+Card%22%5D%2C%22es%22%3A%7B%22cdtl%22%3A%22strict%22%2C%22efs%22%3A%22auto%22%2C%22eus%22%3A0%2C%22ebg%22%3A%22auto%22%2C%22eml%22%3A0%2C%22ejr%22%3A100%7D%2C%22ps%22%3A%7B%22pfs%22%3A%22auto%22%2C%22pus%22%3A0%2C%22pbg%22%3A%22auto%22%2C%22pml%22%3A0%2C%22pjr%22%3A100%7D%2C%22ef%22%3A%22%5B2%2B+Effect+Monsters%5D%5CnEach+time+an+opponent%27s+monster+activates+its+effect%2C+place+1+Pure+Counter+on+that+opponent%27s+monster+%28max.+1%29+after+that+effect+resolves.+Unaffected+by+activated+effects+from+monster+with+a+Pure+Counter.+Cannot+be+destroyed+by+battle+with+monsters+with+a+Pure+Counter.%22%2C%22si%22%3A%22YGOC-EN001%22%2C%22atk%22%3A%222000%22%2C%22def%22%3A%222000%22%2C%22pw%22%3A%2218111996%22%2C%22sti%22%3A%22holo5%22%2C%22fe%22%3A%221%3Cst%3E+Edition%22%2C%22ife%22%3Atrue%2C%22act%22%3A%22%22%2C%22hct%22%3Afalse%2C%22isp%22%3Afalse%2C%22ile%22%3Afalse%2C%22idt%22%3Afalse%2C%22ilc%22%3Afalse%2C%22cr%22%3A%22%C2%A92020+Studio+Dice%2FSHUEISHA+TV+TOKYO%2C+KONAMI%22%2C%22fh%22%3Atrue%2C%22sts%22%3A%5Bfalse%2C%22%23000000%22%2Cfalse%2C%22%23000000%22%5D%2C%22tts%22%3A%5Bfalse%2C%22%23000000%22%2Cfalse%2C%22%23000000%22%5D%2C%22ets%22%3A%5Bfalse%2C%22%23000000%22%2Cfalse%2C%22%23000000%22%5D%2C%22pts%22%3A%5Bfalse%2C%22%23000000%22%2Cfalse%2C%22%23000000%22%5D%2C%22ots%22%3A%5Bfalse%2C%22%23000000%22%2Cfalse%2C%22%23000000%22%5D%2C%22dl%22%3A%5B%22%22%2C%22%22%2C%22%22%2C%22%22%2C%22%22%2C%22%22%2C%22%22%5D%2C%22fl%22%3A%5B0%2C0%5D%2C%22ve%22%3A3%7D)** **Just click and type away. Don’t hold back your imagination.** **And, as for the non-custom cards you use, don't worry about points or forbidden/limited status. A little bit of chaos can be fun sometimes!**

Join us for coffee and free-form discussions about AI and how it affects our lives!

***Arcs*** is a sharp, tactical space opera game, for 2–4 players, set in a dark yet silly universe. Players represent officials from a distant, decaying and neglectful Empire who are now free to vie for dominance whether through battle, gathering scarce resources or diplomatic intrigue. Ready yourself for dramatic twists and turns as you launch into this galactic struggle. A deck of cards in 4 suits with ranks from 1-7 (2-6 for fewer than 4 players) defines the action selection system. These cards are played in a trick-taking adjacent system to select actions, take the initiative and declare Ambitions. The 3 declared Ambitions are what will score in that deal. Timing is everything. Bad hands must be mitigated by careful card play and benefitting from other players' card play. Battles are resolved quickly with the attacker choosing their level of risk. The defenders must be prepared with adequate defensive ships and cards in their tableau.

\*\*\*MOVED TO SECOND SUNDAY TO AVOID GLOBAL GAME JAM\*\*\* Join local video game developers, artists, musicians and writers to talk about the art and science of game development. Bring a device and demo your game, talk shop, find like minded folks to join forces with, have a snack or a beverage among new friends. We are an informal meetup where we share what we've been working on and socialize. Come for all or just a bit of the time!

Join our ASL Brunch on Sundays in Greenbelt! All ASL users and learners are welcome. Brunches are alternately held at two restaurants in Greenbelt, both in the same town plaza. ODD WEEKS: 1st, 3rd, and 5th Sundays, we meet at Cedars of Lebanon, 103 Centerway. EVEN WEEKS: 2nd and 4th Sundays, we meet at New Deal Café,113 Centerway. We are the Greenbelt ASL Community, a group of both Deaf and hearing people who hang out, chat about everyday goings on, trade stories, get to know each other better, and of course, enjoy food together. Many members use ASL as their primary language, several are interpreters or other fluent ASL users, while others are ASL learners who wish to improve their skills while making new friends. Before or after brunch, you can visit the farmer's market and small coop grocery store in the plaza. Please RSVP so we can contact you via email if needed. Our group is on Facebook as Greenbelt ASL Community. Some long-time group members don't mark their attendance here, so feel free to stop by even if you don't see others who have RSVP'd on Meet-up.

Shilohites Toastmasters meets every 2nd and 4th Sundays. Meetings start at 4:00 pm, and last one hour. We are a community club open to all. Parking is free. We focus on personal goals for professional development.

***Please join us as we continue a course of study on the spelling of the Hebrew letters. Our 7th session will be the spelling of Zain (Zain Yod Nun) relating to Tarot Key 6. We will be exploring ideas about the spelling of Zain to illuminate our understanding of The Lovers.*** ***No prior preparation is needed and membership in B.O.T.A. is not required. We'll be providing handouts.*** ***Looking forward to sharing in the Ageless Wisdom as we grow in Understanding together!*** ***Fraternally yours in L.V.X.,*** ***Roger***

Join us as The Washington Area Roadskaters lead you on a different adventure every week, skating through and around our Nation's Capital! For current details, check Facebook and Instagram. Facebook: https://www.facebook.com/groups/WashingtonAreaRoadskaters/events Instagram: https://www.instagram.com/weareskatedc/ We hope to see you soon!

We are meeting in person at Elwood Smith Community Center, Rockville. \*\*\* The community-singing event where where everything's made up and the point — to sing for our lives — matters. Our leaders will teach you parts to sing for spontaneously-composed choral pieces. We play a variety of listening/music/singing games, and create safe opportunities for participants to improvise as little or as much as they might like. Good for all skill levels, shower-singers to seasoned pros, no sheet-music-reading required. This month we welcome special guest and co-leader [Micah Hendler](http://micahhendler.com/), a musical changemaker building community through song - with Palestinian and Israeli youth in the [Jerusalem Youth Chorus](http://jerusalemyouthchorus.org/), here in the DMV through [Community Sings at Levine Music](https://www.levinemusic.org/performance/community-sings/), and more. \*\*\* We usually meet on the second Sunday of the month, and will continue to meet in-person as long as it makes sense. We encourage and provide masks. We will also plan on continuing our Zoom circles from time to time. So please check the day before/day of the meetup each month to confirm date & details. This world needs more song; join in the fun, and be the music you want to hear in the world. Hope to see you there! \~\~\~\~\~\~\~\~\~\~ L❤️ving this? Donate! : ) Your donations help keep our mission alive! We love doing this with you. Thank you to all who support us. Suggested donation is $15-20. Please include "VX" in the memo/notes! Via paypal: [ParisKern@comcast.net](https://paypal.me/Pariskern) Via Venmo: [@Pariskern](https://account.venmo.com/u/Pariskern) Check? Email: [ParisKern@comcast.net](mailto:ParisKern@comcast.net) IMAGE RIGHTS: We may take pictures and record videos of our in-person events, and record our Zoom meetings online. This material will be available for us to use to publicize upcoming circles and workshops and performances. By attending our events, you are agreeing with the image rights agreement. \~\~ This event is supported in part by the Maryland State Arts Council ([msac.org](https://msac.org/)). \~\~

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!

### Tools in your AI's Toolbox : An introduction to MCP Servers The generative AI revolution has unlocked unprecedented capabilities, but the next frontier is agency: empowering models to interact with, query, and act upon the world. The current challenge is the “N x M integration problem,” where every AI model requires a custom, brittle integration for each external tool or data source. This approach simply doesn’t scale. How can we give an AI access to our sales leads, code repositories, or IoT devices in a standardized, secure, and reusable way? This session introduces Anthropic’s Model Context Protocol (MCP), the open-source framework designed to solve this challenge and become the universal connector—the USB-C port—for AI. MCP standardizes how AI models discover and use external tools, moving beyond simple function-calling to a robust, client-server architecture. We will dive into how this open protocol is creating a new ecosystem for building powerful, context-aware AI agents. Join this session for a developer-focused introduction where you will learn how to: Understand the core concepts of the open-source Model Context Protocol and its architecture. Utilize pre-built, open-source MCP servers to instantly connect AI to tools like Git, Slack, and databases. Build a custom MCP server to securely expose your own proprietary data and APIs as tools for any compliant AI. Move beyond bespoke integrations and contribute to a standardized, collaborative, and open ecosystem. Stop building one-off connectors and start building intelligent agents. This session will give you the practical knowledge to leverage MCP and create the next generation of AI that doesn’t just talk, but does. Want to be a speaker? submit your talk to our Call for Presenters!!! [https://sessionize.com/azure-cbus-2026/](https://sessionize.com/azure-cbus-2026/)

**People Analytics 101: Making Sense of Compensation Data** Compensation data is one of the most widely used and widely misunderstood forms of people analytics. The session will cover where compensation data comes from, including market pricing data, internal payroll data, and benchmarking sources, and how companies think about structuring and analyzing that information. We will explore how compensation data is leveraged to set salary ranges, manage internal equity, support hiring and retention, and align pay with business strategy. A portion of the session will address common data challenges and limitations, such as market noise, inconsistent job matching, and incomplete datasets, while keeping the primary focus on practical use rather than technical depth. The session will also look ahead at where the space is going, including the growing impact of pay transparency laws, expanding pay equity requirements, and emerging regulations in the US and Europe that require organizations to report on gender and pay gaps. The goal is to give attendees a clear mental model for how compensation analytics works today and why getting it right is becoming increasingly critical. (note: we are back at Rev1 this month!) **About Our Speaker** [Alex Moore](https://www.linkedin.com/in/alexscottmoore/) is the founder of [Moore Cooperative](https://moorecooperative.com/), where he advises organizations on compensation strategy, pay equity, and people analytics. His work focuses on helping organizations like the Ohio Supreme Court design, analyze, and communicate compensation systems that are data-informed, defensible, and aligned with organizational goals. Alex lives in Granville, Ohio and has three little kiddos. More info at [cbusdaw.com](https://cbusdaw.com)

Bring your work or your hobby, hang out, and code with us. Follow @buckeyecocoa for more information.

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.

I love my job and one of the main things I do is help customers get going with any of the data technologies at Microsoft. Right now there are a lot of my customers asking about Microsoft Fabric. It's hard to weave across all the shiny new options across the Fabric landscape, let alone figure out where it fits into your organization. In this session we'll focus on answering one question - how can I get data into Fabric? We'll talk through the "it depends" options and see some of the options in live demos.