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Business Analytics Events Today
Join in-person Business Analytics events happening right now
Databricks meetup
**Join us at the Databricks Meetup in Prague** đ§ą
Weâre bringing together data professionals to share real-world experience, best practices, and practical insights from working with Databricks. Expect a mix of technical talks, hands-on use cases, and open discussions.
Whether you're just getting started or already working with data at scale, this is a great chance to learn, get inspired, and connect with the Prague data community đ¤
**Program**
**đ Python Project Template by [Jan Lukany](https://www.linkedin.com/in/jan-lukany/) (Datamole)**
*Jan will present an opinionated project template for Databricks data engineering, built on top of the official `default-python` bundle* *template. He will cover one of the approaches Datamole takes to local unit testing, integration testing on Databricks and CI/CD via GitHub Actions.*
**đĄ Production-Grade Development with Notebooks by [JiĹĂ VinĂĄrek](https://www.linkedin.com/in/vinarek/) (Mews)**
**đ§ Genie & Genie Code by [Jakub AugustĂn](https://www.linkedin.com/in/jakub-augustin/) (Databricks)**
**đť Networking, drinks & good food**
đ Register here: https://usergroups.databricks.com/events/details/databricks-user-groups-prague-databricks-user-group-presents-2nd-databricks-user-group-prague/
Contact âšď¸
jan.bleha@datamole.ai
Everpure: The Future of Data Management
**Event Summary**
We are diving into how Everpure is redefining data - evolving beyond storage into a unified, intelligent platform. Expect real insights, practical demos, and a fresh take on how simple data management can be.
**Talk 1: From Pure Storage to Everpure**
**Speaker: [Paul Melmon](https://www.linkedin.com/in/paulmelmon/) \- Prague Site Lead / VP\, Engineering**
Paul will unpack why Pure Storage became Everpure, a shift that reflects our move from storage to full-scale data management. You will see whatâs changing, what remains core to our DNA and how the 1touch acquisition expands our capabilities into data intelligence. Paul willl also spotlight our Prague R&D hub, where much of this innovation is being built.
**Talk 2: The Intelligent Control Plane**
**Speaker: [Adam Mazouz](https://www.linkedin.com/in/adammazouz/) \- Principal Product Manager**
Managing data doesnât have to be complex. This session shows how we bring everything into one intelligent control layer. With Fusion, Pure1, and Purity working together, you get unified visibility, AI-driven insights and automated workflows. Adam will walk through how this evolves from siloed management to a truly intelligent, self-optimizing system.
**Talk 3: The Unified Data Plane**
**Speaker: [Bogusia Frese](https://www.linkedin.com/in/bogusia-frese-3780901b/) \- Consulting Field Solutions Architect**
Say goodbye to silos - this is where block, file and object storage come together as one seamless data layer. Bogusia will show how a consistent platform spans on-prem, cloud and hybrid environments while supporting every workload from databases to AI. Built on Evergreen Architecture and designed for resilience, it keeps your data always available, protected, and ready to scale.
**Time Agenda:**
**17:30â18:00** â Doors open and registration with snacks and beer
**18:00â18:20** â Talk 1
**18:25â18:45** â Talk 2
**18:50â19:10** â Talk 3
**19:10â20:00** â Networking time
**20:30** â Doors close
Research Tuesday: UX mimo obrazovku - jak zkoumat orientaci ve fyzickĂŠm svÄtÄ
ÄekĂĄnĂ je u konce - jedeme dĂĄl! Po povedenĂŠm nĂĄvratu se Research Tuesday vracĂ podruhĂŠ. Navazujeme pĹesnÄ tam, kde jsme minule skonÄili: u sdĂlenĂ zkuĹĄenostĂ, otevĹenĂ˝ch diskusĂ a upĹĂmnĂŠho pohledu na naĹĄi prĂĄci bez pĹĂkras.
**đĄ AtmosfĂŠra: Bez kamer, jen diskuse**
Jestli jsi tu poprvĂŠ, pĹipomĂnĂĄme naĹĄi âtajnou ingredienciâ: meetupy nenahrĂĄvĂĄme ani nestreamujeme. DĂĄvĂĄ nĂĄm to svobodu mluvit otevĹenÄ o tom, co fungovalo â i co ne.
**đşď¸ TĂŠma mÄsĂce: KdyĹž UX opustĂ obrazovku**
Co kdyĹž zĂĄkaznickĂĄ cesta nezaÄĂnĂĄ ani nekonÄĂ v jednom rozhranĂ, ale vede pĹes digitĂĄlnĂ touchpointy do fyzickĂŠho prostĹedĂ, a pak zase zpĂĄtky? Co kdyĹž uĹživatel neĹeĹĄĂ aplikaci, ale snaŞà se ve stresu a pod ÄasovĂ˝m tlakem najĂt sprĂĄvnĂŠ dveĹe v nemocnici?
**Michaela Holubec BirtusovĂĄ**
UX vĂ˝zkumnice, facilitĂĄtorka a service designĂŠrka, kterĂĄ se pohybuje na pomezĂ digitĂĄlnĂch a fyzickĂ˝ch sluĹžeb. DlouhodobÄ pĹŻsobĂ v organizaci Czechdesign, kde se vÄnuje pĹedevĹĄĂm projektĹŻm ve veĹejnĂŠm sektoru, od municipalit po zdravotnictvĂ. KromÄ toho pracuje na volnĂŠ noze pro dalĹĄĂ klienty, kterĂ˝m pomĂĄhĂĄ s vĂ˝zkumem, facilitacĂ a nastavovĂĄnĂm sluĹžeb tak, aby odpovĂdaly reĂĄlnĂ˝m potĹebĂĄm lidĂ.
V poslednĂch letech se intenzivnÄ zamÄĹuje na vĂ˝zkum orientace (wayfindingu) ve zdravotnickĂ˝ch zaĹĂzenĂch. V rĂĄmci vĂ˝zkumnĂŠho projektu podpoĹenĂŠho TAÄR se podĂlĂ na vĂ˝zkumu, kterĂ˝ kombinuje kvalitativnĂ metody, testovĂĄnĂ v terĂŠnu, eye-tracking i VR, s cĂlem navrhovat navigaÄnĂ systĂŠmy, kterĂŠ skuteÄnÄ fungujĂ.
Michaela nasdĂlĂ svĂŠ zkuĹĄenosti z vĂ˝zkumu orientace (wayfindingu) ve zdravotnickĂ˝ch zaĹĂzenĂch. OtevĹe tĂŠmata, kterĂĄ se v digitĂĄlu Äasto neĹeĹĄĂ â prĂĄci s fragmentovanou pozornostĂ, kontextem, stresem nebo chybou. Probereme i to, jak dĹŻleĹžitĂĄ je v tomto kontextu pĹĂstupnost a jak ji do vĂ˝zkumu zahrnout co nejvĂce. Michaela ukĂĄĹže case study jako otevĹenĂ˝ vhled do procesu: co fungovalo, kde si tĂ˝m nebyl jistĂ˝ a kde narĂĄĹžel.
**NovĂŠ mĂsto & kĂĄva:**
TentokrĂĄt se potkĂĄme v ĂştulnĂŠm prostĹedĂ **kavĂĄrny Ruelto na AndÄlu**. Abychom podpoĹili majitele, kteĹĂ nĂĄm vyĹĄli vstĹĂc, nebudeme tentokrĂĄt zajiĹĄĹĽovat externĂ catering. Na mĂstÄ si ale mĹŻĹžete koupit jejich skvÄlou vĂ˝bÄrovou kĂĄvu a lahodnĂŠ kolĂĄÄky.
**đ Agenda:**
* **09:00 AM** â OtevĹenĂ dveĹĂ & rannĂ networking
* **9:30 AM** â ĂvodnĂ blok: KdyĹž UX opustĂ obrazovku: Jak zkoumat orientaci ve fyzickĂŠm svÄtÄ
* **10:30 AM** â OtevĹenĂĄ diskuze
* **11:30 PM** â ZĂĄvÄr & networking
*
**𧸠HlĂdĂĄnĂ dÄtĂ na vyŞådĂĄnĂ:**
Research Tuesday stavĂme na tom, Ĺže profesnĂ rozvoj mĂĄ bĂ˝t pĹĂstupnĂ˝ vĹĄem. Chceme podpoĹit i rodiÄe malĂ˝ch dÄtĂ, aby mohli zĹŻstat v kontaktu s oborem a potkĂĄvat se bez zbyteÄnĂ˝ch pĹekĂĄĹžek.
**MĂĄte zĂĄjem o hlĂdĂĄnĂ?** RĂĄdi ho na mĂstÄ zajistĂme, ale potĹebujeme vÄdÄt, jestli o nÄj bude zĂĄjem.
Dejte nĂĄm vÄdÄt v komentĂĄĹĂch nejpozdÄji do pondÄlĂ do 8:00, jestli sluĹžbu vyuĹžijete a pro kolik dÄtĂ. Podle toho rozhodneme, jestli ji zajistĂme.
**đď¸ DĹŻleĹžitĂŠ informace:**
**Vstupenky:** VstupnĂŠ na Research Tuesday je dobrovolnĂŠ. Kapacita je omezena na **35 mĂst**, abychom udrĹželi osobnĂ a otevĹenou atmosfĂŠru.
**Rezervace:** Zarezervuj si mĂsto vÄas. Pokud se ti plĂĄny zmÄnĂ, prosĂme, uvolni mĂsto ostatnĂm.
**TÄĹĄĂme se na znĂĄmĂŠ tvĂĄĹe i novĂŠ ĂşÄastnĂky!**
Ivana, Lucie, Martin
Build With AI #4: Production-Ready AI Agents | Hybrid Workshop
This workshop will be held in a hybrid format, allowing you to participate either in person or virtually.
âźď¸ To help us prepare, please ensure you have registered
correctly here : https://gdg.community.dev/events/details/google-gdg-krakow-presents-build-with-ai-4-production-ready-ai-agents-hybrid-workshop/
and selected your attendance preference:
**In-Person**: Join us on-site at **EPAM HUB Krakow.**
**Online:** Join us via the meeting link: https://meet.google.com/yro-fdxs-qzw
Please use **personal gmail account** for registration.
We will provide **Google Cloud Credits** to generate a **Gemini keys** for use during the workshop. This session is designed for **beginners and intermediate** learners, if you have no experience with these specific technologies it is a great chance to acquire it!
Please be prepared to you your personal laptop.
**AGENDA**
đď¸ 17:30 - Registration & Networking
đ 18:00 - Opening & Setup preparations
đ¤ 18:10 - Ăalgan AygĂźn - Building and Scaling Secure Agents: MCP, ADK and Cloud Run. Part 1.
Unlock the potential of the Model Context Protocol (MCP) to provide AI agents with secure, standardized access to your data and tools. This hands-on session guides you through the end-to-end process of building and deploying a production-ready MCP server on Google Cloud Run. You will learn how to implement robust security for your server and then connect it to an intelligent agent using the Agent Development Kit (ADK). By the end of the workshop, you will have a functional, secure agentic workflow running in the cloud.
đ 19:10 - Break
đ¤ 19:30 - Ăalgan AygĂźn - Building and Scaling Secure Agents: MCP, ADK and Cloud Run. Part 2.
**Speaker's bio:** Ăalgan AygĂźn is a DevOps Lead at FinalCheck, specializing in providing solutions for individual verification. Previously, he worked as a backend and cloud engineer at QuarPay, focusing on modernizing infrastructure and developing faster payment systems. With a background as a software developer at My Security Analytics, his experience extends to analytics software for business, fraud, and government security.
**TIME & VENUE**
**đ
** April 21th, 2026 (Tuesday)
**đ** 5:30 PM â 20:30 PM
**đ** Venue: [EPAM HUB,](https://maps.app.goo.gl/6YjYuCbLQ6Wg454u5)1a Fabryczna,
**REGISTRATION â**
Please register on this page (RSVP)
If you plan to visit in person please bring your ID with you.
Python Crew Talk: It scales... until it doesn't
**Python is often celebrated as the universal glue that can do anything, but what happens when your project scales, a trace breaks, or a lack of architecture becomes your biggest bottleneck?**
Join us on **Tuesday, April 21,** for an evening focused on the realities of operating Python at scale. We're bringing together developers and engineering leads from Applifting, ROUVY, and DX Heroes to share hard-won lessons on everything from clean architecture to distributed systems
Let's meet in the **Applifting meetup space**, both in person and online. **Weâll start at 18:00.**
đ [Register here](https://applifting.io/events/python-crew-talk-it-scales-until-it-doesnt) đ **if you want to attend in person. Spaces are limited and our event planner Anetka would be sad if we had to turn you away at the door!**
**Whoâs speaking?**
We will kick off with two lightning talks.
First, **[OndĹej DoskoÄil](https://www.linkedin.com/in/ondrejdoskocil/)**, Python tech lead at Applifting, will challenge the mindset that clean architecture is "too Java" for Python and show how AI tools can help you adopt proper structure as your projects scale.
**[Stanislav GurnĂk](https://www.linkedin.com/in/stanleygurnik/)**, backend chapter lead at ROUVY, will follow up with hard-won lessons from the trenches of distributed systems, exploring what it takes to move event-driven Python services from "it works" to "it scales".
Then, they will be joined for the panel discussion by **[JiĹĂ MaĹĂĄk](https://www.linkedin.com/in/manakjiri/)**, software engineering team lead at DX Heroes, and **Martin JiĹĂk**, senior DevOps engineer at ROUVY.
**We look forward to meeting you!**
**Schedule:**
**17:30 â Doors open**
* Get your ticket ready, say hello to others, and have a drink with us. đĽ
**18:00 â Introduction by Filip Kirschner**
* Our co-founder Filip will give you a short welcome and introduce our speakers.
**18:15 â Architecture in Python: Breaking the 'too Java' taboo with OndĹej DoskoÄil**
* *Why a lack of structure becomes the real problem as projects scale, and how to successfully adopt clean architecture in Python.*
**18:35 â Lessons learned from operating Python services in event-driven architecture with Stanislav GurnĂk**
* *Distilling hard-won lessons on the architectural pivots that move event-driven Python services from "it works" to "it scales."*
**18:50 â Short break**
* *Time to stretch, refill drinks, and chat a bit.*
**19:00 â Panel discussion with OndĹej DoskoÄil, Stanislav GurnĂk, JiĹĂ MaĹĂĄk, and Martin JiĹĂk**
* *An open discussion on scaling Python and adopting clean architecture, exploring the realities of distributed systems, operations, and team collaboration.*
**20:00** â **Q&A session**
* *Your turn. Weâre open to any questions or comments you have.*
**20:30 â Networking, food & drinks đť**
* Snacks and drinks, including draft beer, will be available for you all evening. Get ready to network with Applifters!
**22:00 â Time to say goodbye!**
* Some of us may move on to a pub, but the doors of Applifting are closing, and we'll look forward to seeing you next time!
For capacity reasons, **please let us know if you will** [attend in person](https://applifting.io/events/python-crew-talk-it-scales-until-it-doesnt) or participate online. The presentations will be streamed, but we would love to see you there.
We look forward to meeting you!
Tuesday 3x3 Basketball in PraĹžaÄka with Galaksians
**3x3 Basketball** practice in **GymnĂĄzium Na PraĹžaÄce** indoor basketball court.
**Start at 19h00**. Everybody is welcome, no age, gender nor any restriction of any type to join.
We got a full field, rotating with 3x3 matches on each side.
Cost: **90 crowns**.
Please send the money using the **QR Code** stored here: https://imgur.com/a/thtAJd0
In case of any Opt-out within 24h of the session, or no show, the payment will be due (you still can ask someone to come instead of you, as your spot will be booked)
after-work pint :)
Anyone up for having an after work pint? :) Join me at Becketts Irish pub at 7pm! Try to come on time, the booking is on my name. :)
PS. A symbolic fee of 40 CZK will be collected in order to cover the Meetup membership subscription, thank you for understanding and hope to see you all there!
Maya
Business Analytics Events This Week
Discover what is happening in the next few days
Snowflake in Action: Prague User Group hosted by Everpure
**Join us in Prague for a Snowflake User Group evening hosted by Everpure (formely Pure Storage).**
This edition will bring together Snowflake product updates and practical lessons from teams using the platform in production. Weâll begin with a look at recent developments across the Snowflake ecosystem, including selected new features and broader trends shaping the data platform space.
The evening will also include a customer session from Everpure's Metrics team, focused on large-scale data pipelines in Snowflake, including Snowpipe Streaming and experience from high-volume production environments.
Weâll round things off with an informal fireside chat with a guest from Snowflake, followed by networking, community discussion, and the traditional Snowflake quiz.
**EVENT DETAILS**
* **Whatâs New in Snowflake**
Kick off the evening with an overview of the latest developments in the Snowflake ecosystem. Weâll cover new features, emerging trends in the data platform space, and a few practical insights from real-world projects.
* **Customer Story: Data Pipelines at Scale**
Our host company Everpure's Metrics team will share how they use Snowflake in their data pipelines. The session will focus on large-scale ingestion using Snowpipe Streaming, handling around 10 TB of data per day, and lessons learned from operating high-volume pipelines in production.
* **Fireside Chat with Snowflake**
An informal conversation with a guest directly from Snowflake. Weâll discuss recent platform developments, whatâs coming next, and interesting topics shaping the future of data platforms. The chat will be hosted and moderated live.
* **The Snowflake Quiz**
As always, weâll close with the Snowflake quiz, a few goodies up for grabs, and time to connect with fellow data professionals over drinks.
**RSVP** here [See Snowflake in Action: Prague User Group](https://usergroups.snowflake.com/events/details/snowflake-prague-presents-snowflake-in-action-prague-user-group-hosted-by-pure-storage-1/).
AnalĂ˝za BIP-110: ÄasovĂĄ osa, detaily a dopady. MĹŻĹže to fungovat? đ¨đż
PĹed nÄkolika mÄsĂci vyĂşstila vyostĹenĂĄ debata o filtrech a Core vs Knots v kontroverznĂ nĂĄvrh BIP-110, pĹŻvodnÄ znĂĄmĂ˝ jako âBIP-444â, neboli Reduce Data Temporary Soft Fork, kterĂ˝ mĂĄ za cĂl doÄasnÄ omezit ÄastĂŠ zpĹŻsoby vklĂĄdĂĄnĂ netransakÄnĂch dat na bitcoin. Je tento nĂĄvrh efektivnĂ? JakĂŠ kroky navrhuje? Co se musĂ stĂĄt pro jeho aktivaci a jakĂĄ je situace dnes?
LukĂĄĹĄ, nĂĄĹĄ expert na Rust a bitcoin, vĂĄm podrobnÄ pĹiblĂŞà tento problĂŠm z kaĹždĂŠho hlediska.
**đŚ PREZENTACE**
Tato pĹednĂĄĹĄka pĹedstavuje BIP-110 v kontextu debaty Knots VS Core, tedy o spam filterech. BIP-110 se snaŞà se vypoĹĂĄdat se s domnÄlĂ˝m i reĂĄlnĂ˝m spamem zmÄnou pravidel Bitcoin konsensu, tĂm Ĺže zakĂĄĹže pouĹžitĂ urÄitĂ˝ch op-kĂłdĹŻ a omezĂ maximĂĄlnĂ velikosti dat u jinĂ˝ch opcodes. Na BIP-110 se podĂvĂĄme
1. Z pohledu technickĂŠho: Co pĹesnÄ se snaŞà zmÄnit a proÄ, kterĂ˝m metodĂĄm se snaŞà zamezit, a zda zabraĹuje nÄkterĂ˝m legitimnĂm pouĹžitĂm bitcoinu
2. Z pohledu ÄasovĂŠ osy a komunity: Kdy a kĂ˝m byl BIP-110 vytvoĹen, kdy se aktivuje a jakĂŠ podmĂnky pro aktivaci musĂ splnit, jak fungujĂ User-Activated Soft Forky, co se mĹŻĹže stĂĄt, pokud k jeho aktivaci dojde, a co se mĹŻĹže stĂĄt, pokud ne
3. Z pohledu efektivity: Jak zapadĂĄ do existujĂcĂch zpĹŻsobĹŻ vklĂĄdĂĄnĂ netransakÄnĂch dat na blockchain, kterĂ˝m zpĹŻsobĹŻm nezamezuje, a jak se to projevĂ na cenÄ vklĂĄdĂĄnĂ dat
**đŚ NETWORKING**
Po pĹibliĹžnÄ 60minutovĂŠ prezentaci a Q&A zĹŻstĂĄvĂĄme na networking u piva. ZĹŻstĂĄvĂĄme do 22:00.
* Registrace je zdarma.
* Bude pitĂ i nÄco k jĂdlu.
* OdmÄny za nejlepĹĄĂ otĂĄzky.
* Knihy od Braiins zdarma.
**đŚ PĹEDNĂĹ EJĂCĂ**
LukĂĄĹĄ Hozda je expert na Rust, autor knihy Building Bitcoin in Rust a lektor kurzĹŻ Rust a Advanced Rust na UniverzitÄ KarlovÄ. PĹes den pracuje v praĹžskĂŠ bitcoinovĂŠ softwarovĂŠ spoleÄnosti Braiins, kde jeho oficiĂĄlnĂ pracovnĂ titul znĂ Braiins Superman.
* StĂĄhnÄte si jeho eBook Building Bitcoin in Rust zdarma.
* Sledujte LukĂĄĹĄe na X: https://x.com/LukasHozda
Pokud vĂĄs zajĂmĂĄ seriĂłznĂ Rust engineering, pĹidejte se k nĂĄm.
đ https://braiins.com
***
**ENGLISH** đşđ¸
**Analysis of BIP-110: Timeline, Details and Impacts. Can it work?**
A few months ago, a heated debate about filters and Core vs Knots culminated in the controversial proposal BIP-110, originally known as 'BIP-444', or Reduce Data Temporary Soft Fork, which aims to temporarily restrict common methods of inserting non-transactional data onto Bitcoin. Is this proposal effective? What steps does it propose? What needs to happen for it to be activated, and what is the situation today?
**đŚ THE PRESENTATION**
This lecture presents BIP-110 in the context of the Knots vs Core debate, specifically about spam filters. BIP-110 attempts to deal with both alleged and real spam by changing Bitcoin consensus rules, by banning the use of certain op-codes and restricting the maximum data sizes of other opcodes. We will look at BIP-110 from:
1. A technical perspective: What exactly it tries to change and why, which methods it tries to prevent, and whether it blocks some legitimate uses of Bitcoin
2. A timeline and community perspective: When and by whom BIP-110 was created, when it activates and what conditions it must meet for activation, how User-Activated Soft Forks work, what may happen if it is activated, and what may happen if it is not
3. An effectiveness perspective: How it fits into existing methods of inserting non-transactional data onto the blockchain, which methods it does not prevent, and how this will be reflected in the cost of inserting data
**đŚ THE NETWORKING**
After about a 60min presentation and Q&A we will stay to network over a beer, we stay until 22:00.
* Register here for free entry.
* Drinks and snacks provided.
* Giveaways for the best Q&A questions.
* Braiins Bitcoin books for free.
**đŚ THE SPEAKER**
LukĂĄĹĄ Hozda is a Rust expert, author of the book Building Bitcoin in Rust, and a lecturer of Rust and Advanced Rust at Charles University. By day, he works at the Prague-based Bitcoin software company Braiins, where his official job title is Braiins Superman.
* Download his free eBook [Building Bitcoin in Rust](https://braiins.com/books/building-bitcoin-in-rust)
* Follow LukĂĄĹĄ on X: [https://x.com/LukasHozda](https://x.com/LukasHozda)
If you are interested in serious Rust engineering, join us.
đ [https://braiins.com](https://braiins.com/)
April 2026, Prague DevOps meetup
**Talk 1 â ArgoTs: TypeScript-Powered GitOps with ArgoCD**
By: JiĹĂ Soukal - Senior Cloud Engineer, from PriceFX
Kubernetes is the de facto standard for cloud-native infrastructure, but managing it often means drowning in YAML. Tools like Kustomize, Helm, and ArgoCD overlays ease the pain, yet feel like patchwork rather than a fix. TypeScript-native solutions such as Pulumi or Terraform exist, but they rely on external state to diff and apply changesâadding complexity for GitOps teams.
This talk introduces a new approach: using TypeScript as the source of truth for Kubernetes infrastructure without external state. By extending ArgoCD to understand TypeScript, we can dynamically generate all resources, from workloads to ArgoCD Applications and even cloud provider resources via ConfigConnector or Crossplane.
**Talk 2 â** **Securing AI Deployments: From Prompts to AIBOM**
By: Marek Sottl, CEO of Hackihub
Are you interested in the security of AI application deployments? This packed session will focus on protecting language models and the obstacles that can arise during their deployment from a security perspective. We will explore deployment strategies in AWS and Azure environments, input validation using NLP, prompt tracing, and above all, we will emphasize the importance of AIBOM and MLBOM.
**Talk 3 - GitOps, IaTS, OpenRouter and OpenClaw come to a bar**
By Martin Pohl
GitOps, IaTS, OpenRouter and OpenClaw come to a bar.
The bartender says, âGreat⌠who actually has production access?â
GitOps says, âNot me, I only sync whatâs in git.â
IaTS says, âI just generate the infrastructure.â
OpenRouter says, âI only route the requests.â
OpenClaw says, âRelax, I already decided for everyone.â
The bartender slowly reaches for the incident button:
âSo⌠which one of you started the outage?â
All four reply:
âAccording to the logs, it was a collaborative effort.â
Todayâs infrastructure tooling is incredibly powerful platforms like ArgoCD, TypeScript-based GitOps, and modern cloud-native stacks allow us to build and manage systems with unprecedented flexibility. But at the same time, we are introducing entirely new layers of complexity and attack surface.
This talk explores the intersection of GitOps, TypeScript-driven infrastructure, and emerging AI tooling such as OpenRouter and autonomous agent-style setups like OpenClaw. As infrastructure evolves from static, declarative definitions into dynamic, runtime-generated systems, we are no longer just managing code we are operating systems that can interpret inputs, generate logic, and in some cases act autonomously.
With this shift comes a new set of security challenges: prompt injection, tool misuse, model supply chain risks, and limited observability into AI-driven decision-making. The session connects these emerging risks with concepts like AIBOM and modern AI deployment security practices.
Ultimately, this talk asks a critical question: are we building the future of platform engineering or creating systems we no longer fully control?
**More about Talk 1:**
Combining GitOps with the expressiveness of TypeScript creates infrastructure that is both declarative and dynamic, reducing toil while enabling richer abstractions, safer collaboration, and more maintainable platform engineering practices across the CNCF ekosystem.
Benefits to the ecosystem
\- Clarity & Maintainability: Reduces YAML complexity and templating hacks by introducing a strongly typed\, programmatic way to define infrastructure\.
\- GitOps Alignment: Preserves ArgoCDâs declarative\, state\-free model while unlocking the flexibility of TypeScript\.
\- Scalability: Makes it easier to manage multi\-cluster and multi\-environment setups with reusable\, composable infrastructure definitions\.
\- Innovation in Platform Engineering: Demonstrates how the Kubernetes ecosystem can evolve beyond YAML\-first thinking\, inspiring new tools and workflows that balance developer experience with operational reliability\.
\- Community Value: Provides a concrete path for teams frustrated with YAML sprawl to adopt a more maintainable\, type\-safe\, and future\-proof approachâwithout abandoning the CNCF ecosystemâs GitOps best practices\.
Go Meetup #24
**Hosted by Sky Czech Republic.**
Doors are open from 5:30 pm, talks will start at 6:00 pm.
**1\. Marek Svitok \(Sky\) \- Elegance and Safety in Goroutine Management**
Concurrent programming is a core strength of Go, but managing multiple goroutines while handling errors and synchronization can quickly become complex and error-prone. The golang.org/x/sync/errgroup package provides a simple and effective abstraction for running multiple goroutines concurrently, propagating the first error encountered, and ensuring all routines complete before proceeding. In this article, we explore why errgroup is a valuable tool, how to use it effectively, and what design patterns emerge from its usage. We also examine how one might implement similar functionality manually, highlighting the pitfalls and edge cases that make a manual approach cumbersome. By comparing manual implementations with the idiomatic errgroup usage, we aim to demonstrate why adopting this package leads to safer, cleaner, and more maintainable concurrent code in Go.
**2\. Vilibald Wanca \- Nail the Basics \- S01E03**
Go does not use `try/catch` for normal error handling. Instead, it treats errors as explicit return values, while `panic` is reserved for truly exceptional or unrecoverable situations. A panic stops normal execution, runs deferred calls, and can only be intercepted with `recover` inside a deferred function. This makes `panic/recover` closer to an emergency escape hatch than a general exception system. The result is a model that favors clarity and explicit control over hidden flow.
By attending the event I agree that photographs and video recordings from this event may be used by Sky Czech Republic for employer branding and promotional purposes across company websites, career pages, social media, third-party profiles, and other communication materials.
Befriending AI: The Basics & More
**Glimpse into what AI actually is, and how AI transforms teaching and learning. Learn to use AI tools to design lessons, automate routine tasks, and foster creativity, communication, critical thinking, and collaboration in your classroom.**
**Who Is It For?** Teachers of any subject who want to integrate AI meaningfully and responsibly into their practice.
**Date:** 25 April 2026
**Time:** 10:00-14:00
**Place:** Vice Versa Academy DÄlnickĂĄ 8, HoleĹĄovice, Prague
**Price:** 990czk
**About the trainer:**
Ĺukasz combines academic research with corporate experience in HR and sustainability. He teaches across formal and non-formal education, focusing on culture, communication, and digital tools. In his free time, he is a photographer, writer, and traveler.
**Tickets available here: [https://connect.boomevents.org/en/vice-versa-academy-gvaxe/befriending-ai-the-basics-more-fcibt](https://connect.boomevents.org/en/vice-versa-academy-gvaxe/befriending-ai-the-basics-more-fcibt)**
Bi-Weekly Co-Working in Prague â Get It Done Together (3â6PM)
**You start, but don't finish. We help you get it done.**
Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6), Keep contact via [Instagram](https://www.instagram.com/nocrastinationclub/)
You just havenât been able to follow through. You start things, lose momentum and find yourself starting over again. Youâre not alone.
Most people get support at the beginning. And applause at the end. But the part that actually matters? The middle. The quiet, repetitive, sometimes frustrating part where nothing feels exciting, and everything depends on showing up. **Thatâs where we are.**
At NoCrastination, we donât meet for hype. We meet to **show up and finish something, together.** Not perfectly. Not magically. Just consistently.
**What this really is**
This is a space for people who are:
* building something
* figuring things out
* or simply trying to stay on track
**without doing it alone**
You donât need to be an entrepreneur. You just need something you want to move forward.
**What happens here**
You bring something youâve been putting off. We sit down together. We focus. And you leave with something done. Thatâs it. And thatâs everything.
**Why people keep coming back**
* âI finally follow through on what I planâ
* âI leave with real progress every timeâ
đ **Time**: 3:00 PM â 6:00 PM
đ **Location**: **Safe Space Bookstore,** U boĹžĂch bojovnĂkĹŻ 606/3, Prague 3 Ĺ˝iĹžkov ¡ Prague, cz
đť **Bring**: Your laptop, journal, creative tools, or anything youâve been procrastinating on
đż **Hosted by**: NoCrastination.
â Please do order something from the bar, so as to keep us in their good graces!
Donations optional.
**đŞSeating information:**
* If this is your first time joining us, please look for **Fernando Goncalves** when you arrive
* If youâd like to **work independently (without the Pomodoro arrangement)** but still be part of the group energy, just let Fernando know â weâll make sure youâre comfortably included. đ
đą **What to Expect**
* **Drop in anytime** between **3:00â6:00 PM** â stay for a bit or settle in for the whole session
* **Clarify your goals**: write down your measurable tasks for the day on a Post-it when you arrive
* **Two spaces**: one for quiet focus, one for casual conversation. After each focus session, if youâre still in the flow, feel free to remain seated â no need to move. If you're up for a chat, join others in the social area for a relaxed break.
* **Social start**: from **3:00 to 3:30 PM**, we mingle and get to know each other; our first focus session begins at **3:30 PM**
* **Gentle structure**: we begin with a soft check-in and intention round
* **Pomodoro-style rhythm**: We work in 45-minute focus blocks followed by 15-minute social breaks. If 45 minutes feels too long, feel free to break it into two 20-minute focus sessions with a short 5-minute reset in between. Youâll need to self-regulate these shorter cycles, just tune into your own flow and rejoin when ready.
* **Quiet companionship**: no pressure to talk during focus time â just shared presence and support
* **Welcoming space**: we meet in the creative, cozy lobby of the **Safe Space Bookstore**
**This space is for you ifâŚ**
* You keep starting but donât finish
* You work alone and feel stuck
* You want structure without pressure
* You donât want to do this alone anymore
**What youâll get**
Not motivation. Not a productivity hack.
**Youâll get: ONE THING DONE.**
And then you come back, and do it again.
**This is how it starts**
You donât need to commit to anything big. Just come once. Pick one thing.
Finish it. Weâll be there.
**Stay connected**
Join our [WhatsApp group](https://chat.whatsapp.com/K6LidaoQhe16wZ0Se9pNM6?mode=gi_t)
Follow us on [Instagram](https://www.instagram.com/nocrastinationclub/)
This is a space you can keep coming back to.
**Youâre not behind. Youâre just in the middle.**
And you donât have to go through it alone. You are one of us.
Nerdy Fridays: Brains and Beers
Some people go to pubs.
Some people conquer galaxies, build empires, trade spices, or outsmart dragons.
Nerdy Fridays are our open board game nights for anyone who prefers strategy over small talk and dice over disco lights. Come solo or bring your crew. Weâll help you find a table, explain the rules, and match you with a game that fits your vibe.
From light party games to deep strategic battles, the shelves are open.
Entry fee: 100 CZK
(includes access to games and rule explanation)
Friday nights donât have to be loud. They can be legendary. đ˛â¨
Business Analytics Events Near You
Connect with your local Business Analytics community
Building a Voice Over Business
Join Voice Over Pros Of Ohio for an exciting morning of networking, and exploring opportunities in the world of voice acting. Whether you're a seasoned professional or just starting out, this event is perfect for expanding your network, learning how to start a VO business, and for honing your skills. Connect with fellow voice actors and VO experts, that will help you succeed in your voice over business.
This event will feature discussions on professional development, entrepreneurship in the voice over industry, with tips for navigating the world of voice acting. Don't miss this unique opportunity to learn from others, collaborate with like-minded individuals, and take your voice over career to the next level. Join us Saturday, March 28, from 10am - 12pm and learn how to start or grow your voice over business. Let your voice be heard! The $10 fee covers refreshments and door prizes.
Gold Star Business Networking
Bring your business cards and network in person with other business professionals! Gold Star Referral Clubs is one of the most established professional networking organizations in the country, with multiple groups in central Ohio. Join us!
Prompt vs. Paintbrush
AI is changing how art is made. But when does it stop being your work and start being the machineâs?
This month we're going to be doing a panel with with digital image, music, and written word artists, talking about at what point, while using AI in the creation process, does the work become not the artist creation?
We encourage audience participation during this event that will be moderated by Chris Slee.
Whether youâre deep in the field or just getting curious, come connect with others building and exploring AI in Columbus.
Sponsored by [Transform Labs](https://www.transformlabs.com/services)
Sign up also accessible via [Transform Labs Luma](https://luma.com/55umjqta)
Agile Coaching Circle -- IN-PERSON
Join other experienced and aspiring agile coaches and professionals to:
* develop and practice your coaching skills in a peer-to-peer environment
* share current successes and challenges in your work environment and get support from each other
* learn from each other, build better relationships and experiment with new ideas
***NOTE:*** Pre-registration is required for this event. **Please arrive 10 minutes early** to check in at the security desk.
Data Cleansing using Data Bricks
The May Ohio North Database Training user group meeting will be held on **May 5th, 2026 at 5:00PM**. This will be a **HYBRID** event and we will be joined in person by **Sam Nasr.**
You're welcome to come meet in-person at our meeting location, the offices of Improving at
**[6000 Freedom Square Dr,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Unit 110,](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
**[Independence, OH 44131](https://www.google.com/maps/place/Improving/@41.4004167,-81.6614462,17z/data=!3m2!4b1!5s0x8830e5b8255c5919:0xd8297060eb68fe04!4m6!3m5!1s0x8830dc7a0fe35dc9:0xbfc4710ecadfc5c!8m2!3d41.4004127!4d-81.6588713!16s%2Fg%2F1hm3hkqp3?entry=ttu&g_ep=EgoyMDI1MDQzMC4xIKXMDSoASAFQAw%3D%3D)**
[Teams Link ](https://teams.microsoft.com/meet/287759659366576?p=kCaammjECnUCvZzEJv)if anyone needs it after RSVP-ing for in person.
If you would like to subscribe to our email list outside of Meetup, we have changed platforms recently and you will need to register [here in Kit ](https://ohio-north-data-training.kit.com/b8f036f615)instead to receive emails.
Agenda:
**5:00 PM EST**: Online and in-person meeting begins with a social hour. This is an unstructured hour where you can join us to catch up and meet other group members before the session starts. There will be food brought in for in-person attendees.
**6:00 PM EST**: Elections, announcements, followed by our feature presentation. See below for presentation details.
**7:30 PM EST**: Optionally after the main presentations, the in-person crowd may go out for snacks and drinks at a local establishment.
We hope to see you there!
Session Abstract
### Data Cleansing using Data Bricks
Machine Learning is highly dependent on adequate data. Not only does quantity matter, but more importantly quality. In this session weâll cover how to build a custom automated process using Data Bricks. This will provide methods for cleaning data in a data lake using functions in Azure.
\*Please note, that we will be using Microsoft Teams for the online portion of this meeting. You may want to join a few minutes early to ensure you do not have any issues. If you are attending in person, there are large TVs at the office, and you do not need to bring a laptop or use Teams.
Lewis Center Networking Lunch
Join us for lunch and meet our very successful group. We are each others sales team...always looking for referrals for our members. If you are looking for new clients, let us help you out! Bring your business cards and brochures to share with us.
We have a speaker each week so that we can learn about their business.
Because we have only one member per business, we have many of the spots filled. However, we are specifically looking for an estate attorney, a handyman/electrician, and an event planner. We have referrals for you!
All visitors are welcome. Any questions contact [pmarchio@farmersagent.com](mailto:pmarchio@farmersagent.com)






















