Patterns in Chaos: (gpn23)

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Chaos Computer Club - recent events feed (low quality)

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محتوای ارائه شده توسط CCC media team. تمام محتوای پادکست شامل قسمت‌ها، گرافیک‌ها و توضیحات پادکست مستقیماً توسط CCC media team یا شریک پلتفرم پادکست آن‌ها آپلود و ارائه می‌شوند. اگر فکر می‌کنید شخصی بدون اجازه شما از اثر دارای حق نسخه‌برداری شما استفاده می‌کند، می‌توانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal

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Rebecca Ferguson (A HOUSE OF DYNAMITE) 39:04

11 روز پیش39:04

پخش در آینده

لیست ها

پسندیدن

دوست داشته شد

39:04

For the first time, Skip Intro goes to The Paris Theater in Manhattan to sit down with Rebecca Ferguson who stars as Captain Olivia Walker in A HOUSE OF DYNAMITE . Directed by Oscar-winning Kathryn Bigelow, the film was screened this month at the historic 535-seat theater — NYC’s longest-running arthouse cinema. Ferguson shares what it was like to read the powerful script written by Noah Oppenheim and how working with Bigelow was unlike any other experience on set. The Mission Impossible actor also talks about jumping off the roof of the Vienna State Opera with Tom Cruise, Denis Villeneuve’s love of veils and jingle jangles in Dune , and teases Netflix’s upcoming Peaky Blinders movie with Cillian Murphy. Video episodes available on Still Watching Netflix YouTube Channel. Listen to more from Netflix Podcasts .…

حدود یک سال پیش 1:00:37

MP4•خانه قسمت

Hidden patterns are all around us — but they often stay buried within raw data. This talk explores how clever data visualisation techniques can uncover complex patterns and reveal hidden connections. Through practical examples, we will illuminate the intricate interplay between data, perception, and insight. Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://cfp.gulas.ch/gpn23/talk/97LZCY/

1748 قسمت

#Technologie #CCC media team #Ccc Congress Hacking Security Netzpolitik #Video

Chaos Computer Club - recent events feed (low quality)

Patterns in Chaos: (gpn23)

Chaos Computer Club - recent events feed (low quality)

12 subscribers

published حدود یک سال پیش

اشتراک گذاری

MP4•خانه قسمت

1748 قسمت

#Technologie #CCC media team #Ccc Congress Hacking Security Netzpolitik #Video

Todos los episodios

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Partypaka (jh25) 3:59

۵ روز پیش3:59

3:59

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Lautstärke messen (im Klassenzimmer) (jh25) 6:06

۵ روز پیش6:06

6:06

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Daily Guide (jh25) 5:19

۵ روز پیش5:19

5:19

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Lama Script (jh25) 4:40

۵ روز پیش4:40

4:40

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Schüli Cloud (jh25) 9:34

۵ روز پیش9:34

9:34

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Space Tree (jh25) 9:23

۵ روز پیش9:23

9:23

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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News Map (jh25) 4:46

۵ روز پیش4:46

4:46

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Flappy Rocket (jh25) 8:22

۵ روز پیش8:22

8:22

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Simple Study (jh25) 5:39

۵ روز پیش5:39

5:39

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Bit-Flip (jh25) 8:20

۵ روز پیش8:20

8:20

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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FAIREDU (jh25) 6:02

۵ روز پیش6:02

6:02

Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Abschlusspräsentation (jh25) 1:23:22

۵ روز پیش1:23:22

1:23:22

Projekte: FAIREDU, Bit-Flip, Simple Study, Flappy Rocket, News Map, Space Tree, Schüli Cloud, Lama Script, Daily Guide, Lautstärke messen (im Klassenzimmer), Partypaka Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://c3voc.de

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Writing your own Go linter (dhcp25) 43:40

۵ روز پیش43:40

43:40

How does a (Go) linter work? We'll find out and write our own! A linter is an automated way of performing a code review. It automatically checks your code way faster than any human could do, and with way less environmental impact and more deterministically than an AI would use. Sure, it does not replace code review, but it allows the reviewer to focus on other things, that you don't have to mechanically check every time. If you are not using a linter in your CI pipeline, then you're wasting valuable engineering time. This talk will first dive into the details on how compiler parse the language and how the abstract syntax tree works. Then we'll take a look at Go owns analysis package and how we can use it to write our own linter, including a small example that you can use to get started writing linters. Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/QDX9T3/…

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Tappybara: Niemand hat die Absicht, Bargeld zu digitalisieren! (dhcp25) 26:46

۶ روز پیش26:46

26:46

At our Saarländisches Chaos-Event Mega-Knowledgecamp, we created an Innovative Digital Platform™ to have digital payments at the bar, without involving American payment acquirers and networks. This talk will present the many NFC crimes we committed to enable this. Let's admit it, dealing with cash at a bar, particularly notes with wet hands, is a bit of a faff. In September we held the first edition of the Saarland's first chaos event, Mega-Knowledgecamp. Obviously, we needed a bar, but we didn't want to be dealing with cash at the bar; neither did we want to be using the primarily American payment networks and acquirers for payments. As a solution to this dilemma, we decided to create our own payment system for the bar. Attendees could pre-book bar credit and pay via bank transfer, or hand over cash at the help desk. Payment could then be made at the bar using the ticket barcode, or using the digital wallet feature of Google phones over NFC - just like a bank card! This talk will cover how we built this system, how the NFC protocols of Google and Apple Wallet work, the insane level of NDAs required to implement this, and how you can use this yourself. Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/KUTQB3/…

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Creating a Gridfinity Chocolate Advent Calendar (dhcp25) 22:37

۶ روز پیش22:37

22:37

Normal Advent calendars are boring: so let’s make our own! We’ll combine all our favorite technologies: Gridfinity (for the grid system), 3D printing (for the grid), vacuum molding (for the chocolate), laser cutting (for the frame), and automated paper cutting to create advent calendars that are both beautiful and functional. Along the way, we’ll cover practical food safety considerations and show how these techniques come together to produce something tasty, nerdy, and gift-worthy. Join me in the creation of an advent calendar for the hackers and makers in your life. Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/8MZRMA/…

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The S-Bahn Mitteldeutschland and It's Consequences (dhcp25) 51:05

۶ روز پیش51:05

51:05

The many consequences of running your regional rail network like an S-Bahn A transgender catgirl who knows too many things about the MDSB network infodumps to a (not) captive audience about the many issues said network has caused for the transit of the region around Leipzig and Halle Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/HCTRKV/…

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A short Introduction to ROS 2 (chaosdorf) 13:52

۷ روز پیش13:52

13:52

This talk by strifel will contain a short introduction to the "Robot Operating System" (2!) and what it supports. about this event: https://c3voc.de

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Model kits and you! (chaosdorf) 19:32

۷ روز پیش19:32

19:32

a small talk about getting started with the hobby of model kits! about this event: https://c3voc.de

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Computer im Hackspace – das macht doch nix (chaosdorf) 18:20

۷ روز پیش18:20

18:20

2025 might be the year of Linux on the desktop at Chaosdorf: ytvwld is trying to reinstall the public Windows laptops with NixOS, Plasma and lightdm. He explains why UX design is hard and why systemd is important. about this event: https://c3voc.de

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Reverse engineering for fun and profit! (chaosdorf) 10:32

۷ روز پیش10:32

10:32

I tried reverse engineering a plugin for davinci resolve because I am not rich, can't buy it as a tax write-off and wanted a challenge. I do not endorse bypassing DRM illegally … heh about this event: https://c3voc.de

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Segeln für Nerds: Aero- und Hydrodynamik am Schiff (dhcp25) 34:46

۷ روز پیش34:46

34:46

Wir verschaffen uns einen Überblick über die physikalischen Effekte in Aero- und Hydrodynamik, die dafür sorgen, dass Segelschiffe schwimmen, vorwärts fahren und nicht umkippen. Danach wagen wir noch einen Blick darauf, was zusätzlich im Wasser passiert, wenn große Schiffe in engen Kanälen, Hafenbecken und rückwärts unter Motor manövrieren. grober Inhaltsplan statischer und dynamischer Auftrieb, Verdrängung und Lateralplan Kräfte- und Momentengleichgewichte Segel- und Lateraldruckpunkte, Luv- und Leegierigkeit Aufrichtende Momente, Stabilitätskurven, Kenterwinkel Tragflächenströmungen, Reynoldszahl und Wirbel, Kurse zum Wind Bugwellen und Wulstbug, Rumpfgeschwindigkeiten Bank- und Squat-Effekte, Bernoulli-Theorem Radeffekt bei Rückwärtsfahrt unter Motor Zusätzliche Leinenkräfte im Hafen, Anlegen und Ablegen Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/B7LJ7G/…

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Speed Puzzlen – Die Ordnung im Chaos (dhcp25) 53:10

۷ روز پیش53:10

53:10

Eine kurze Einführung in die Kunst des Speed Puzzlen und die Community. Auch Puzzlen kann spannend sein! Ich erzähle euch etwas über das Konzept des Speed Puzzlen, die möglichen Strategien und die Community dahinter. Ausserdem werde ich einige Puzzles mitbringen, falls danach gepuzzelt werden will. Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/NAQPAZ/…

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Opening (dhcp25) 8:14

۷ روز پیش8:14

8:14

sudo systemctl start dhcpd@hhn.service Licensed to the public under https://creativecommons.org/licenses/by/4.0/ about this event: https://talks.dhcp.cfhn.it/dhcp25/talk/K97WMF/

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Palantir, Dark Enlightenment und die deutsche Polizei (oc) 1:26:51

۸ روز پیش1:26:51

1:26:51

Das Pentagon findet es gut, die Migrationsbehörde ICE findet es gut, Banken und Wirtschaft finden es gut, Sauron findet es sehr gut und da überrascht es nicht, dass die deutschen Sicherheitsbehörden es auch gut finden: Die Überwachungssoftware Palantir Momentan ist die amerikanische Überwachungssoftware Palantir in aller Munde. Nicht nur, weil die deutsche Polizei es in den Bundesländern Bayern, Hessen und Nordrhein-Westfalen bereits verwendet und der deutsche Innenminister die Nutzung gerne bundesweit ausweiten würde; nicht nur, weil die Behörden sich damit in sicherheitsrelevanten Vorgängen im Inneren von einem ausländischen Softwarekonzern abhängig machen, dessen Kunden einer Blackbox sie damit sind; sondern auch, weil die Gründer der Firma Palantir in den USA eine reaktionäre rechte Politik verfolgen, deren Ziele durch die Anwendung der Software Palantir, etwa bei der Verfolgung von Migranten durch die Migrationsbehörde ICE, konkret mit umgesetzt werden. Seit dem Beginn der zweiten Amtszeit des US Präsidenten Donald Trump findet eine Umwälzung der politischen und institutionellen Landschaft in den USA statt. Was mit Elon Musks Department of Government Efficiency (DOGE) und dem Rauswurf vieler Staatsbeamter begann, wurde mit der öffentlichen Verfolgung von Menschen und dem Einsatz von Militär im Inland fortgesetzt. Diese Entwicklungen passen auffällig gut zu den Vorstellungen des Dark Enlightenment, dessen Vordenker Curtis Yarvin den Palantir Gründer Peter Thiel persönlich gecoached hat. Zu den weiteren Anhängern von Curtis Yarvins Denken gehört der US Vizepräsident JD Vance, ein ehemaliger Angestellter von Peter Thiel und dessen Protegé. Zudem war es Thiel, der bereits 2016 die CEOs von Amazon, Microsoft, Facebook, Google und Apple und Elon Musk im Trump Tower zusammengebracht hat. Könnten die Entwicklungen in den USA auf Thiels beharrliches Wirken – konservative (rechtsextreme) Ideen mit bestimmten Personen in Machtstellungen zusammenzubringen – zurückzuführen sein? Anhand des Werdegangs von Peter Thiel wird der Vortrag entdecken, um was für Figuren es sich bei Peter Thiel und seinem Netzwerk handelt und welchen Einfluss es mittlerweile entwickelt hat und von welcher Ideologie es angetrieben wird. Es wird sich zeigen, dass es Thiel im Eigentlichen nicht um die deutsche Polizei oder um das Abschieben von Migranten geht, sondern darum dass der Menschheit eine große Prüfung bevorsteht: die Wahl zwischen dem Armageddon, dem Antichrist oder Thiel und seiner PayPal Mafia, die uns mit Palantir vor dem Untergang bewahren. Am Ende werden wir uns entscheiden müssen. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://c3voc.de…

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Variational Autoencorders: the cognitive scientist's favorite deep learning tool (realraum) 41:56

14 روز پیش41:56

41:56

Variational Autoencoders (VAEs) were first introduced as early concept learners in the vision domain. Since then, they have become a staple tool in generative modeling, representation learning, and unsupervised learning more broadly. Their use as analogues of human cognition is one of the first steps towards the understanding of more complex cognitive models leading up to models of human brain function and behavior. As part of a series of talks on cognitive science and deep learning at the realraum in Graz, this presentation will focus on the role of VAEs in cognitive science research. Topics: - Supervised vs. unsupervised learning - Deep Learning basics: classifiers and backpropagation - Autoencoders: architecture, training, embedding, and generative modeling - Variational Autoencoders: statistical latent space, and the reparametrization trick - Training VAEs: loss functions, optimization, and the KL divergence - Concept learning: VAEs in cognitive science https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.realraum.at/realraum-october/talk/LHH3M9/…

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Closing (matrix-conf-2025) 23:45

20 روز پیش23:45

23:45

See you next year! Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/KAB39N/

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Holding the Fort: How did bridges happen (matrix-conf-2025) 27:44

20 روز پیش27:44

27:44

Take a trip back through time with me as we learn about how bridges happened. Why did we do it at all? Whose idea was it to hook up the then fledgling matrix.org network to the biggest IRC network? How many databases were shredded in the line of duty? This talk features a journey back through time as we look at bridges and integrations that have been built on Matrix over the years, and what we can hope to learn from it. There will be laughter, there will be eyebrows raised, there will be content involving the infamous IRC bridges and there may be a tear or two. There is plenty to dig into here as we go behind the scenes on what it takes to maintain a bridge for the global Matrix community, as well as how the standards of appservices have evolved over the years Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/D83FKE/…

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Leading the way into CRA compliance: Element’s approach to the incoming regulation (matrix-conf-2025) 30:13

20 روز پیش30:13

30:13

The Cyber Resilience Act is a new European regulation that has the main goal to increase European cyber security and resilience, through accountability. A lot has been said about the impacts of the CRA on open source, in particular towards non-profit foundations, but what about organisations - such as Element - that operate complex licensing models with a mix of monetised and non-monetised products? In this talk we endeavour to shine a light on our thinking regarding CRA compliance for our products, as well as implications for the wider ecosystem of vendors and communities building on Matrix. We also introduce our roadmap of communications around the CRA, aimed at those using and building on top of our products. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/AS8JHQ/…

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How do messaging app users feel about untraceability? (matrix-conf-2025) 54:14

21 روز پیش54:14

54:14

Messaging platforms offer to protect user privacy via a variety of features, such as disappearing messages, password-protected chats, and end-to-end encryption (E2EE), which primarily protect message contents. Beyond such features, "untraceable communication" tools for instant messaging protect users from network attackers observing transport layer metadata, which can reveal who communicates with whom, when, and how often. However, unlike E2EE, the effectiveness of these tools depends on large anonymity sets, making widespread user adoption critical. This talk presents a research study with 189 users of messaging apps about their perceptions of "untraceability" as a concept, as well as their opinions on the widespread availability of tools for untraceability. The study explores their perceptions of "untraceability'' from a broad conceptual standpoint; rather than focusing on a particular tool or implementation, we analyze how users reason about what features should be incorporated by two fictitious messaging platforms, Texty and Chatty, to prevent third parties from "knowing who communicates with whom". The results point to a critical gap between how users and privacy experts understand untraceability, as well as tensions between users that see untraceability as a protection to individual privacy and users that see it as a threat to online safety and criminal accountability. Beyond untraceability, I discuss how this research is relevant to the design of messaging platforms that promote privacy as a central value. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/DDKP3V/…

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Getting started with Element Server Suite Community (matrix-conf-2025) 14:05

21 روز پیش14:05

14:05

Join us for an introduction to the Element Server Suite Community, the simplest way to deploy a Kubernetes-based Matrix 2.0-ready stack, maintained by Element. This workshop will deploy all the components of the suite: a Synapse homeserver with Matrix Authentication Service enabled, a Matrix RTC backend for calls, and an Element web client. You'll be able to try it on your local laptop using your Docker daemon, or deploy it on a virtual machine with a single-node Kubernetes setup. Whether you're new to Kubernetes and Matrix or looking to expand your server capabilities, this session will give you the foundation to get started and experience the latest Matrix features on your own machine. This workshop introduces you to the Element Server Suite (ESS), a streamlined and user-friendly way to deploy a Kubernetes-based Matrix 2.0-ready stack. No prior Kubernetes experience is required ! The suite is designed to be simple and accessible for both beginners and experienced users. During the session, you’ll walk through a hands-on deployment using one of three options: - your own Kubernetes cluster - a virtual machine with a single-node k3s cluster - or your laptop running KinD (Kubernetes in Docker). You’ll gain insight into the architecture of the suite, learn how to set up a self-hosted Matrix server, and explore how ESS can be customized to meet the needs of your community. By the end, you'll have a working Matrix 2.0 environment with a Synapse homeserver, Matrix Authentication Service, RTC backend, and Element web client - all ready to use! Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/8N8HZS/…

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A Contextual Integrity approach to privacy in interoperable messaging (matrix-conf-2025) 31:43

21 روز پیش31:43

31:43

This talk will introduce the Helen Nissenbaum's theory of Contextual Integrity as a framework for understanding privacy in messaging platforms. Contextual Integrity views privacy not as keeping information secret, but as making sure information flows in ways that match people’s expectations in a given context, or in other words, what feels appropriate to share, with whom, and for what purpose. For example, if Alice shares her live location with Bob through a messaging app, she likely expects the app to use her location only to deliver it to Bob. But if the app also uses her location to target ads, she may feel that her privacy was breached. The problem isn’t that the location was shared, but that it was shared in a way that didn’t match the context or her understanding of how the information would be used. I will explain the theoretical framework with examples of how it can be adapted to identify and explain privacy expectations of particular messaging features, and discuss how it can be applied to interoperable messaging to identify potential privacy concerns. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/PEJYHG/…

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Scaling Real-Time in NeoBoard: Our Journey from P2P to MatrixRTC + LiveKit (matrix-conf-2025) 18:14

21 روز پیش18:14

18:14

[NeoBoard](https://neoboard.io/) is an open source real-time collaborative whiteboard built on the Matrix protocol. It functions both as a widget within chat-focused Matrix clients like Element Web, and as a standalone web app that acts as a lightweight, whiteboard-centric Matrix client In this talk, we’ll share how we migrated NeoBoard’s real-time collaboration feature from a peer-to-peer WebRTC implementation to MatrixRTC with a LiveKit backend, a shift that was key to scaling to hundreds of concurrent users. We’ll cover the challenges we faced, the lessons we learned, and the architectural decisions that made the transition smooth. We’ll also touch on what’s still missing and what’s next for both NeoBoard and MatrixRTC. NeoBoard’s use of the Matrix protocol provides a replicated data store for CRDT-based events exchanged between all users collaborating in a whiteboard session. These custom events encapsulate shape and drawing data and are shared via the room timeline, enabling clients to reconstruct a consistent, persistent view of the board over time, even across network disconnections or when joining later. However, while this model ensures eventual consistency, it falls short for real-time interactions that require low-latency feedback, such as live cursor movement or simultaneous drawing. For these use cases, a dedicated real-time transport layer is essential. Using WebRTC, we initially added a real-time layer to NeoBoard that enabled low-latency peer-to-peer communication between users. However, this relied on a full-mesh topology, where each client maintains direct data channels with every other participant. This architecture quickly becomes unsustainable as the number of users grows, due to quadratic bandwidth and connection overhead. Additionally, WebRTC depends on ICE negotiation using STUN and TURN servers to establish connectivity across NATs and firewalls, which is often unreliable and can introduce additional latency and server load. The resulting variability in connection quality and resource usage made it difficult to deliver a consistent experience at scale. Given the success of Element Call's adoption of MatrixRTC and LiveKit, we decided to move forward with an alternative real-time data layer based on these technologies that, given enough backend resources, can scale indefinitely. In this talk, we’ll cover: - The architecture and design of NeoBoard’s real-time layer - An overview of relevant MatrixRTC spec proposals and their role in our migration - Implementing MatrixRTC with a LiveKit backend, including: - Session membership management - RTC focus handling - Infrastructure considerations and requirements - Live demo - Key challenges and what’s next Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/TM3ASG/…

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Integrating Matrix in a trustworthy collaborative ecosystem (matrix-conf-2025) 23:08

21 روز پیش23:08

23:08

At Oodrive, our mission is to offer a secure and sovereign solution to manage our partners' most sensitive data. Building on this foundation, we are developing a secure collaboration platform that fully aligns with these values. Collaboration cannot happen without communication, therefore we decided to integrate a secure chat in our product. We chose the Matrix protocol to achieve that goal. Now that a first version is out and available to our partners, we want to share with the community how we integrated matrix in our product, and the challenges we overcame. Namely : - How we provision user accounts in our matrix instance. - How users authenticate transparently in the chat. - Make a demonstration to illustrate the seamless integration Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/A9YW3B/…

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Portable identites (MSC 2787) and the GDPR right to rectification, a pressing need for server operators (matrix-conf-2025) 47:04

21 روز پیش47:04

47:04

Most of the discussions around privacy laws have been focused on the protection of data and condition of processing. But some others rights are starting to be litigated more widley and will soon play a bigger role for IT systems managers. This talk will focus on the GDPR article 16 (right to rectification), and how the current Matrix spec is inadequate for servers operators aiming to let people change their username, since MXID can't be changed (as of this proposal writing in June 2025). Based on the ongoing work done by the [Fedora community](https://fedoraproject.org/) on the [Fedora Username Change project](https://communityblog.fedoraproject.org/call-for-volunteers-regarding-the-fedora-username-change-project/), on recent legal cases in Europe, we will see why the adoption of [MSC 2787 (Portable identites)](https://github.com/matrix-org/matrix-spec-proposals/pull/2787) should be more than a nice to have, and how it intersect with questions of privacy and anti-discrimination. The talk will also touch on the topic of SSO configuration and downstream consumers best practice to deal with such changes. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/PTAPZE/…

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Solving the Fork Dilemma: How We Built a Maintainable Matrix Messenger (matrix-conf-2025) 51:52

21 روز پیش51:52

51:52

Tammy is a multiplatform Matrix Messenger designed to be redefined by you. Want a different room list layout? Need a messaging interface tailored to a specific use case? Tammy’s extensible architecture makes that not only possible - but easy. In this talk, we’ll showcase how Tammy empowers developers to create radically customized Matrix experiences through its extension system. We’ll walk you through how we’re using Tammy to build Timmy, a TI-Messenger variant tailored for a very specific user group, with a completely different look and feel - all without forking or rewriting the core client. Expect a live demo, some under-the-hood insights, and a glimpse into the roadmap: spaces, audio/video, Matrix 2.0 and more. Whether you want a more focused UI, a minimalist mobile mode, or something wildly experimental, Tammy gives you the tools to build it. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/3YMJFP/…

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Building Matrix-Powered Campus Communication Platform Thousands Students (matrix-conf-2025) 25:30

21 روز پیش25:30

25:30

In this talk I will present my journey in developing a decentralized and secure communication platform for a university with thousands students and faculty members. Using Matrix and Element as foundation I tailored the solution to meet academic needs, ensure data privacy and integrate with some systems, bots, widgets etc. The session will cover: - Why Matrix was chosen over other platforms. - Technical stack and deployment model. - Customization of Element and federation decisions. - Challenges (including authentication, onboarding, moderation and compliance). - Real-world impact and feedback. - Future plans including bridging, widgets and improvements. This case study shows how Matrix can empower large academic communities and help other institutions explore privacy-respecting and scalable alternatives to traditional messaging platforms. By the way, it is real story. :) Universities face growing challenges in balancing seamless communication, data privacy and platform sovereignty. This talk presents the story of how I built a Matrix-powered communication platform based on Element for a university community with thousands students, faculty and staff. I will share my hands-on experience deploying a self-hosted Matrix homeserver, using the Element client for academic use and integrating the system with some infrastructure. You'll learn about: - The decision-making process: Why Matrix and Element? - Technical architecture and deployment at scale. - Real-world challenges in onboarding, federation, moderation and support. - Custom feature additions and user adoption results. - Lessons learned and recommendations for other institutions or organizations considering Matrix. This session is ideal for technologists, sysadmins, public sector decision-makers and open-source advocates exploring decentralized alternatives to Slack, Teams or WhatsApp in education or large organizations. So yep, feel free to ask! Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/MLHCY7/…

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Schulchat RLP as [matrix]-based school messenger (matrix-conf-2025) 25:56

21 روز پیش25:56

25:56

fairkom has developed a [matrix]-based school messenger for the Department of Education of the German state of Rhineland-Palatinate to serve up to half a million users. Schulchat RLP has one code base for all platforms and is available as app on Apple and Google Play Stores. What makes this solution unique is the deep integration of the identity and user management system from the "Bildungsportal RLP", ensuring seamless use for teachers, students, and even parents - from primary to vocational schools. For Schulchat RLP we have added a sophisticated address book into the messenger with role based communication templates and adapted the client application, based on FluffyChat, to meet pedagogical requirements, such as enabling active read confirmations. We will be presenting the project lifecycle, challenges with E2EE, SSO, hosting and how we manage user feedback and daily operations. fairkom is a silver member of the [matrix] foundation and offers custom messaging solutions and scalable hosting. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/QTBJP3/…

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Closing - Day 2 (sps25) 2:13

21 روز پیش2:13

2:13

A thank you from the organisers. We hope you enjoyed your day! about this event: https://talks.python-summit.ch/sps25/talk/QW7U3F/

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Lightning Talks - Day 2 (sps25) 45:20

21 روز پیش45:20

45:20

Our Lightning Talks are open to everyone 😊 about this event: https://talks.python-summit.ch/sps25/talk/VG8HT8/

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What Networks tell us about Trades, Power, and the World? (sps25) 32:27

21 روز پیش32:27

32:27

Networks are all around us, shaping phenomena like epidemics, communication, and transportation. In this talk, we will explore how real-world problems can be analyzed and solved using graph-based methods and simple algorithms. Drawing from examples such as trade networks, corporate structures, and historical data, I will demonstrate how network analysis reveals insights that would otherwise remain hidden. Using NetworKit (and NetworkX), we will analyze real-world datasets to answer questions like: What does the core-periphery model reveal about trade networks? Could we have predicted that Moscow will become Russia's capital? How do corporate hierarchies differ from interaction hierarchies within organizations? Throughout the talk, I will introduce key concepts in network analysis and showcase Python as a tool for research. Attendees will have access to all datasets and code, enabling them to replicate the analyses and apply these techniques to their own projects. This session is designed for Python enthusiasts with an interest in data science, networks, and/or applied research. about this event: https://talks.python-summit.ch/sps25/talk/GZHTJX/…

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Gompertz Linear Units (GoLU) (sps25) 33:53

21 روز پیش33:53

33:53

Activation functions are fundamental elements of deep learning architectures as they significantly influence training dynamics. ReLU, while widely used, is prone to the dying neuron problem, which has been mitigated by variants such as LeakyReLU, PReLU, and ELU that better handle negative neuron outputs. Recently, self-gated activations like GELU and Swish have emerged as state-of-the-art alternatives, leveraging their smoothness to ensure stable gradient flow and prevent neuron inactivity. In this work, we introduce the Gompertz Linear Unit (GoLU), a novel self-gated activation function defined as `GoLU(x) = x Gompertz(x)`, where `Gompertz(x) = exp(−exp(−x))`. The GoLU activation leverages the asymmetry in the Gompertz function to reduce variance in the latent space more effectively compared to GELU and Swish, while preserving robust gradient flow. Extensive experiments across diverse tasks, including Image Classification, Language Modeling, Semantic Segmentation, Object Detection, Instance Segmentation, and Diffusion, highlight GoLU's superior performance relative to state-of-the-art activation functions, establishing GoLU as a robust alternative to existing activation functions. about this event: https://talks.python-summit.ch/sps25/talk/PNL9LP/…

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The Role of the Matrix Protocol within Germany’s Sovereign and Secure Health Messenger Solution – A Loyal Player Embracing the Evolution of Secure Architectures (matrix-conf-2025) 25:46

21 روز پیش25:46

25:46

Germany’s digital health infrastructure has long been built on the principles of sovereignty, open standards, and interoperability. With the electronic patient record (ePA) and KIM for secure data and document exchange, Germany established a federated ecosystem using standards such as FHIR and OIDC with sectoral identity providers. The recent introduction of the TI-Messenger (TIM) extends this ecosystem to real-time communication — now connecting over 25 million insured citizens through the RISE TI-Messenger, directly integrated into their ePA app (ePA FdV). Matrix serves here not as the foundation of sovereignty, but as a loyal enabler within an existing sovereign architecture. Operating own Matrix instances (e.g. via the RISE Cloud) ensures data locality and governance under German regulatory control, while federation allows secure inter-institutional communication. This approach balances federated flexibility and controlled trust domains, distinguishing Germany’s model from purely centralized or global platform solutions. The talk discusses the integration of Matrix within the sovereign health stack — ePA, sIDP, KIM, TIM, and OIDC — and explores risks and resilience in large-scale federation. It illustrates how Germany’s health communication layer evolves from document exchange to conversational care, preserving sovereignty while embracing interoperable, open technologies. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/CJSBUZ/…

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Supporting TF-X with Matrix: best practices and pitfalls (matrix-conf-2025) 38:23

21 روز پیش38:23

38:23

NATO organised a TaskForce-X Baltics event where we very quickly contracted, deployed and integrated telemetry and video streams from uncrewed platforms. This required a lot of coordination and this was done through our on-prem Matrix capability. I would like to share my experience by using Matrix to support this very demanding operational project. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/7ZXT8V/…

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The Matrix SDK No One Talks About (matrix-conf-2025) 26:13

21 روز پیش26:13

26:13

Trixnity is rapidly emerging as a powerful, flexible, and fully asynchronous SDK for building Matrix applications using Kotlin Multiplatform. What many don't realize: Trixnity is already in widespread use - potentially powering apps usable by over 50 million people. It’s embedded in multiple Matrix-based messengers, though you’d only know it by digging into app license disclosures. This talk shines a light on Trixnity’s hidden but significant role in the Matrix ecosystem and why more developers should pay attention. This session also presents the current state of Trixnity in 2025, highlighting key milestones, recent developments, and its growing adoption in real-world applications. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/BCLRR3/…

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Anonymization of sensitive information in financial documents (sps25) 31:17

21 روز پیش31:17

31:17

Data is the fossil fuel of the machine learning world, essential for developing high quality models but in limited supply. Yet institutions handling sensitive documents — such as financial, medical, or legal records often cannot fully leverage their own data due to stringent privacy, compliance, and security requirements, making training high quality models difficult. A promising solution is to replace the personally identifiable information (PII) with realistic synthetic stand-ins, whilst leaving the rest of the document in tact. In this talk, we will discuss the use of open source tools and models that can be self hosted to anonymize documents. We will go over the various approaches for Named Entity Recognition (NER) to identify sensitive entities and the use of diffusion models to inpaint anonymized content. about this event: https://talks.python-summit.ch/sps25/talk/EWMBRM/…

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Why do I have 2 passwords? How to talk about encryption in Matrix (matrix-conf-2025) 50:15

21 روز پیش50:15

50:15

Most modern software applications give total trust to the service provider. End-to-end encrypted (E2EE) services are different: the service provider is a gateway, and the real trust is with other people. This is unfamiliar, and can make using E2EE confusing. When you add in federation (meaning lots of different service providers) and a diverse set of client apps, trying to make Matrix's encryption understandable is tricky. It would help to have a shared set of words and definitions. In this talk I describe MSC4161, which attempts to establish a shared vocabulary, and then my own thoughts about some metaphors we can use to make these ideas easier to grasp. End-to-end encryption (E2EE) is unfamiliar to people used to using modern applications: instead of handing over total trust to the server you connect to, E2EE makes the server a simple connector, and we only have to trust the people we are actually talking to. It is quite common for people using Matrix to ask "Why do I have 2 passwords?", referring to the username and password for logging in, and the recovery key. I recently made a leap of understanding about this question: the reason is that there are two audiences: the password is for your homeserver, and the recovery key is for allowing you to talk to other people. I began working on MSC4161 ("Crypto terminology for non-technical users") because I believed we needed to standardise our vocabulary, but it quickly became clear that we need to do more than that: if we want to make Matrix easy to use, we need to agree on: - what the main ideas are, - what words we use to describe them, and - what metaphors we use to explain. In its current form, the MSC focusses on the first two. In this talk, I will summarise the ideas and words that are reasonably settled in the MSC and will hopefully make their way into the spec, and I will also introduce some ideas I have about the third item: how to explain Matrix's E2EE using some metaphors that are intended to find the right level of explanation, and be more accurate than the metaphors we have used up to now. We will go through the proposed common words: - Devices/sessions and Identity - Verified users - Message keys, message history and key storage - Recovery and recovery keys Then we will look at some proposed metaphors: - "connect" for logging in, - "id card" for identity, and - "safe deposit box" for recovery I will try to argue that these metaphors are at the right level of explanation, and they match more closely to what is really happening than the ideas we have used up to now. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/7LNZZ3/…

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MatrixRTC - The key sharing problem (matrix-conf-2025) 17:48

21 روز پیش17:48

17:48

Why is having large encrypted group calls difficult? How do other providers solve this? The future? Demos! Why are large encrypted group calls difficult to host? Specifically, we will go into the details about key sharing, how we can use some tricks to optimize it and how they are also a very big footgun. We will also see how other providers like jitsi, zoom, discord and cloudflare handle this. And then show off the new Famedly Call project! There will also be some mentions of MLS and how it fixes this problem and some caveats, therefore attending one of the MLS talks from before is recommended :D Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/QCYBMC/…

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Element X and Pro Updates (matrix-conf-2025) 41:17

21 روز پیش41:17

41:17

We will provide you with the latest updates on Element X mobile apps, as well the plan to sunset our classic Element apps. This includes both the current state, as well as a look into what to expect during the next couple of months and details about specific features like threads and spaces that many people are looking forward to on Element X. In the second part we’ll cover the intent and purpose behind the Element Pro apps - who are these for and why, and as part of it, look into how we’re allowing our customers to publish self-branded apps for a complete sovereign messaging solution. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/W9LUVA/…

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Agentic Cyber Defense with External Threat Intelligence (sps25) 25:46

21 روز پیش25:46

25:46

This talk will detail how to integrate external threat intelligence data into an autonomous agentic AI system for proactive cybersecurity. Using real world datasets—including open-source threat feeds, security logs, or OSINT—you will learn how to build a data ingestion pipeline, train models with Python, and deploy agents that autonomously detect and mitigate cyber threats. This case study will provide practical insights into data preprocessing, feature engineering, and the challenges of adversarial conditions. about this event: https://talks.python-summit.ch/sps25/talk/QNWFTD/…

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Secure and Sovereign communications for United Nations International Computing Centre and its Partners (matrix-conf-2025) 14:53

21 روز پیش14:53

14:53

Secure communication leveraging the Matrix protocol for UNICC and its partners Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/WM9WAE/

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Matrix French gov deployment: opening a private federation securely (matrix-conf-2025) 22:05

21 روز پیش22:05

22:05

The French government has deployed a private Matrix federation for French civil servants called Tchap. Currently this federation has about 300 000 monthly active users and its usage is growing constantly. Today our federation is closed and we would like to be able to connect with other public French Matrix nodes (local authorities for instance), and also other European countries. We should implement measures to ensure that the federation remains resilient against potential attacks, both technical (e.g., DDoS, data interception) and organizational (e.g., unauthorized access, insider threats) : - How can we restrict the servers we wish to communicate with? How can we be sure that we are actually communicating with them? Since TLS can be vulnerable to man-in-the-middle attacks by state actors, we can't rely on it entirely. - How can we trust the identities of users from external deployments that we don’t control? - How can we limit the interactions that external users can have with users from our federation? We spent a lot of time thinking about this and now have a plan that looks legit, and that we are currently implementing. I'm sure you want to know more about it, right? In this talk, we will share the approach we’ve taken to address these challenges and we will present the architecture we designed. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/WWAVBQ/…

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Joining the conversation: balancing privacy with usability for encrypted messages (matrix-conf-2025) 50:29

21 روز پیش50:29

50:29

Being able to read the conversation in a room before you joined is a critical feature for some usecases, but end-to-end encryption makes it tricky to implement. In this technically-focussed talk, we'll cover the challenges behind implementing "history sharing", why previous attempts in this area failed, and how we solved those problems with minimal impact on the security or efficiency of the protocol. The Element Crypto team have been working on [MSC4268](https://github.com/matrix-org/matrix-spec-proposals/pull/4268), aka "Sharing room keys for past messages". We'll talk about why this is difficult from the cryptographic perspective, and discuss the architecture behind the implementation. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/VLF9QQ/…

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MatrixRTC (matrix-conf-2025) 53:32

21 روز پیش53:32

53:32

In this talk, we will share the newest improvements to MatrixRTC. We'll focus on how the security and encryption architecture has evolved to provide robust, private communications for Matrix users. Additionally, we will show how to integrate Element Call into clients using the Rust or JS-SDK in a matter of minutes. Whether you're building a custom Matrix client or want to know what makes MatrixRTC such a great solution for secure communication, you'll walk away with practical knowledge to bring encrypted calling capabilities to your users and an in-depth understanding about the key distribution for real- time (MatrixRTC) sessions. In this talk, we'll explore the evolving landscape of MatrixRTC, the real-time communication layer of the Matrix protocol, and highlight key advancements. This year we saw a lot of advancements for MatrixRTC. To make it thorugh the spec review process we gathered feedback and added a couple of our own topics that we really wanted to improve. The changes might seem very small but have a very big impact in how good it fits into the matrix eco system. To name one of the highlights: A matrixRTC session can now be dirstirbuted over multiple SFU servers! On top of that a new matrix primitive will be introduced that greatly helps MatrixRTC and is useful in other parts of the ecosystem. With the spec proposals being as polished as never before and the first reviews from SCT members, there is no better time to accelerate the adoption of MatrixRTC-based calls. With Element Call, we went the extra mile to make this adoption as easy as possible. Element Call, being a widget, is available to the broader ecosystem and can be used as a shortcut to make clients compatible with MatrixRTC calls without much development effort. We would like to show how easy it is to implement Element Call into any JS-SDK or Rust SDK backed client (any client supporting the widget API). At the end of the talk, we will have a live demonstration of a call with a client that did not previously support MatrixRTC-based VoIP. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/UQVVRV/…

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No Desk Is an Island: Enabling Cross-Border Workspace Communication (matrix-conf-2025) 39:38

21 روز پیش39:38

39:38

As EU member states (co-)develop sovereign workspace solutions for the public sector, the need for seamless communication between these platforms becomes increasingly important. France, Germany, and the Netherlands are among the countries working on such solutions together, with the goal of facilitating cross-border collaboration and data exchange while maintaining security and sovereignty. In collaboration with our French and Dutch partners, we at ZenDiS are developing a framework to enable communication between our openDesk office and collaboration suite and its international equivalents. Our effort aims to facilitate cross-border information sharing and promote a more integrated European digital landscape. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/7SRHXV/…

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Rocket.Chat: Entering the Matrix (matrix-conf-2025) 51:50

21 روز پیش51:50

51:50

In this talk, we trace the journey of evolving Rocket.Chat from a standalone collaboration server into a full-fledged Matrix home-server — all built in TypeScript. We’ll dive into the architecture decisions, the incremental features (federation, room state sync, identity translation, event routing, crypto, and bridging), and the real challenges of combining two paradigms (Rocket.Chat’s internal model + the Matrix spec) in one codebase. You’ll hear about lessons learned: when to build vs reuse, how we manage consistency under asynchronous federation, strategies for performance and rate limits, and how we maintain feature parity while gradually merging homeserver responsibilities. Whether you’re running a chat platform, building a new homeserver, or simply interested in bridging monolithic systems with Matrix, this session will provide deep technical insight and lessons you can bring back to your project. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/J7YNGR/…

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Invisible Crypto: can Matrix be both secure and easy to use? (matrix-conf-2025) 51:15

21 روز پیش51:15

51:15

The Invisible Crypto initiative intends to make Matrix easier to use by ensuring that encrypted messaging is secure by default, and the user is not bothered by irrelevant information. In this talk we will give a status update, hopefully explaining why crypto needed to become slightly more visible on the journey towards making it disappear. We'll go into some detail about what we've done (and why some of it makes things a little more noisy) and what we plan to do to really get there. We've been working on the Invisible Crypto initiative for over a year, and arguably things have got worse rather than better: some parts of Matrix crypto are more visible than they were before. We will go into some detail about what we've done so far and why those things temporarily make more noise, but will eventually lead to a peaceful, hassle-free experience of encrypted messaging. Most of the coding has been done in matrix-rust-sdk and the Element clients, but the intention is for these efforts to serve as examples for other implementations. Key goals of the initiative are to ignore "insecure" devices, and treat user identities as trust-on-first-use by default. To make these possible, we have worked on a lot of things that actually make crypto more visible: - Shields for messages from insecure devices - Encouraging device verification - Building a shared language to talk about crypto - Noticing and warning about devices with incomplete crypto information - Warnings about messages whose sender identity is unsure - Letting the user know when an identity changes and we plan to continue with things that mostly make crypto less visible, while also becoming more secure: - Excluding insecure devices - Authenticated backup - Sharing identity updates between devices - Fixing bugs that allow a device's crypto information to be incomplete - Showing identity changes in timelines instead of pop-ups - "Dehydrated" devices so messages received while logged out can be decrypted - Recovery key management Improving crypto-related code is always painstaking, but we hope to convince you that we are making steady progress, and demonstrate how you can help! Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/BT8WR9/…

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Docling: Get your documents ready for generative AI (sps25) 33:08

22 روز پیش33:08

33:08

Docling is an open-source Python package that simplifies document processing by parsing diverse formats — including advanced PDF understanding — and integrating seamlessly with the generative AI ecosystem. It supports a wide range of input types such as PDFs, DOCX, XLSX, HTML, and images, offering rich parsing capabilities including reading order, table structure, code, and formulas. Docling provides a unified and expressive DoclingDocument format, enabling easy export to Markdown, HTML, and lossless JSON. It offers plug-and-play integrations with popular frameworks like LangChain, LlamaIndex, Crew AI, and Haystack, along with strong local execution support for sensitive data and air-gapped environments. As a Python package, Docling is pip-installable and comes with a clean, intuitive API for both programmatic and CLI-based workflows, making it easy to embed into any data pipeline or AI stack. Its modular design also supports extension and customization for enterprise use cases. We also introduce SmolDocling, an ultra-compact 256M parameter vision-language model for end-to-end document conversion. SmolDocling generates a novel markup format called DocTags that captures the full content, structure, and spatial layout of a page, and offers accurate reproduction of document features such as tables, equations, charts, and code across a wide variety of formats — all while matching the performance of models up to 27× larger. about this event: https://talks.python-summit.ch/sps25/talk/QJLGCZ/…

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Causal ML for Smarter Advertising Campaigns with Python (sps25) 33:15

22 روز پیش33:15

33:15

Traditionally, marketing campaign analysis relies on simple metrics like the number of purchases made after a contact, or conversions following a promotion. While these numbers tell us what happened, they don’t reveal why it happened or if the campaign truly made a difference. Such analysis can’t distinguish between customers who would have acted anyway and those who were genuinely influenced by the campaign. The key question is: did the campaign actually cause the desired effect? In this practical and beginner-friendly session, we’ll explore how Causal Machine Learning provides the missing piece in campaign evaluation and targeting. Starting from real-world scenarios, we’ll dive into: Why causality matters more than correlation when evaluating ad performance. How to estimate the true impact of a campaign using uplift modeling and treatment effect estimation in just a few lines of code. How to target users who are not just likely to interact with ads, but whose behavior can be influenced by the campaign (for example, to reduce churn or boost engagement). The session will be hands-on with Python, with clear examples drawn from marketing applications. about this event: https://talks.python-summit.ch/sps25/talk/MNJ98W/…

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Lessons learned from implementing Native OIDC from scratch (matrix-conf-2025) 27:04

22 روز پیش27:04

27:04

Are we OIDC yet ? YES ! We are ! OpenID Connect evolved as the one and only identity standard in the modern web. With MSC3861, the [matrix] ecosystem is finally moving to OIDC as the authentication standard amongst clients and homeservers. Out of curiosity, I started implementing a native OIDC implementation from scratch : no OAuth 2.0 library, no Ruma ; just the [matrix] Dart SDK, an HTTP client and the MSC in front of me. This talk will be about the lessons learned. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/XLV7PZ/…

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ESS - Element’s distribution for Matrix deployments (matrix-conf-2025) 57:36

22 روز پیش57:36

57:36

In this talk we will provide insights on the new Element Server Suite (ESS) editions which provide an Element-supported way to deploy Matrix stacks. ESS is available in three editions - [ESS Community](https://github.com/element-hq/ess-helm) - the free Matrix distribution from Element for small-/mid-scale, non-commercial community use cases - [ESS Pro](https://element.io/server-suite) - the commercial Matrix distribution from Element for professional use - [ESS TI-M](https://element.io/server-suite/ti-messenger) - a special version of ESS Pro focused on the requirements of TI-Messenger Pro and ePA We will dive deep into each edition, explain how they're meant to be used, shed light on the components they include and discuss which use cases they are tailored to. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/MHZQVK/…

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Improving the security of the federation protocol (matrix-conf-2025) 49:26

22 روز پیش49:26

49:26

The federation protocol is how Matrix homeservers communicate between each other. In private federations this isn't particularly challenging as the network is trusted but in the public federation this isn't true. This talk dives into what protocol improvements are in the works to make the public federation more secure against Byzantine actors, particularly against "state resets": an unintended rollback of room state. We'll explore why this problem is hard, what some of the failure modes are, and how we are working on addressing them. The federation protocol, in particular state resolution, is one of the most important parts of Matrix. In the current algorithm, the output from the algorithm can be counter-intuitive, and multiple people have tried to explain how it works (including a talk from me at FOSDEM this year!) with varying degrees of success. This behaviour sometimes rears its ugly head when your room state has rolled back to an earlier point in time for no good reason: a "state reset". Fixing these issues is hard, partly because the current algorithm is so tricky - so over the course of 2025 we’ve been working on improving and (eventually) simplifying it. Along the way, we've developed tooling to help us observe and replay room state in the form of TARDIS: Time Agnostic Room DAG Inspection Service. This tool has been critical for us to produce minimal working examples of state resets and to experiment with algorithmic changes to fix the underlying issues. We'll explore some of these scenarios in TARDIS during the talk. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/YK9F38/…

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AI Coding Agents and how to code them (sps25) 34:32

22 روز پیش34:32

34:32

I Agents are the next big thing everyone has been talking about. They are expected to revolutionize various industries by automating routine tasks, mission critical business workflows, enhancing productivity, and enabling humans to focus on creative and strategic work. Of course, you can apply them to your everyday coding tasks as well. In this talk we’ll go over what those agents can bring to the table of coding world, and why they can deliver the promise of coding smarter that the current generation of coding assistants can’t. We will then dive right into a quick live coding session where I’ll show what such agents can do in real life and how you can start using them to enhance your everyday life already right after the talk. And we’ll finish off with some remarks on what the future of programming might look like in the near future as those agents get included into your everyday life. about this event: https://talks.python-summit.ch/sps25/talk/NTGKGW/…

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How Matrix is becoming the communication standard for Public Sector (matrix-conf-2025) 14:58

22 روز پیش14:58

14:58

Matrix was built to become the open communication of the web and serve everyone. But, as the Internet and email did, its network effect started with governments. Today, and as proven by the audience in the room, most European governments and several others are either using it or looking at implementing it for their communications. This talk will tell the story of how we got there and why. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/CAUAHD/…

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Machine learning for Swiss democracy (sps25) 34:24

22 روز پیش34:24

34:24

Demokratis.ch is a non-profit project working to modernise the consultation procedure—a key democratic process that allows Swiss citizens to provide feedback on proposed laws and amendments. Today, the process is slow and cumbersome for everyone involved: it requires studying lengthy PDFs, writing formal letters, and even synthesising legal arguments by copy-pasting into Excel. There’s a huge opportunity to streamline this process and make this democratic tool more accessible and inclusive. In this talk, I’ll share how we’re tackling this challenge with machine learning: building data processing pipelines, extracting features from endless PDFs, embedding and classifying text, designing and evaluating models—and ultimately deploying them in production. Because the data comes from the federal administration and 26 different cantons, it’s often heterogeneous and in varying formats. Data quality, in general, presents many challenges for both training and evaluation. Spoiler: PDF is a pretty terrible format for machines … Our approach is practical and pragmatic, and our code is open source, so you’re welcome to explore our solutions or even contribute yourself! about this event: https://talks.python-summit.ch/sps25/talk/EWUJKH/…

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Element X Web (matrix-conf-2025) 42:28

22 روز پیش42:28

42:28

Element X is coming to web and desktop! What does that mean? We’re going to make the apps simple, familiar, reliable and fast! Come learn more about the vision we have put together and all the progress we have made so far! The talk will cover: * The qualities/goals we are aiming for in EWX * The high level plan to achieve this including: * Our product and design strategy * The phased plan for delivery * The key technologies that will enable the transformation * An update on progress and next steps Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/SJFXGH/…

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Luxchat(4gov) (matrix-conf-2025) 20:43

22 روز پیش20:43

20:43

Presentation of the Luxembourg efforts to establish a sovereign instant messaging ecosystem for the public and private sector for Luxembourg. More details to follow. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/GEEKMY/…

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Eventually Consistent Access Control: Practical Insights on Matrix from Decentralized Systems Theory (matrix-conf-2025) 51:39

22 روز پیش51:39

51:39

Access control is the core of any system's security, but usually provided by a single, centralized server. However, access control in a Matrix room is decentralized: every participating server *independently* decides *who* is authorized to send and receive *which* events, without consulting any other server. To the surprise of many, these decisions are still *eventually* consistent even if all but one server is malicious, but seeing *why* requires a new way of thinking about access control. I will explain the necessary design patterns from decentralized systems science, and show how they can be weaved together for a practical explanation of what Matrix is, and why Matrix can reach its astonishing levels of security and resilience. In this talk, I provide a primer on **design patterns from decentralized systems theory**, and explain what they mean for the current and future design of Matrix in practice. I will start with **concurrency as the root of all problems in decentralized systems**, and how network partitions and arbitrarily malicious servers stand in the way of consistency. Based on these problems, I will explain **conflict-free replicated data types** (CRDTs) and hash linking as the solution to still make a Matrix room eventually converge at all benevolent servers. Finally, I will show you my **access control to the best of knowledge and belief** way of thinking about eventually consistent access control in Matrix – you need to think in **two authorization decisions per event**, of which one is final on receiving the event, while the other one may ever be changing on receiving new concurrent events. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/X3KDAQ/…

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Welcome - Day 2 (sps25) 6:25

22 روز پیش6:25

6:25

A welcome message and useful information from the organisers. You will also find useful information on our [website](https://www.python-summit.ch/). Or feel free to ask any member of staff if you have a question. about this event: https://talks.python-summit.ch/sps25/talk/D7KQWT/

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Governing Board transparency update (matrix-conf-2025) 24:27

22 روز پیش24:27

24:27

In this talk we will cover - what is the Governing Board about - how does it fit into the Foundation - reviewing the last 12 months and outputs - showing some of the different processes like establishing Working Groups, what Committees are, interactions with the Foundation - what next - how to get involved in open governance - take some questions Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/XDT3BL/…

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The Element update: Shininess, scalability and sustainability (matrix-conf-2025) 25:03

22 روز پیش25:03

25:03

A whistle stop tour of Element’s progress over the last year! Highlights include Element Server Suite Community, the latest on Element X, Spaces, Threads and Element Call. There’s also Element Server Suite Pro, Synapse Pro and the launch of Element Pro; the Element app specifically for the workplace! Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/WEASKJ/…

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Closing - Day 1 (sps25) 2:00

22 روز پیش2:00

2:00

A thank you from the organisers. We hope you enjoyed your day! about this event: https://talks.python-summit.ch/sps25/talk/AZGSCP/

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Lightning Talks - Day 1 (sps25) 41:46

22 روز پیش41:46

41:46

Our Lightning Talks are open to everyone 😊 about this event: https://talks.python-summit.ch/sps25/talk/EP7BNX/

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Using Python's array API standard for ESA's Euclid mission (sps25) 30:18

22 روز پیش30:18

30:18

Over the years, the lack of an array data type in Python has resulted in the creation of numerous array libraries, each specializing in unique niches but still having some interoperability between each other. NumPy has become the de facto array library of Python, and the other array libraries try to keep their API close to that of NumPy. However, this often becomes infeasible, and the libraries deviate out of necessity. To make Python's array libraries shake hands with each other without any inconsistencies, the Consortium for Python Data API Standards has formalised an Array API standard for libraries offering array creation and manipulation operations. The Array API standard allows users to write and use the same code for arrays belonging to any of the standard-conforming libraries. Through this talk, we will explore the need for such standardisation and discuss its salient features in detail. We will primarily delve into the example of using this standard to make specific parts of European Space Agency's Euclid space mission's code GPU and autodiff compatible. Besides cosmology, we will also take a look at a few other examples, mostly sourced from my experience working with and on several Python array libraries for scientific computing. Ultimately, the audience can expect to leave the room with the knowledge of both, the software engineering and the research side of the array API standard. about this event: https://talks.python-summit.ch/sps25/talk/B7GRMJ/…

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The High Price of Open Source: Building a Business Around Matrix (matrix-conf-2025) 36:16

22 روز پیش36:16

36:16

Open Source has never been easy, but doing Open Source in the Matrix ecosystem poses a unique set of challenges. Add the pressure of sustaining a company on top of that, and you quickly find yourself in uncharted, and often uncomfortable, territory. This talk reflects on the reality of maintaining open source projects in the Matrix universe, especially from the perspective of a business. It dives into the tension between openness and exploitation, when others take your work without contributing anything in return, undermining sustainability and motivation. Through real-world experiences and hard-learned lessons, this session will outline the structural and cultural issues that make it harder for corporate contributors to survive in the ecosystem. We'll look at why fair contribution is hard to enforce, how "Trittbrettfahrer" (free riders) hurt long-term progress, and what we as a community - maintainers, companies, and individuals - can do to shift the dynamic. Whether it's licensing strategies, community governance, or pushing for upstream responsibility, this talk will explore the imperfect but necessary mechanisms we need to keep Matrix open, but not exploitable. The goal isn't to complain, but to open up a grounded and honest discussion about sustainability, fairness, and the future of open collaboration in Matrix. Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/ about this event: https://cfp.2025.matrix.org/matrix-conf-2025/talk/QG8QQU/…

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Software estimation: False sense of certainty (sps25) 31:18

22 روز پیش31:18

31:18

It has been known since the 70s that developers tend to give very optimistic estimations. We prefer to have exact numbers, even if that means they are wrong most of the time. In research, developers admitted that they believe their managers will see them as less competent if they provide estimates with huge margins. But mathematically speaking providing a wider min-max interval means you will be right more often. So, maybe it isn’t really accuracy that businesses and people are looking for. Maybe estimates are needed for the sole purpose of risk aversion. Risk can be measured in other ways. Maybe it is time we stop estimating tasks left and right and instead start managing the project’s risk and customer’s expectations. about this event: https://talks.python-summit.ch/sps25/talk/7EKTCB/…

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