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Sunday, 29 March 2026

Strand is a PWA runtime for running web applications in a more integrated manner for KDE Plasma.

Right now Strand has two parallel development tracks; an AI-driven prototyping track to test the feasibility of features, and a second human-driven track where I’m building the final product.

I’ll mostly cover the events of the AI track in this post, which I’ve been dogfooding as I slowly get the human track on-rails. The usual caveats of code quality and security are in full effect.

Performance & Structure

The first version of the runtime used one WebEngine per application process. Part of this was me receiving incorrect information from the AI. After understanding the WebEngine and WebEngineProfile structure more thoroughly, I decided a system of dynamically determining the host process would lead to better resource efficiency.

Now, instead of one process per app, when a webapp starts it generates a “Process hash” based on the configuration and flags being applied to WebEngine. It will then see if there’s a Strand process running with that hash, using it if available. This immediately lead to hundreds of megabytes in savings when running multiple instances, while still allowing apps to potentially use alternative settings if required.

One major pain point is hardware acceleration. I’m having significant of trouble getting it to work as it really requires the stars to align quite precisely. Right now there’s just no acceleration for reasons ranging from my specific hardware, to Wayland, to a witches brew of flags – and if anything is wrong there’s just no acceleration. I checked to see if I could run another KDE QtWebEngine-oriented app at full speed – Falkon – but it also suffered. Commentary online is underwhelming.

My new benchmark. I’ll score the hardware acceleration based on how long I get before the lag kills me. Right now it’s “202”.
New Features Tested

The most significant new feature is header integration, which is the culmination of 3 smaller features.

The most visually obvious is the addition of custom CSS with system color support. Strand injects CSS variables into applications with system colors, and when used by the custom CSS, can easily give web apps much more cohesive headers. Strand pays special attention to header-oriented colors, guaranteeing their availability along with the accent color. These apps are also smart enough to update their colors when changed on a system level. Of course, custom CSS can be disabled. The only caveat is that some apps still have the scrollbar peeking in, which could potentially be fixed case-by-case with CSS.

The next addition is the ability to list “Drag Region Selectors” in the manifest files. These are simple DOM selectors which trigger native window dragging when an element matches the selection criteria. This system accounts for interactive child elements, so things like buttons and fields in drag areas work as-expected.

Toolbars and menubars are no longer mandatory. In the manifest file you can specify “Safe Toolbar Removal” selectors paired with URLs. If the selector criteria is met and “Allow Smart Hiding of Toolbar” enabled for the app, Strand will auto-hide the toolbar. This works very well! The toolbar will re-appear if the app navigates away from a “Safe Situation”, allowing users to access browser-like navigation. A good example of this is an SSO flow; if SSO is occurring, the toolbar re-appears, and the user can navigate back to the app if the sign-in process is interrupted. Even then a user holding the alt key will re-show the toolbar, and if Strand blocked an outgoing link, the toolbar will resurface so the user may interact with that event.

These 3 features together make headers in web apps feel shockingly native at times. I’m particularly impressed by how integrated Teams feels. Placed between Dolphin and Kate it looks great, and the dragging behavior of the header areas are spot-on.

The header-centric features are also designed to degrade gracefully. We are connecting to ever-changing websites and I didn’t want to introduce injections libel to break entire applications. In the event a web app changes significantly, only the integrations should be lost, so at worst you’ll still have a functional web app. This is also one reason why I won’t be introducing app-specific Javascript injection.

Stand applications can now be added to menus via the welcome screen, and applications are appropriately categorized when added. The next step will be to have a complete installation flow.

Strand doesn’t yet have an installation flow, but launching Discover from FlatHub worked as expected.
Conclusion / Future / The Human Track

Right now the AI track is getting very, very close to what I’d like in terms of functionality and main-window presentation. As the AI churns overall code quality goes down, but it does continue to feed me methodologies which would have easily cost me weeks of research, letting me research on the actually important topics. It also continues to show me what’s possible in general, and when it starts to fail I know I’m probably moving in a bad direction.

Next steps for the AI track are likely going to be in the permissions system, and ensuring advanced functionality like streaming and various portals work. After that there will only be minor additions to the prototype software.

I’ll end with an update on the human track; progress is going intentionally slowly. I wanted to flesh out the process management in the AI track first before over-committing to what will ultimately be the final structure. The human track has the first steps of the startup sequence, and a much better organized set of utilities and data-management classes. I’m also re-assessing the use of Kirigami/QML for building the GUI, as it just leads to nicer interfaces and I do have some experience with it.

Anyway, that’s the updates so far!

If anyone knows the secrets of WebEngine + Wayland + Nvidia, I’d love to hear. I might assemble some memory benchmarks in the next week or two as well, too. There’s also a .deb package I can produce of the AI track; I wholly would NOT recommend installing it, but if people want to see where this idea is going, or even the AI slop source, I can put it up. But I’ll literally name it the “eatYourCat” deb and put it in the “shootYourDog” repo, and it will be with the express understanding that it’s not fit for use and will not be maintained.

Saturday, 28 March 2026

In the past two months since the previous report we added a new welcome screen, warnings about some potentially expensive mistakes and support for more data sources in Switzerland to KDE Itinerary, among many other improvements.

New Features

Improved welcome screen

The welcome screen shown on the first start of Itinerary has been reworked and now contains the most relevant settings instead of a wall of text:

  • Confirming or correcting your home country if it hasn’t been correctly detected based on the system locale. This is needed for country-dependent warnings to work correctly, such as the features in the next section.
  • Enable online services. Those are all off by default for privacy reasons and the settings page offers very finegrained control over what exactly to use. All that remains the case, but the welcome page now has a quick shortcut to enable all of this in one go.
  • Request permissions for showing popup notifications, on systems where that is necessary, such as newer Android versions.
KDE Itinerary's new welcome page shown on first start with settings for the home country and online services, and confirming notification permissions are correctly set up.
Welcome page

EU roaming regulation warning

When living in the EU roaming regulation area you’ll now get notified when leaving that, as depending on your mobile data plan this can be rather costly when not paying attention.

KDE Itinerary's timeline warning about leaving the EU roaming regulation area when traveling from Germany to Switzerland.
EU roaming regulation area warning

Misleading airport/port name warning

A similarly unpleasant surpise can be ending up at a port or airport in the middle of nowhere rather than close to the city you intended to travel to. Marketing names particularly popular with certain low-cost carriers can be especially misleading, see the naming controversy around (Frankfurt-)Hahn Airport as one such example.

Itinerary can now warn about such locations, with the option to silence the warning per trip or indefinitely.

KDE Itinerary warning about a possibly misleading airport name for an arrival at (Frankfurt-)Hahn Airport.
Misleading airport name warning

The list of warned about locations is currently still manually maintained, and is totally not based on traveling mishaps of community members.

Infrastructure Work

Swiss Open Transport Data APIs

There’s now support for version 2.0 of the OpenJourneyPlanner (OJP) API from opentransportdata.swiss as well as their train formation API.

KDE Itinerary showing a list of upcoming train departures at Bern central station, including delays, occupancy and vehicle amenities.
Upcoming departures at Bern central station

This gives us a couple of additional features and information:

  • Earlier/later paging of journey search results.
  • Transport modes served at stops.
  • Occupancy information.
  • Service alerts.
  • Pickup and dropoff constraints for stops.
  • Coach layouts for trains.
  • Vehicle attributes such as the availability of accessibility or comfort features.
  • Emission information.
KDE Itinerary showing the coach layout and per-coach amenities for a SBB IC1 train.
Layout of a SBB Intercity train

All of this also benefits KTrip.

Kirigami Addons date/time picker localization

The date and time entry controls used in Itinerary received a number of fixes for languages using a right-to-left layout and/or non-ASCII numerals.

Screenshots of the date picker header in two left-to-right and two right-to-left locales.
Kirigami Addons date picker in French, Korean, Arabic and Hebrew.

This benefits all applications using the Kirigami Addons.

Events

In February we had another OSM Hack Weekend in Karlsruhe, with a few features for Transitous being worked on that will eventually also benefit Itinerary.

FOSSGIS-Konferenz in Göttingen is ending today, and included a talk about our OSM indoor router.

And in two weeks I’ll be speaking about Transitous at Grazer Linux Tage.

Fixes & Improvements

Travel document extractor

  • Added or improved travel document extractors for Booking.com, DRK, Entur, European Sleeper, Eurostar, Eventyay, FCM, FRS, Get Your Guide, Hostelworld, MÁV and Thai railways.
  • Improved generic boarding time extractor for Apple Wallet passes.
  • Improved street address matching.

All of this has been made possible thanks to your travel document donations!

Public transport data

  • Trip queries (ie. efficient updates of an existing public transport connection) are now also available with Entur’s OpenTripPlanner instance in Norway.
  • Improved and extended vehicle attribute mappings for a number of Hafas-based backends.
  • Support for Hafas location remarks, providing e.g. stop map links with some Hafas backends.
  • Support for Hafas pickup/dropoff constraints of on-demand services.
  • Fixed coordinate-based journey queries with Deutsche Bahn.
  • Added support for server-side mode filters for stopover queries with MOTIS backends.
  • Made Deutsche Bahn vehicle layout parser more robust against unknown UIC coach numbers.
  • Fixed INVG mode mapping for bus lines showing up as ferries.
  • Fixed elevators being shown on null island on the map.
  • Made path spike filtering less aggressive on low-resolution paths. Fixes e.g. the path of a Barcelona <-> Paris train connection incrementally deteriorating on the map.
  • Expanded Transitous coverage to Greenland, Japan, Morocco and Oman.

All of this also directly benefits KTrip.

Itinerary app

  • More consistent display of delays, by always showing the actual time in full. Avoids having to compute this from delay offsets in your head.
  • Fixed manual flight number entry (bug 516999).
  • Correctly account for the platform label width when eliding stop name in public transport departures view.
  • Word wrap vehicle feature descriptions.
  • Fixed platform section end separator positioning.
  • Fixed doubled lines for flights on the map when using MapLibre.
  • Default to creating a new trip group when importing a named trip group.
  • Set a better default for event entrance times without a start time yet.
  • Also detect osm.org short URLs for importing OSM elements.
  • Retain attached documents from event templates.
  • Handle nested events correctly when computing trip group end times.

How you can help

Feedback and travel document samples are very much welcome, as are all other forms of contributions. Feel free to join us in the KDE Itinerary Matrix channel.

Welcome to a new issue of This Week in Plasma!

This week saw a large variety of improvements in fields as diverse as better support for multi-screen and multi-GPU setups, support for new portals, performance improvements, UI improvements, crash fixes, and more! Lots to get excited about this week:

Notable new features

Plasma 6.7

Implemented a feature that lets you record yourself with your microphone and play it back, making it easy to tell when the recording level is too high or too low. Then you can adjust the level until it’s just right. (Ramil Nurmanov, KDE Bugzilla #435256)

Reworked how the notifications portal is implemented, which, among other things, allows configuring the notifications sent by Flatpak and other portal-using sandboxed apps in the same way that you can configure notifications for traditionally-packaged apps. (Kai Uwe Broulik, plasma-workspace MR #6312)

Frameworks 6.25

KRunner-powered searches can now convert to and from the “momme” unit, which measures weight for silk textiles. (Nate Graham, kunitconversion MR #82)

KRunner converting from 22 momme to 2.816 ounces per square yard and 95.48 grams per square meter

Notable UI improvements

Plasma 6.6.4

The bouncy app launch feedback animation by the pointer now looks better when using a fractional scale factor. (Vlad Zahorodnii, KDE Bugzilla #489403)

Sped up the process for selecting a weather station for the Weather Report widget using the keyboard. (Nate Graham, kdeplasma-addons MR #1016)

You can now drag recent items in launcher menus onto the desktop. (Christoph Wolk, plasma-workspace MR #6431)

The Networks widget now instantly reports the last-used network, rather than only after restarting Plasma. (Aviral Singh, KDE Bugzilla #512951

The Task Manager widget now instantly updates the icon of a pinned or running app whose icon you’ve changed, rather than only after restarting Plasma. (Kai Uwe Broulik, plasma-workspace MR #6443)

Plasma 6.7

The screen chooser UI (e.g. for screen sharing/casting) now features fancier visualizations for screens, showing their wallpapers in the background. (Harald Sitter, xdg-desktop-portal-kde MR #532 and plasma-workspace MR #6409)

Fancier screen chooser dialog

The super-custom folder chooser dialog, seen throughout KDE software, has been removed; now choosing a folder uses the standard “Open” dialog, and it only shows folders. (Akseli Lahtinen, KDE Bugzilla #197938)

Locked Plasma Vaults now have their mountpoints made read-only and badged with a lock icon, so it’s clearer what they are, and you or your apps can’t accidentally save files in there, which would block mounting the vault. (Matthias Pleschinger plasma-vault MR #72)

You can now limit the Wi-Fi band for networks in infrastructure mode. (Piotr Balwierz, plasma-nm MR #536)

Frameworks 6.25

Various message dialogs throughout KDE software now wrap their text at around 70 characters instead of at a point based on the screen width. (Thomas Friedrichsmeier, kwidgetsaddons MR #339)

Notable bug fixes

Plasma 6.6.4

Fixed a case where Plasma could crash when connecting another screen. (Harald Sitter, KDE Bugzilla #477941)

Fixed a case where Plasma could crash when the underlying services for apps with System Tray icons went away. (Nicolas Fella, KDE Bugzilla #518128)

Fixed a case where Spectacle could crash under certain circumstances when using multiple screens. (Vlad Zahorodnii, layer-shell-qt MR #95)

Fixed an issue that could make OBS crash on quit under certain circumstances. (Nicolas Fella, KDE Bugzilla #517599)

The Digital Clock widget’s feature to copy the current date and time to the clipboard in various formats now uses the correct time from your local time zone, not the UTC time. (David Edmundson, KDE Bugzilla #517692)

Fixed some cases of missing transparency in certain apps’ System Tray icons. (Qiancheng Sun, plasma-workspace MR #6427)

Fixed an issue uncovered by the upgrade to Qt 6.11 that applied the wrong color to the window snapping overlay. (Nicolas Fella, KDE Bugzilla #518178)

Plasma 6.7

Fixed an issue that made the System Monitor app and widgets show the wrong names for CPU cores on systems where there’s more than one physical CPU. (Kevin Tipping, KDE Bugzilla #515435)

Notable in performance & technical

Plasma 6.6.4

Blur in Konsole now plays nicely with the Wobbly Windows effect. (Jérôme Lécuyer, KDE Bugzilla #474196)

Plasma 6.7

Screen recordings made using Spectacle and other KPipeWire-using software now use the correct render device with multi-GPU systems, so the resulting recordings are always correct and valid. (Marsh Land, KDE Bugzilla #518008)

Implemented a “multi-GPU swapchain” for KWin, which unlocks future performance gains with multi-GPU use cases and Vulkan support. (Xaver Hugl, kwin MR #8926)

Improved the System Monitor app and widgets’ ability to detect multiple GPUs. (Michael Bauer, ksystemstats MR #130 and #132)

Made the System Monitor app and widgets no longer ignore fully-encrypted disks and RAID elements for the purposes of gathering disk I/O statistics. (Christoph Cullmann, ksystemstats MR #86)

Improved performance for the Alt+Tab switcher while the “Highlight Window” effect is on (as it is by default) and there are a lot of minimized windows. (Sushi Trash, kwin MR #8997)

Wayland 1.48

After over 6 years in development, the Wayland session restore protocol is complete and merged! KWin already has a draft implementation, so we should start to see some serious movement on this long-standing topic soon. (Jonas Ådahl and many others, wayland-protocols MR #18)

How you can help

KDE has become important in the world, and your time and contributions have helped us get there. As we grow, we need your support to keep KDE sustainable.

Would you like to help put together this weekly report? Introduce yourself in the Matrix room and join the team!

Beyond that, you can help KDE by directly getting involved in any other projects. Donating time is actually more impactful than donating money. Each contributor makes a huge difference in KDE — you are not a number or a cog in a machine! You don’t have to be a programmer, either; many other opportunities exist.

You can also help out by making a donation! This helps cover operational costs, salaries, travel expenses for contributors, and in general just keeps KDE bringing Free Software to the world.

To get a new Plasma feature or a bug fix mentioned here

Push a commit to the relevant merge request on invent.kde.org.

Friday, 27 March 2026

Let’s go for my web review for the week 2026-13.


New York Bill Would Force Age ID Checks at the Device Level

Tags: tech, law, surveillance

This keeps escalating… It needs to be stopped.

https://reclaimthenet.org/new-york-bill-would-force-age-id-checks-at-the-device-level


Zero Days: Electric Motorcycles are a Security Nightmare

Tags: tech, automotive, security

Clearly those are new and the vendors need to put in place proper security practices. Still those are on the road…

https://persephonekarnstein.github.io/post/zero-days/


Wine 11 rewrites how Linux runs Windows games at the kernel level, and the speed gains are massive

Tags: tech, linux, windows, wine, performance

Looks like an important Wine 11. Well done to them!

https://www.xda-developers.com/wine-11-rewrites-linux-runs-windows-games-speed-gains/


GitHub: We are going to train on your data after all

Tags: tech, data, surveillance, ai, machine-learning, copilot

Unsurprisingly, they need to find new data to feed the monster…

https://www.theregister.com/2026/03/26/github_ai_training_policy_changes/


Moving from GitHub to Codeberg, for lazy people

Tags: tech, git, github, forgejo, self-hosting

A reminder that this is an easy migration. Can also be towards you own instance of Forgejo of course.

https://unterwaditzer.net/2025/codeberg.html


Humanity in CS & PL, now more than ever

Tags: tech, science, research, community

Interesting call, our field like anything undertaken by mankind is worthless without community. Also community can’t sustain if you got an anti human agenda.

https://koronkevi.ch/posts/humanity.html


I’m OK being left behind, thanks!

Tags: tech, hype

Indeed, there’s no rush. No need to be first to jump on every new fashion.

https://shkspr.mobi/blog/2026/03/im-ok-being-left-behind-thanks/


How LLMs Distort Our Written Language

Tags: tech, ai, machine-learning, gpt, language, culture

Not peer reviewed as far as I can tell. That said if confirmed by other studies this feels like an important paper. The language flattening might be real and this will have lasting cultural impacts.

https://arxiv.org/abs/2603.18161


Is the Future of AI Local?

Tags: tech, ai, machine-learning, gpt, research, business, foss, ethics

I personally think this is where it’ll head after the bubble pops. We should be able to recover enough material to have something viable to run locally. The question will be “where the updated models come from?”, it might be the public sector helping there and hopefully those will be truly FOSS and ethical (like Apertus).

https://tombedor.dev/open-source-models/


Don’t trust, verify

Tags: tech, foss, tests, security

You’d wish more projects would put such measures in place.

https://daniel.haxx.se/blog/2026/03/26/dont-trust-verify/


Markdown Ate The World

Tags: tech, microsoft, libreoffice, standard, markdown, complexity

A brief history of word processor formats and how Markdown came to prevail…

https://matduggan.com/markdown-ate-the-world/


Wild RSS

Tags: tech, rss, tools

Interesting tool to test your RSS feeds.

https://wildrss.com/


SSH certificates and git signing

Tags: tech, tools, version-control, git, security

Interesting trick in Got, using SSH certificates to prove the origin on commits. This feels a bit rough though, tooling has room for improvement.

https://codon.org.uk/~mjg59/blog/p/ssh-certificates-and-git-signing/


Debunking zswap and zram myths

Tags: tech, linux, memory, system

Long and comprehensive look at how zswap and zram work. They each bring their own tradeoffs, it’s important to understand them to choose.

https://chrisdown.name/2026/03/24/zswap-vs-zram-when-to-use-what.html


Shell Tricks That Actually Make Life Easier (And Save Your Sanity)

Tags: tech, shell, tools

Good list of lesser known tricks in shell uses.

https://blog.hofstede.it/shell-tricks-that-actually-make-life-easier-and-save-your-sanity/


Windows Native App Development Is a Mess

Tags: tech, system, windows

Indeed, it looks like Windows gave up on having a nice experience for native app development a while ago…

https://domenic.me/windows-native-dev/


The Good, the Bad, and the Leaky: jemalloc, bumpalo, and mimalloc in meilisearch

Tags: tech, system, memory

Interesting story on how sometimes you can be betrayed by your memory allocator.

https://blog.kerollmops.com/the-good-the-bad-and-the-leaky-jemalloc-bumpalo-and-mimalloc-in-meilisearch


Guideline: Rust Style

Tags: tech, rust, programming

Good guidelines for Rust code indeed.

https://epage.github.io/dev/rust-style/


Maximally minimal view types

Tags: tech, rust, type-systems

Interesting proposal for rust borrow checker. I wonder if it’ll get any traction.

https://smallcultfollowing.com/babysteps/blog/2026/03/21/view-types-max-min/


The Three Pillars of JavaScript Bloat

Tags: tech, javascript, complexity, tools

Most JS projects end up incredibly bloated indeed. Luckily there are ways to improve the situation.

https://43081j.com/2026/03/three-pillars-of-javascript-bloat


A rant about resolutions

Tags: tech, graphics, video, marketing

Yes the naming of resolutions is a mess… Couple that with marketing and it becomes misleading quickly.

https://blog.brixit.nl/rant-about-resolutions/


Lines of code are useful

Tags: tech, metrics, engineering, productivity, complexity

A bit more nuance in the “how to use the lines of code metric?” debate. Indeed it’s not the same if you look at complexity or productivity.

https://entropicthoughts.com/lines-of-code


Choose Boring Technology and Innovative Practices

Tags: tech, innovation, organisation

Definitely makes sense, you can be more innovative in your practices and processes than with the tech your depend on. The cost of changing is definitely not the same.

https://buttondown.com/hillelwayne/archive/choose-boring-technology-and-innovative-practices/


A Japanese Glossary of Chopsticks Faux Pas

Tags: japan, culture

Be warned! This is a long list.

https://www.nippon.com/en/japan-data/h01362/



Bye for now!

Windows 10 has officially reached its end-of-life (EOL) on 14.10.2025.

Hi all! Just finished up the last bit of work for my Season of KDE task of automating data collection for the KDE promotional team.

Since the midterm blogpost I've been assigned no new tasks. That means my final deliverables are a follower/post count scraping script for specific social media websites, a Reddit Insights page scraper that totals weekly insight data for a given subreddit, and an article evaluation script that reads articles found by the Google Alerts system and evaluates their sentiment on KDE and its software.

Follower and post counts scraper

Nothing much has changed here outside of some better error handling, consistency in argument help strings, and improved readability of log messages. The script has run well on its weekly timer and seems to show no signs of giving up. I do think I can improve it by making it more extensible to accommodate the scrubbing of new websites and accounts, but as of now it functions well for the links we're most worried about.

Reddit Insights page scraper

In the prior blogpost I mentioned worries about getting the script to run on a headless server. The script has since been made capable of running headlessly through use of a Docker image which wraps the program run with an Xvfb display server. Xvfb enables this by running display requirements in virtual memory, allowing for the use of headful software in a headless environment.

Shoutouts to Sean Pianka's repo containing dockerfiles used to run Xvfb-wrapped Selenium scripts and Selenium's own Docker images used for Selenium Grid server project. Without those resources it would have taken me a lot longer to hack together the requirements for a Docker image that could run Selenium headfully.

Along with the headless runs being solved, I also implemented plenty of bug fixes and improvements to user-facing messages. Many of the bugs came from not properly exiting Selenium during handled errors which I found out from the server having hundreds of open Firefox instances. Hopefully I've cleaned all those up.

Google Alerts evaluator

This task was a fairly large undertaking involving plenty of research and implementation steps. There were three major requirements:

  • Develop a pipeline to take in Google Alerts emails and pre-process them into articles the model can read.
  • Evaluate lightweight sentiment analysis models that can run on a server for their ability to analyze articles on KDE products.
  • Parse model output into a human-readable and easy to work with data format.

The final result is a pipeline that

  1. Reads Google Alerts emails
  2. Pre-processes the articles into Markdown files for model reading
  3. Feeds them to a local LLM configured to provide sentiment analysis output
  4. Takes the LLM output and sends it into a CSV file (if possible)

You can see how this task could take a lot of time out of people, so hopefully this pipeline can significantly alleviate that time spent.

Google Alerts email reading and processing

This was no issue as Google Alerts are all sent through Gmail and Google itself provides a very useable Gmail API for extracting emails from Gmail accounts. After generating the required credentials, fetching emails was as easy as using tools built specifically for this job in a Python package that contained bindings for the Gmail API in Python. The emails were all formatted in XML, so past experience with webscraping from the last two tasks played a part in making fetching article links from the emails painless to implement. After the article links were extracted from the emails, their contents were then fetched in Markdown format for use with the decided model.

Model evaluation

We very quickly looked towards some local large-language models (LLMs) to serve the sentiment analysis task. There were more than a few sentiment analysis fields that would be difficult for more basic models and it simplified implementation greatly. After the evaluation of some small-footprint models, by far the best at both conforming to the desired output format and performing sentiment analysis on the articles was Qwen3 with 4 billion parameters. It is lightweight enough to run on an older CPU in decent time, and while it doesn't agree amazingly with human judgement it more often errs on the side of caution, such as deciding more articles are related to KDE than aren't which wastes time but doesn't exclude relevant articles.

Designing model output and post-processing

It turns out that LLMs come in different flavors, and some, specifically instruct models, are much better at conforming to instructions than others. Many attempts were made to make other types of models provide output in a strict format and, if you need specific output, it's a headache you should definitely consider avoiding by choosing instruct models from the start.

An instruct model coupled with a well-constructed system prompt (the meta prompt that sets initial instructions for the model) and grammar file written in GBNF format can cause model output to be very predictable. The system prompt written for this task is specifically constructed to bound model output by asking it to output sentiment analysis features in a Python formatted array of strings. Even with the above methods, instruct models still do botch output occasionally, so the script contains plenty of post-processing and error handling steps before model output is processed into the output CSV file.

Experience and lessons learned

I've learned a significant amount about web scraping and how to navigate data troubles. I'm definitely a lot more confident about using developer webtools, HTML processing, and browser automation frameworks as a result of my SoK experience. Also after working on the Google Alerts sentiment analysis task, and I certainly feel more educated on AI topics and how they are used and deployed.

My project was a little unusual in that I wasn't working on an existing KDE software but utility scripts that were built from ground-up for KDE community members. This made things fun through the freedom I had with implementing solutions, but I feel the scripts are not fully developed or as problem-free as possible. I'd hate to just leave them as is while feeling that way, so I'll continue working on the already made scripts as well as new ones so long as I can help out.

Huge thanks to Paul Brown for mentoring me through this project and being a pleasure to work with, as well as the KDE community for hosting this great event. I had a lot of fun working on these scripts and am glad I could help out by contributing something to this awesome community.

Framework machine with logo

Framework supports free open-source software and becomes KDE's latest patron!

Framework manufactures and sells modular computers that are easy to maintain, repair and upgrade. By sponsoring FLOSS projects like KDE, Framework further confirms their commitment to to putting users in control of their machines.

"KDE is extremely popular in the Framework community, and we're excited to help support KDE's efforts to make the best possible Linux desktop." says Nirav Patel, Founder of Framework.

"I am excited to see Framework become a KDE Patron," says Aleix Pol, President of KDE e.V.. "It's a good continuation to our collaboration with different hardware manufacturers and distributors to ensure we can deliver systems to our users with an experience up to our expectations. Furthermore, Framework’s commitment to repairability strongly aligns with our values and is vital for building a more sustainable industry."

Framework joins KDE e.V.'s other patrons: Blue Systems, Canonical, g10 Code, Google, Kubuntu Focus, Mbition, Rocky Linux, Slimbook, SUSE, Techpaladin, The Qt Company and TUXEDO Computers, who generously support FOSS and KDE's development through KDE e.V.

Wednesday, 25 March 2026

Greetings!

As we're nearing the end of SoK 2026, I am writing to share my experience and progress since my previous blog.

The second half of my SoK project has been a real learning experience for me, about how contributions to KDE and open-source communities in general work. I also learnt the importance of thorough testing, bug fixing, and polishing that is required before shipping any software.

Technical update and challenges faced

Till the halfway mark, I was able to complete a rough working version of the source mode editor. But after feedback from my mentor, I realized that a lot of work was still left to be done.

Firstly, there were a lot of repeated lines of code in my solution, as I had essentially split the existing editor into two - the rich editor and the raw editor. This meant that a lot of the functionality was common between the two editors, and I had re-used existing code for that. This was true for both the QML pages and the C++ document handlers. As I now realize, that would have been a nightmare for maintainability, as any single fix or change would have to be made in two places.

The fix for the C++ part seemed to be obvious: to use inheritance. So I decided to make the RichDocumentHandler and RawDocumentHandler inherit from a common parent, the DocumentHandler. DocumentHandler now contained all the common methods, significantly reducing repeated lines of code.

Similarly on the QML side, I made a parent component, EditPage, and made the Rich and Raw edit pages inherit from it. This caused some issues (mostly related to property sharing between components) that were eventually fixed.

A major issue I faced was caused by the fact that my MR essentially removed the existing EditPage.qml and documenthandler.cpp (although files with the same name are still present, they serve different purposes). Their contents were divided into two files - the rich and raw versions respectively. But while I was working on my feature, other contributors were still modifying the old files. Git can't handle this automatically, because the old file is in a way completely changed. This meant that I had to manually go through each commit to the old files, and move the changes accordingly to the new files. This proved to be a major headache, and caused me (and even Carl) to spend considerable time manually rebasing. So when finally the feature was merged, it was a sigh of relief, as we wouldn't need to manually maintain it anymore!

Apart from this, I also added a spell-checking capability to the editor, using Sonnet.

Demo

Learning and experience

I was grateful to see my work get published in Marknote 1.5 - and also felt a responsibility at the same time. Source mode is an asset for the app, but at the same time any bugs in my work are also a liability!

I learnt how a professional application is different from a hobby project, and how the quality and rigour of work should reflect that.

It was a really fun experience working with the KDE community and I'd like to thank my mentor Carl Schwan for always being there to help!

SoK has been a great first stepping stone to introduce me to the community, and I'm looking forward to contributing to Marknote and other apps even after the program!

Tuesday, 24 March 2026

The latest Qt release, Qt 6.11, is just around the corner. This short blog post series presents the new features that QML tooling brings in Qt 6.11. You can find part 1 on new qmlls features here, and part 2 on new qmllint warnings here.

In this blog post, we will start with a short recap on the context property and go through the new context property support in qmllint and QML Language Server.

Global objects are one of the core abstractions in Wayland. They are used to announce supported protocols or announce semi-transient objects, for example available outputs. The compositor can add and remove global objects on the fly. For example, an output global object can be created when a new monitor becomes available, and be removed when the corresponding monitor gets disconnected.

While there are no issues with announcing new global objects, the global removal is a racy process and if things go bad, your application will crash. Application crashes due to output removal were and still are fairly common, unfortunately.

The race

Let’s start from the start. If the compositor detects a new output, it may announce the corresponding wl_output global object. A client interested in outputs will then eventually bind it and receive the information about the output, e.g. the name, geometry, and so on:

A new wl_output announcement.

Things get interesting when it is time to remove the wl_output global. Ideally, after telling clients that the given global has been removed, nobody should use or bind it. If a client has bound the wl_output global object, it should only perform cleanup.

The preferred way to handle wl_output global removal.

However, it can happen that a wl_output global is removed shortly after it has been announced. If a client attempts to bind that wl_output at the same time, there is a big problem now. When the bind request finally arrives at the compositor side, the global won’t exist anymore and the only option left will be to post a protocol error and effectively crash the client.

A wl_output global removal race.

Attempt #1

Unfortunately, there is not a lot that can be done about the in-flight bind requests, they have to be handled. If we could only tell the clients that a given global has been removed but not destroy it yet, that would help with the race, we would still be able to process bind requests. Once the compositor knows that nobody will bind the global anymore, only then it can destroy it for good. This is the idea behind the first attempt to fix the race.

The hardest part is figuring out when a global can be actually destroyed. The best option would be if the clients acknowledged the global removal. After the compositor receives acks from all clients, it can finally destroy the global. But here’s the problem, the wl_registry is frozen, no new requests or events can be added to it. So, as a way around, practically all compositors chose to destroy removed global objects on a timer.

That did help with the race, we saw a reduction in the number of crashes, but they didn’t go away completely… On Linux, the monotonic clock can advance while the computer sleeps. After the computer wakes up from sleep, the global destruction timer will likely time out and the global will be destroyed. This is a huge issue. There can still be clients that saw the global and want to bind it but they were not able to flush their requests on time because the computer went to sleep, etc. So we are kind of back to square one.

Attempt #2

The general idea behind the first attempt was sound, the compositor only needs to know the right time when it is okay to finally destroy the global. It’s absolutely crucial that the Wayland clients can acknowledge the global object removal. But what about the wl_registry interface being frozen? Well, it’s still true, however we’ve got a new way around — the wl_fixes interface. The wl_fixes interface was added to work around the fact that the wl_registry interface is frozen.

With the updated plan, the only slight change in the protocol is that the client needs to send an ack request to the compositor after receiving a wl_registry.global_remove event

After the compositor receives acks from all clients, it can finally safely destroy the global.

Note that according to this, a client must acknowledge all wl_registry.global_remove events even if it didn’t bind the corresponding global objects. Unfortunately, it also means that all clients must be well-behaving so the compositor can clean up the global data without accidentally getting any client disconnected. If a single client doesn’t ack global remove events, the compositor can start accumulating zombie globals.

Client changes

The client side changes should be fairly trivial. The only thing that a client must do is call the wl_fixes.ack_global_remove request when it receives a wl_registry.global_remove event, that’s it.

Here are some patches to add support for wl_fixes.ack_global_remove in various clients and toolkits:

Compositor changes

libwayland-server gained a few helpers to assist with the removal of global objects. The compositor will need to implement the wl_fixes.ack_global_remove request by calling the wl_fixes_handle_ack_global_remove() function (it is provided by libwayland-server).

In order to remove a global, the compositor will need to set a “withdrawn” callback and then call the wl_global_remove() function. libwayland-server will take care of all other heavy-lifting; it will call the withdrawn callback to notify the compositor when it is safe to call the wl_global_destroy() function.

Conclusion

In hindsight, perhaps available outputs could have been announced differently, not as global objects. That being said, the wl_output did expose some flaws in the core Wayland protocol, which unfortunately, were not trivial and led to various client crashes. With the work described in this post, I hope that the Wayland session will become even more reliable and fewer applications will unexpectedly crash.

Many thanks to Julian Orth and Pekka Paalanen for suggesting ideas and code review!