As you may recall from previous posts and elsewhere I have been busy writing a new solver for APT. Today I want to share some of the latest changes in how to approach solving. The idea for the solver was that manually installed packages are always protected from removals in terms of SAT solving, they are facts. Automatically installed packages become optional unit clauses. Optional clauses are solved after manual ones, they don t partake in normal unit propagation. This worked fine, say you had

A                                   # install request for A
B                                   # manually installed, keep it
A depends on: conflicts-B   C

Installing A on a system with B installed installed C, as it was not allowed to install the conflicts-B package since B is installed. However, I also introduced a mode to allow removing manually installed packages, and that s where it broke down, now instead of B being a fact, our clauses looked like:

A                               # install request for A
A depends on: conflicts-B   C
Optional: B                     # try to keep B installed

As a result, we installed conflicts-B and removed B; the steps the solver takes are:

1. A is a fact, mark it
2. A depends on: conflicts-B C is the strongest clause, try to install conflicts-B
3. We unit propagate that conflicts-B conflicts with B, so we mark not B
4. Optional: B is reached, but not satisfiable, ignore it because it s optional.

This isn t correct: Just because we allow removing manually installed packages doesn t mean that we should remove manually installed packages if we don t need to. Fixing this turns out to be surprisingly easy. In addition to adding our optional (soft) clauses, let s first assume all of them! But to explain how this works, we first need to explain some terminology:

1. The solver operates on a stack of decisions
2. enqueue means a fact is being added at the current decision level, and enqueued for propagation
3. assume bumps the decision level, and then enqueues the assumed variable
4. propagate looks at all the facts and sees if any clause becomes unit, and then enqueues it
5. unit is when a clause has a single literal left to assign

To illustrate this in pseudo Python code:

1. We introduce all our facts, and if they conflict, we are unsat:

   for fact in facts:
       enqueue(fact)
   if not propagate():
       return False
   

2. For each optional literal, we register a soft clause and assume it. If the assumption fails, we ignore it. If it succeeds, but propagation fails, we undo the assumption.

   for optionalLiteral in optionalLiterals:
       registerClause(SoftClause([optionalLiteral]))
       if assume(optionalLiteral) and not propagate():
           undo()
   

3. Finally we enter the main solver loop:

   while True:
       if not propagate():
           if not backtrack():
               return False
       elif <all clauses are satisfied>:
           return True
       elif it := find("best unassigned literal satisfying a hard clause"):
           assume(it)
       elif it := find("best literal satisfying a soft clause"):
           assume(it)
   

The key point to note is that the main loop will undo the assumptions in order; so if you assume A,B,C and B is not possible, we will have also undone C. But since C is also enqueued as a soft clause, we will then later find it again:

1. Assume A: State=[Assume(A)], Clauses=[SoftClause([A])]
2. Assume B: State=[Assume(A),Assume(B)], Clauses=[SoftClause([A]),SoftClause([B])]
3. Assume C: State=[Assume(A),Assume(B),Assume(C)], Clauses=[SoftClause([A]),SoftClause([B]),SoftClause([C])]
4. Solve finds a conflict, backtracks, and sets not C: State=[Assume(A),Assume(B),not(C)]
5. Solve finds a conflict, backtracks, and sets not B: State=[Assume(A),not(B)] C is no longer assumed either
6. Solve, assume C as it satisfies SoftClause([C]) as next best literal: State=[Assume(A),not(B),Assume(C)]
7. All clauses are satisfied, solution is A, not B, and C.

This is not (correct) MaxSAT, because we actually do not guarantee that we satisfy as many soft clauses as possible. Consider you have the following clauses:

Optional: A
Optional: B
Optional: C
B Conflicts with A
C Conflicts with A

There are two possible results here:

1. A If we assume A first, we are unable to satisfy B or C.
2. B,C If we assume either B or C first, A is unsat.

The question to ponder though is whether we actually need a global maximum or whether a local maximum is satisfactory in practice for a dependency solver If you look at it, a naive MaxSAT solver needs to run the SAT solver 2**n times for n soft clauses, whereas our heuristic only needs n runs. For dependency solving, it seems we do not seem have a strong need for a global maximum: There are various other preferences between our literals, say priorities; and empirically, from evaluating hundreds of regressions without the initial assumptions, I can say that the assumptions do fix those cases and the result is correct. Further improvements exist, though, and we can look into them if they are needed, such as:

• Use a better heuristic: If we assume 1 clause and solve, and we cause 2 or more clauses to become unsatisfiable, then that clause is a local minimum and can be skipped. This is a more common heuristical MaxSAT solver. This gives us a better local maximum, but not a global one. This is more or less what the Smart package manager did, except that in Smart, all packages were optional, and the entire solution was scored. It calculated a basic solution without optimization and then toggled each variable and saw if the score improved.
• Implement an actual search for a global maximum: This involves reading the literature. There are various versions of this, for example:
  1. Find unsatisfiable cores and use those to guide relaxation of clauses.
  2. A bounds-based search, where we translate sum(satisifed clauses) > k into SAT, and then search in one of the following ways:
     1. from 0 upward
     2. from n downward
     3. perform a binary search on [0, k] satisfied clauses.
     Actually we do not even need to calculate sum constraints into CNF, because we can just add a specialized new type of constraint to our code.

For a while, the strongSwan Debian package had an autopktest. The initial version was proposed by Christian Ehrhardt in 2016 (presumably especially for downstream use in Ubuntu) and updated in 2019, but since then not much at least in Debian. With the metapackage dependencies update in 6.0.0-1 I had to tune a bit the tests dependencies so they wouldn't totally fail, and I noticed the amd64 tests were failing since basically the beginning (the other architectures would pass, but because the tests wouldn't actually run at all since they rely on the isolation-machine restriction which is not available there. So I tried to fix them, and it actually took me quite a while because I wasn't able to run the tests locally easily and the salsa CI doesn't have the isolation-machine restriction either. And some tests would pass and not other. With some nice help from #debci, and using my newly received X13G5 I set up an autopkgtest VM and started experimenting. The 6.0.0-4 autopkgtests were failing 19 times over 20 steps, but passing one time. So it looked like a race condition, which we narrowed to the fact that starting the daemons (using invoke-rc.d which calls systemctl) is asynchronous. So depending on the load and maybe the machine, the tests would usually fail but sometime pass. There's no easy way to make the call synchronous, so as a stopgap I added a small sleep 1 command and it fixed it for now. Tada! strongSwan has now passing autopkgtests in unstable (and testing) amd64. It's not entirely satisfying but still. Next steps would be to add tests for the new daemon using the swanctl inteface, but that'll be for Forky (Trixie+1).

Mainly relevant for the few who still run their own mail server and use Postfix + pflogsumm. Few weeks back Jim contacted me that he's going to pick up work on pflogsumm again, and as first step wanted to release 1.1.6 to incorporate patches from the Debian package. That one is now released. Since we're already in the Trixie freeze the package is in experimental, but as usual should be fine to install manually. Heads Up - Move to /usr/bin I took that as an opportunity to move pflogsumm from /usr/sbin to /usr/bin! There was not really a good reason to ever have it in sbin. It's neither a system binary, nor statically linked (like in the very old days), or something that really only makes sense to be used as root. Some out there likely have custom scripts which do not rely on an adjusted PATH variable, those scripts require an update.

I have been a very happy user of my two SK-8845 keyboards (one at my office, one at home) since I bought them, in 2018 and 2021 respectively. What are they, mind you? ) The beautiful keyboard every Thinkpad owner knows and loves. And although I no longer use my X230 laptop that was my workhorse for several years, my fingers are spoiled. So, both shift keys of my home keyboard have been getting flaky, and I am basically sure it s a failure in the controller, as it does not feel to be physical. It s time to revisit that seven year old post where I found the SK-8845. This time, I decided to try my luck with something different. As a Emacs user, everybody knows we ought to be happy with more and more keys. In fact, I suppose many international people are now familiar with El Eternauta, true? we Emacs users would be the natural ambassadors to deal with the hand species: So it kind-of sort-of made sense, when I saw a Toshiba-IBM keyboard being sold for quite cheap (MX$400, just over US$20) to try my luck with it: This is quite an odd piece of hardware, built in 2013 according to its label. At first I was unsure whether to buy it because of the weird interface it had, but the vendor replied they would ship a (very long!) USB cable with it, so As expected, connecting it to Linux led to a swift, errorless recognition: Within minutes of receiving the hardware, I had it hooked up and started looking at the events it generated However the romance soon started to wane. Some of the reasons:

• We cannot forget it is a Piece of Shit Point Of Sale keyboard. It is not intended to be a creative interface. So, the keys are ~75% the size of regular keys. My fingers have a hard time getting used to it, I keep hitting wrong keys. I know I am holding it wrong and my muscle memory can be retrained (and I was very happy when I had the tiny 9 Acer Aspire One) but still, it is not pleasant.
• I exclusively use keyboards with a trackpad (as those found in most laptops) because I found that constantly moving my hand to the mouse and back produced me back ache. Within an hour of typing in this keyboard, the old back ache I was happy not to ever have again came back to me.
• The pointer device has a left and a right button, but neither middle nor scroll buttons. I could generate middle clicks by setting middle emulation enabled, but the buttons are separated it requires clicking with both thumbs, which is unelegant, to say the least. I remapped some of the spare keys to be mouse buttons 1 5, and it worked for middle click, but not for scroll events. Maybe I could tweak it a bit more but I didn t in the end.

Anyway I m returning it I found an SK-8845 for sale in China for just MX$1814 (~US$90), and jumped for it They are getting scarce! Nowadays it s getting more common (and cheaper) to find the newer style Thinkpad keyboards, but without a trackpad I don t think I should stockpile on keyboards, but no, I m not doing that Anyway, so I m sticking to a Thinkpad keyboard, third in a row.

When you learn to write, one of the major pieces is writing an introduction. You could say quite a bit about the formal process and the way formal writing is typically structured.That being said, I m not your typical writer. I didn t exactly plan to be in this spot, and honestly, it s just a hobby of mine. If you enjoy reading my posts, great. I appreciate it.My entire point, from the very beginning of this week, has been to bootstrap my own platform, on my own two feet. As you all know, rumors were going around, and I felt as if I wasn t in that great of a position to go out and say everything that I ve said, in one long post. I ve needed to break it apart, and work through some of my own notes again. Prove myself, rather than asking for it to be handed to me. Keep people guessing on some elements, to let the people who have been doing wrong firmly prove themselves. At least twelve people at this point have sent me undeniable proof. I don t want to do anything with it. I want to move on, and I want to write about technology, and other things I actually enjoy writing about.I really don t enjoy conflict, or writing about it, at all. I just know how to defend myself if I need to. If you think I actively want to make everyone mad for no good reason, you re honestly fooling yourself.I already know that I m not going to agree with everything I write in a few years, or maybe even weeks. But I ll hold myself to the same standard I hold everyone else. If you say something and a few years pass, I m not going to assume you still have the same opinion. I ll give you the opportunity to correct it. I d ask you lend me the same courtesy.I do this because I enjoy it, not out of anger, sadness, or anything like that. A number of people have approached me now simply asking why I m doing what I m doing. I planned to write this blog post at the very end all along. I just haven t revealed the plans before publishing. [I wrote the outline for this more than a day ago.]My entire point here is to give the common person a voice. I know exactly what it s like to start from nothing, and work your way up to a comfortable spot. I didn t only do it once, I did it twice. This is my third time. I genuinely don t appreciate it when people silence other people s voices just because they don t like them. I wasn t raised that way, and that s not how I run my own projects. In fact, I d say that if you silence opinions or values that don t exactly match yours, you re missing out on the variety of life.You can lead a horse to water, but you can t make them drink. If you still think there are issues on my end, you re being misinformed. Plain and simple. I m not going to spend any more time on it, I actually want to start what I ve always wanted to do for years, just never had the opportunity to.This is my last post for the week. I feel like I ve bootstrapped enough where next week I can focus on another topic, as originally planned.Thanks for reading. I appreciate your support. Talk to you on Monday. If you have topic suggestions, feel free to leave them in the comments. Feel free to leave your hate mail too, so I know where I m at.If you read Piaget, you know that silence is concerning with respect to socialization. I just took a look at the view count for the first time, and I m already up to more than 2k views. In the first week. Without actually digging into the content I want to write about, yet.I don t mean to say that to brag, I m just telling you for a fact that I m not ranting into thin air. I m not even ranting at all. In fact, every single one of my posts has been written either calmly or with happiness, including this one.My entire point is this: debate me on the merits of the subject, not on me as a person. If you don t like me, that s okay. Go play elsewhere.But, I m still going to keep writing. Next week, different metaphors.We re bootstrapped now.

Armadillo is a powerful and expressive C++ template library for linear algebra and scientific computing. It aims towards a good balance between speed and ease of use, has a syntax deliberately close to Matlab, and is useful for algorithm development directly in C++, or quick conversion of research code into production environments. RcppArmadillo integrates this library with the R environment and language and is widely used by (currently) 1251 other packages on CRAN, downloaded 39.8 million times (per the partial logs from the cloud mirrors of CRAN), and the CSDA paper (preprint / vignette) by Conrad and myself has been cited 628 times according to Google Scholar. Conrad released a minor bugfix version yesterday which addresses corner cases with non-finite values in sparse matrices. And despite conference traveling, I managed to wrap this up and ship it to CRAN where it appeared yesterday. The changes since the last CRAN release are summarised below.

Changes in RcppArmadillo version 14.4.3-1 (2025-05-21)

• Upgraded to Armadillo release 14.4.3 (Filtered Espresso)
  • Fix for several corner cases involving handling of non-finite elements by sparse matrices

Courtesy of my CRANberries, there is a diffstat report relative to previous release. More detailed information is on the RcppArmadillo page. Questions, comments etc should go to the rcpp-devel mailing list off the Rcpp R-Forge page.

This post by Dirk Eddelbuettel originated on his Thinking inside the box blog. If you like this or other open-source work I do, you can sponsor me at GitHub.

First off, my members-only post is much happier. Members-only posts continue until open source Medium becomes available. Don t worry, if you write to me privately, I can give you a copy on request.Here are a few donuts for everyone:https://medium.com/media/48d02097292c207c14cfa0203f840bc2/hrefhttps://medium.com/media/092204ce4dd42849ab42c7dae9172c8a/hrefhttps://medium.com/media/28bd9e3206e39011fab17e7d7159c374/hrefGood.

Don t knock the fence down before you know why it s up. I repeat this phrase over and over again, yet the (metaphorical) Homeowner s Association still decides my fence is the wrong color.Well, now you get to know why the fence is up. If anyone s actually willing to challenge me on this level, I d welcome it.The four ideas I d like to discuss are this: quantum physics, Lutheranism, mental resilience, and psychology. I ve been studying these topics intensely for the past decade as a passion project. I m just going to let my thoughts flow, but I d like to hear other opinions on this.Can the mysteries of the mind, the subatomic world, and faith converge to reveal deeper truths?When it comes to self-taught knowledge on analysis, I m mostly learned on Freud, with some hints of Jung and Peterson. I ve read much of the original source material, and watched countless presentations on it. This all being said, I m both learned on Rothbard and Marx, so if there is a major flaw in the way of Freud is frowned upon, I d genuinely like to know so I can update my research and juxtapose the two schools of thought.Alongside this, although probably not directly relevant, I m learned on John Locke and transcendentalism. What I d like to focus on here is this the Id.The Id is the pleasure-seeking, instinctual part of the psyche. Jung further extends this into the idea of the shadow self, and Peterson maps the meanings of these texts into a combined work (at least in my rudimentary understanding).In my research, the Id represents the part of your psyche that deals with religious values. As an example, if you re an impulsive person, turning to a spiritual or religious outlet can be highly beneficial. I ve been using references from the foundational text of the Judaeo-Christian value system this entire time, feel free to re-read my other blog posts (instead of claiming they don t exist).Let s tie this into quantum physics. This is the part where I ll struggle most. I ve watched several movies about this, read several books, and even learned about it academically, but quantum physics is likely to be my weak spot here.I did some research, and here are the elements I m looking for: uncertainty principle, wave-particle duality, quantum entanglement, and the observer effect.I already know about the cat in the box. And the Cat in the Hat, for that matter. I know about wave-particle duality from an incredibly intelligent high school physics teacher of mine. I know about the uncertainty principle purely in a colloquial sense. The remaining element I need to wrap my head around is quantum entanglement, but it feels like I m almost there.These concepts do actually challenge the idea of pure free will. It s almost like we re coming full circle. Some theologians (including myself, if you can call me a self-taught one) do believe the idea of quantum indeterminacy can be a space where divine action may take place. You could also liken the unpredictable nature of the Id to quantum indeterminacy as well. These are ones to think about, because in all reality, they re subjective opinions. I do believe they re interconnected.In terms of Lutheranism, I ll be short on this one. Please do go read the full history behind Martin Luther and his turbulent relationship with Catholicism. I m not a Bible thumper, and I actually think this is the first time I ve mentioned religion publicly at all. This being said, now I m actually ready to defend the points on an academic level.The Id represents hidden psychological forces, quantum physics reveals subatomic mysteries, and Lutheranism emphasizes faith in the unseen God. Okay, so we have the baseline. Now, time for some mental resilience. When I think of mental resilience, the first people I think of are David Goggins and Jocko Willink. I ve also enjoyed Dr. Andrew Huberman s podcast.The idea there is simple if you understand exactly how to learn, you know your fundamentals well enough to draw them and explain them vividly on a whiteboard, and you can make it a habit, at that point you re ready to work on your mental resilience. Little by little, gradually, how far can you push the bar towards the ceiling?There s obviously limits. People sometimes get scared when I mention mental resilience, but obviously that s a bit of a catch 22. There are plenty of satirical videos out there, and of course, I don t believe in Goggins or Jocko wholeheartedly. They re just tools in the toolbox when times get tough.I wish you all well, and I hope this gets you thinking about those people who just insist there is no God or higher being, and think you re stupid for believing there is one. Those people obviously haven t read analysis, in my own opinion.Have a great night!

Edit: for the people calling this unhinged, you don t have the full context. I know it s not a good look. Just stop and think for a second, though.I d like to start this post by saying that I am indeed well. I ve thought so from the very beginning, and it s been confirmed by professionals as such. That being said, there is still this perception that people are still believing the other person that needs help.See, when you re deeply involved in this space for ten years and start a blog to share all the cool things you ve learned, you don t expect people to spread the rumor that you re crazy. And you especially don t expect them to resort to a legal bluff and then brag about it in a private IRC channel (yes, I have the proof.)I d like my apology letter, please. And I d like you all to stop using Orwellian tactics to silence me by spreading those rumors, please. I know the source of the rumor-mill, and it s being dealt with. There has been progress, but one thing hasn t happened yet I haven t received my apology letter. I ll even volunteer, out of my own good spirit, to remove this post and all BwE parts of my first post if you send me a full apology letter in the next 24 hours. I d do that, just to get you to open your eyes and smile.Silencing people, or asking them to remove parts of a post you don t like, is never okay. You could choose whether to publish it on your platform, sure, but you certainly don t get to pick and choose what I put in my personal blog posts.I am a United States citizen with a 1st amendment right that shall be respected. I ve also studied and enjoyed writing for years. I m sick and tired of the back and forth on this. I ve wanted to move on and you are actively not letting me.I have the full IRC logs. Several other people have attested they also have them. What would you like to do next?I m not sure about you, but I m sitting here eating a donut. This isn t harrassment, this is self defense. At some point, you have to get sick and tired of issues happening, and you have to stand up for yourself, on your own footing.It isn t easy. I probably won t look back favorably on this post and thought process in a few years. That being said, it s necessary to defend myself on someone who has mistreated me personally on so many grave levels. You ll note I still haven t made the name public.They want to make you out to look like a loose cannon. They want to push your buttons and make you write a rant blog post telling you how much they hate them. I m not going to dignify that, because I know a specific electrician who wouldn t be happy if I had to write him a dissent.I m done. Don t defame me anymore.With donuts,
Simon

Running Your Own Email Srever I run my own mail server. I have run it since about 1995, initially on a 28k8 modem connection but the connection improved as technology became cheaper and now I m running it on a VM on a Hetzner server which is also running domains for some small businesses. I make a small amount of money running mail services for those companies but generally not enough to make it profitable. From a strictly financial basis I might be better off just using a big service, but I like having control over my own email. If email doesn t arrive I can read the logs to find out why. I repeatedly have issues of big services not accepting mail. The most recent is the MS services claiming that my IP has a bad ratio of good mail to spam and blocked me so I had to tunnel that through a different IP address. It seems that the way things are going is that if you run a small server companies like MS can block you even though your amount of spam is low but if you run a large scale service that is horrible for sending spam then you don t get blocked. For most users they just use one of the major email services (Gmail or Microsoft) and find that no-one blocks them because those providers are too big to block and things mostly work. Until of course the company decides to cancel their account. The Latest News The latest news is that MS is shutting down services for the International Court of Justice after a panel of ICC judges issued arrest warrants against Israeli Prime Minister Benjamin Netanyahu [1] . This is now making politicians realise the issues of email accounts hosted outside their jurisdiction. What we need is for each independent jurisdiction to have it s own email infrastructure, that means controlling DNS servers for their domains, commercial and government mail services on those domains, running the servers for those services on hardware located in the jurisdiction and run by people based in that jurisdiction and citizens of it. I say independent jurisdiction because there are groups like the EU which have sufficient harmony of laws to not require different services. With the current EU arrangements I don t think it s possible for the German government to block French people from accessing email or vice versa. While Australia and New Zealand have a long history of cooperation there s still the possibility of a lying asshole like Scott Morrison trying something on so New Zealanders shouldn t feel safe using services run in Australia. Note that Scott Morrison misled his own parliamentary colleagues about what he was doing and got himself assigned as a secret minister [2] demonstrating that even conservatives can t trust someone like him. With the ongoing human rights abuses by the Morrison government it s easy to imagine New Zealand based organisations that protect human rights being treated by the Australian government in the way that the ICC was treated by the US government. The Problem with Partial Solutions Now it would be very easy for the ICC to host their own mail servers and they probably will do just that in the near future. I m sure that there are many companies offering to set them up accounts in a hurry to deal with this (probably including some of the Dutch companies I ve worked for). Let s imagine for the sake of discussion that the ICC has their own private server, the US government could compel Google and MS to block the IP addresses of that server and then at least 1/3 of the EU population won t get mail from them. If the ICC used email addresses hosted on someone else s server then Google and MS could be compelled to block the addresses in question for the same result. The ICC could have changing email addresses to get around block lists and there could be a game of cat and mouse between the ICC and the US government but that would just be annoying for everyone. The EU needs to have services hosted and run in their jurisdiction that are used by the vast majority of the people in the country. The more people who are using services outside the control of hostile governments the lesser the impact of bad IT policies by those hostile governments. One possible model to consider is the Postbank model. Postbank is a bank run in the Netherlands from post offices which provides services to people deemed unprofitable for the big banks. If the post offices were associated with a mail service you could have it government subsidised providing free service for citizens and using government ID if the user forgets their password. You could also have it provide a cheap service for non-citizen residents. Other Problems What will the US government do next? Will they demand that Apple and Google do a remote-wipe on all phones run by ICC employees? Are they currently tracking all ICC employees by Android and iPhone services? Huawei s decision to develop their own phone OS was a reasonable one but there s no need to go that far. Other governments could setup their own equivalent to Google Play services for Android and have their own localised Android build. Even a small country like Australia could get this going for the services of calendaring etc. But the app store needs a bigger market. There s no reason why Android has to tie the app store to the services for calendaring etc. So you could have a per country system for calendaring and a per region system for selling apps. The invasion of Amazon services such as Alexa is also a major problem for digital sovereignty. We need government controls about this sort of thing, maybe have high tariffs on the import of all hardware that can only work with a single cloud service. Have 100+% tariffs on every phone, home automation system, or networked device that is either tied to a single cloud service or which can t work in a usable manner on other cloud services.

• [1] https://tinyurl.com/yneduykr
• [2] https://en.wikipedia.org/wiki/Scott_Morrison_ministerial_positions_controversy

A popular topic of public conversation in 2025 is balance. How do we balance budgets, how do we balance entities, and how do we balance perspectives? How do we balance the right of free expression with our ability to effectively convey a message?Here s another popular topic of conversation AI. What is it? What does it do?I m going to give you some resources, as someone who first learned the inner workings of AI about ten years ago.I ll start with the presentation I gave in middle school. Our objective was to give a presentation on a topic of our choice, and we would be graded on our ability to give a presentation. Instead of talking about specific things or events, I talked about the broader idea of fully establishing an artificial form of intelligence.This is the video I used as a basis for that presentation:https://medium.com/media/21d2427a502b7c7cb669220e2e3478c8/hrefNot only did I explain exactly how this specific video game worked, it helped me understand machine learning and genetic algorithms. If I m recalling correctly, the actual title of my presentation had to do with genetic algorithms specifically.In the presentation, I specifically tied in Darwin s readings on evolution (of course, I had to keep it secular ), directly relating the information I learned about evolution in science class into a presentation about what would become AI. But Simon, the title of that video says Machine Learning. Do you have your glasses on?!? Yes, yes I do. It took me a few years to watch this space evolve, as I focused on other portions of the open source world. This changed when I attended SCaLE 21x. At that conference, the product manager for AI at Canonical (apologies if I m misquoting your exact title) gave a presentation on how she sees this space evolving. It s a must watch, in my opinion:https://medium.com/media/a13b2e46fc8acaa3bebf01a7f7bdeebb/hrefThis comprehensive presentation really covers the entire space, and does an excellent job at giving the whole picture.The short of it is this calling everything AI is inaccurate. Using AI for everything under the sun also isn t accurate. Speaking of the sun, it will get us if we don t find a sustainable way to get all that energy we ll need.I also read a paper on this issue, which I believe ties it together nicely. Published in June 2024, it s titled Situational Awareness The Decade Ahead and does an excellent job in predicting how this space will evolve. So far, it s been very accurate.The reason I m explaining this is fairly simple. In 2025, I still don t think many people have taken the time to dig into the content. From many conversations I ve heard, including one I took notes on in an entirely personal capacity, I m finding that not many people have a decent idea for where this space is going.It s been researched! :)If someone can provide a dissent for this view of the artificial intelligence space in the comments, I d be more than happy to hear it. Here s where I think this connects to the average person Many of the open source companies right now, without naming names, are focusing too much on the corporate benefits of AI. Yes, AI will be an incredibly useful tool for large organizations, and it will have a great benefit for how we conduct business over the course of the next decade. But do we have enough balance?Before you go all-in on AI, just do your research, please. Take a look at your options, and choose one that is correctly calibrated with the space as you see it.Lastly, when I talk about AI, I always bring up Orwell. I m a very firm, strong believer in free speech. AI must not be used to censor content, and the people who design your AI stack are very important. Look at which one of the options, as a company, enforces a diversity policy that is consistent with your values. The values of that company will carry over into its product. If you think I m wrong about this point, seriously, go read 1984 by George Orwell a few times over. You ll get the picture on what we re looking to avoid.In short, there s no need to over-complicate AI to those who don t understand it. Use the video game example. It s simple, and it works. Try using that same sentiment in your messaging, too. Appealing to both companies and individual users, together, should be important for open source companies, especially those with a large user base.I wish you all well. If you re getting to the end of this post and you re mad at me, sorry about that. Go re-read 1984 just one more time, please. ;)

We are pleased to announce that EDF has committed to sponsor DebConf25 as a Platinum Sponsor. EDF is a leading global utility company focused on low-carbon power generation. The group uses advanced engineering and scientific computing tools to drive innovation and efficiency in its operations, especially in nuclear power plant design and safety assessment. Since 2003, the EDF Group has been using Debian as its main scientific computing environment. Debian's focus on stability and reproducibility ensures that EDF's calculations and simulations produce consistent and accurate results. With this commitment as Platinum Sponsor, EDF is contributing to the annual Debian Developers' Conference, directly supporting the progress of Debian and Free Software. EDF contributes to strengthening the worldwide community that collaborates on Debian projects year-round. Thank you very much, EDF, for your support of DebConf25! Become a sponsor too! DebConf25 will take place from 14th to July 19th 2025 in Brest, France, and will be preceded by DebCamp, from 7th to 13th July 2025. DebConf25 is accepting sponsors! Interested companies and organizations may contact the DebConf team through sponsors@debconf.org, and visit the DebConf25 website at https://debconf25.debconf.org/sponsors/become-a-sponsor/.

Dietmar Rabich, Cape Town (ZA), Sea Point, Nachtansicht 2024 1867-70 2, CC BY-SA 4.0 This post was originally published in the Wikimedia Tech blog, authored by Arturo Borrero Gonzalez. Wikimedia Cloud VPS is a service offered by the Wikimedia Foundation, built using OpenStack and managed by the Wikimedia Cloud Services team. It provides cloud computing resources for projects related to the Wikimedia movement, including virtual machines, databases, storage, Kubernetes, and DNS. A few weeks ago, in April 2025, we were finally able to introduce IPv6 to the cloud virtual network, enhancing the platform s scalability, security, and future-readiness. This is a major milestone, many years in the making, and serves as an excellent point to take a moment to reflect on the road that got us here. There were definitely a number of challenges that needed to be addressed before we could get into IPv6. This post covers the journey to this implementation. The Wikimedia Foundation was an early adopter of the OpenStack technology, and the original OpenStack deployment in the organization dates back to 2011. At that time, IPv6 support was still nascent and had limited implementation across various OpenStack components. In 2012, the Wikimedia cloud users formally requested IPv6 support. When Cloud VPS was originally deployed, we had set up the network following some of the upstream-recommended patterns:

• nova-networks as the engine in charge of the software-defined virtual network
• using a flat network topology all virtual machines would share the same network
• using a physical VLAN in the datacenter
• using Linux bridges to make this physical datacenter VLAN available to virtual machines
• using a single virtual router as the edge network gateway, also executing a global egress NAT barring some exceptions, using what was called dmz_cidr mechanism

In order for us to be able to implement IPv6 in a way that aligned with our architectural goals and operational requirements, pretty much all the elements in this list would need to change. First of all, we needed to migrate from nova-networks into Neutron, a migration effort that started in 2017. Neutron was the more modern component to implement software-defined networks in OpenStack. To facilitate this transition, we made the strategic decision to backport certain functionalities from nova-networks into Neutron, specifically the dmz_cidr mechanism and some egress NAT capabilities. Once in Neutron, we started to think about IPv6. In 2018 there was an initial attempt to decide on the network CIDR allocations that Wikimedia Cloud Services would have. This initiative encountered unforeseen challenges and was subsequently put on hold. We focused on removing the previously backported nova-networks patches from Neutron. Between 2020 and 2021, we initiated another significant network refresh. We were able to introduce the cloudgw project, as part of a larger effort to rework the Cloud VPS edge network. The new edge routers allowed us to drop all the custom backported patches we had in Neutron from the nova-networks era, unblocking further progress. Worth mentioning that the cloudgw router would use nftables as firewalling and NAT engine. A pivotal decision in 2022 was to expose the OpenStack APIs to the internet, which crucially enabled infrastructure management via OpenTofu. This was key in the IPv6 rollout as will be explained later. Before this, management was limited to Horizon the OpenStack graphical interface or the command-line interface accessible only from internal control servers. Later, in 2023, following the OpenStack project s announcement of the deprecation of the neutron-linuxbridge-agent, we began to seriously consider migrating to the neutron-openvswitch-agent. This transition would, in turn, simplify the enablement of tenant networks a feature allowing each OpenStack project to define its own isolated network, rather than all virtual machines sharing a single flat network. Once we replaced neutron-linuxbridge-agent with neutron-openvswitch-agent, we were ready to migrate virtual machines to VXLAN. Demonstrating perseverance, we decided to execute the VXLAN migration in conjunction with the IPv6 rollout. We prepared and tested several things, including the rework of the edge routing to be based on BGP/OSPF instead of static routing. In 2024 we were ready for the initial attempt to deploy IPv6, which failed for unknown reasons. There was a full network outage and we immediately reverted the changes. This quick rollback was feasible due to our adoption of OpenTofu: deploying IPv6 had been reduced to a single code change within our repository. We started an investigation, corrected a few issues, and increased our network functional testing coverage before trying again. One of the problems we discovered was that Neutron would enable the enable_snat configuration flag for our main router when adding the new external IPv6 address. Finally, in April 2025, after many years in the making, IPv6 was successfully deployed. Compared to the network from 2011, we would have:

• Neutron as the engine in charge of the software-defined virtual network
• Ready to use tenant-networks
• Using a VXLAN-based overlay network
• Using neutron-openvswitch-agent to provide networking to virtual machines
• A modern and robust edge network setup

Over time, the WMCS team has skillfully navigated numerous challenges to ensure our service offerings consistently meet high standards of quality and operational efficiency. Often engaging in multi-year planning strategies, we have enabled ourselves to set and achieve significant milestones. The successful IPv6 deployment stands as further testament to the team s dedication and hard work over the years. I believe we can confidently say that the 2025 Cloud VPS represents its most advanced and capable iteration to date. This post was originally published in the Wikimedia Tech blog, authored by Arturo Borrero Gonzalez.

In my home state of Wisconsin, there is an incredibly popular gas station called Kwik Trip. (Not to be confused with Quik Trip.) It is legitimately one of the best gas stations I ve ever been to, and I m a frequent customer.What makes it that great?Well, everything about it. The store is clean, the lights work, the staff are always friendly (and encourage you to come back next time), there s usually bakery on sale (just depends on location etc), and the list goes on.There s even a light-switch in the bathroom of a large amount of locations that you can flip if a janitor needs to attend to things. It actually does set off an alarm in the back room.A dear friend of mine from Wisconsin once told me something along the lines of, it s inaccurate to call Kwik Trip a gas station, because in all reality, it s a five star restaurant. (M , I hope you re well.)In my own opinion, they have an espresso machine. That s what really matters. ;)I mentioned the discount bakery. In reality, it s a pretty great system. To my limited understanding, the bakery that is older than standard but younger than expiry are set to half price and put towards the front of the store. In my personal experience, the vast majority of the time, the quality is still amazing. In fact, even if it isn t, the people working at Kwik Trip seem to genuinely enjoy their job.When you re looking at that discount rack of bakery, what do you choose? A personal favorite of mine is the banana nut bread with frosting on top. (To the non-Americans, yes, it does taste like it s homemade, it doesn t taste like something made in a factory.)Everyone chooses different bakery items. And honestly, there could be different discount items out depending on the time. You take what you can get, but you still have your own preferences. You like a specific type of donut (custard-filled, or maybe jelly-filled). Frosting, sprinkles there are so many ways to make different bakery items.It s not only art, it s kind of a science too.Is there a Kwik Trip that you ve called a gas station instead of a five star restaurant? Do you also want to tell people about your gas station? Do you only pick certain bakery items off the discount rack, or maybe ignore it completely? (And yes, there would be good reason to ignore the bakery in favor of the Hot Spot, I d consider that acceptable in my personal opinion.)Remember, sometimes you just have to like donuts.https://medium.com/media/73f78efd7bd6bb9ce495c2f08428c7d3/hrefHave a sweet day. :)

This week, I reviewed the last available version of the Linux KMS Color API. Specifically, I explored the proposed API by Harry Wentland and Alex Hung (AMD), their implementation for the AMD display driver and tracked the parallel efforts of Uma Shankar and Chaitanya Kumar Borah (Intel) in bringing this plane color management to life. With this API in place, compositors will be able to provide better HDR support and advanced color management for Linux users. To get a hands-on feel for the API s potential, I developed a fork of drm_info compatible with the new color properties. This allowed me to visualize the display hardware color management capabilities being exposed. If you re curious and want to peek behind the curtain, you can find my exploratory work on the drm_info/kms_color branch. The README there will guide you through the simple compilation and installation process. Note: You will need to update libdrm to match the proposed API. You can find an updated version in my personal repository here. To avoid potential conflicts with your official libdrm installation, you can compile and install it in a local directory. Then, use the following command: export LD_LIBRARY_PATH="/usr/local/lib/" In this post, I invite you to familiarize yourself with the new API that is about to be released. You can start doing as I did below: just deploy a custom kernel with the necessary patches and visualize the interface with the help of drm_info. Or, better yet, if you are a userspace developer, you can start developing user cases by experimenting with it. The more eyes the better.

KMS Color API on AMD The great news is that AMD s driver implementation for plane color operations is being developed right alongside their Linux KMS Color API proposal, so it s easy to apply to your kernel branch and check it out. You can find details of their progress in the AMD s series. I just needed to compile a custom kernel with this series applied, intentionally leaving out the AMD_PRIVATE_COLOR flag. The AMD_PRIVATE_COLOR flag guards driver-specific color plane properties, which experimentally expose hardware capabilities while we don t have the generic KMS plane color management interface available. If you don t know or don t remember the details of AMD driver specific color properties, you can learn more about this work in my blog posts [1] [2] [3]. As driver-specific color properties and KMS colorops are redundant, the driver only advertises one of them, as you can see in AMD workaround patch 24. So, with the custom kernel image ready, I installed it on a system powered by AMD DCN3 hardware (i.e. my Steam Deck). Using my custom drm_info, I could clearly see the Plane Color Pipeline with eight color operations as below:

 "COLOR_PIPELINE" (atomic): enum  Bypass, Color Pipeline 258  = Bypass
     Bypass
     Color Pipeline 258
         Color Operation 258
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 1D Curve
             "BYPASS" (atomic): range [0, 1] = 1
             "CURVE_1D_TYPE" (atomic): enum  sRGB EOTF, PQ 125 EOTF, BT.2020 Inverse OETF  = sRGB EOTF
         Color Operation 263
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = Multiplier
             "BYPASS" (atomic): range [0, 1] = 1
             "MULTIPLIER" (atomic): range [0, UINT64_MAX] = 0
         Color Operation 268
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 3x4 Matrix
             "BYPASS" (atomic): range [0, 1] = 1
             "DATA" (atomic): blob = 0
         Color Operation 273
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 1D Curve
             "BYPASS" (atomic): range [0, 1] = 1
             "CURVE_1D_TYPE" (atomic): enum  sRGB Inverse EOTF, PQ 125 Inverse EOTF, BT.2020 OETF  = sRGB Inverse EOTF
         Color Operation 278
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 1D LUT
             "BYPASS" (atomic): range [0, 1] = 1
             "SIZE" (atomic, immutable): range [0, UINT32_MAX] = 4096
             "LUT1D_INTERPOLATION" (immutable): enum  Linear  = Linear
             "DATA" (atomic): blob = 0
         Color Operation 285
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 3D LUT
             "BYPASS" (atomic): range [0, 1] = 1
             "SIZE" (atomic, immutable): range [0, UINT32_MAX] = 17
             "LUT3D_INTERPOLATION" (immutable): enum  Tetrahedral  = Tetrahedral
             "DATA" (atomic): blob = 0
         Color Operation 292
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 1D Curve
             "BYPASS" (atomic): range [0, 1] = 1
             "CURVE_1D_TYPE" (atomic): enum  sRGB EOTF, PQ 125 EOTF, BT.2020 Inverse OETF  = sRGB EOTF
         Color Operation 297
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, Multiplier, 3D LUT  = 1D LUT
             "BYPASS" (atomic): range [0, 1] = 1
             "SIZE" (atomic, immutable): range [0, UINT32_MAX] = 4096
             "LUT1D_INTERPOLATION" (immutable): enum  Linear  = Linear
             "DATA" (atomic): blob = 0

Note that Gamescope is currently using AMD driver-specific color properties implemented by me, Autumn Ashton and Harry Wentland. It doesn t use this KMS Color API, and therefore COLOR_PIPELINE is set to Bypass. Once the API is accepted upstream, all users of the driver-specific API (including Gamescope) should switch to the KMS generic API, as this will be the official plane color management interface of the Linux kernel.

KMS Color API on Intel On the Intel side, the driver implementation available upstream was built upon an earlier iteration of the API. This meant I had to apply a few tweaks to bring it in line with the latest specifications. You can explore their latest work here. For a more simplified handling, combining the V9 of the Linux Color API, Intel s contributions, and my necessary adjustments, check out my dedicated branch. I then compiled a kernel from this integrated branch and deployed it on a system featuring Intel TigerLake GT2 graphics. Running my custom drm_info revealed a Plane Color Pipeline with three color operations as follows:

 "COLOR_PIPELINE" (atomic): enum  Bypass, Color Pipeline 480  = Bypass
     Bypass
     Color Pipeline 480
         Color Operation 480
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, 1D LUT Mult Seg, 3x3 Matrix, Multiplier, 3D LUT  = 1D LUT Mult Seg
             "BYPASS" (atomic): range [0, 1] = 1
             "HW_CAPS" (atomic, immutable): blob = 484
             "DATA" (atomic): blob = 0
         Color Operation 487
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, 1D LUT Mult Seg, 3x3 Matrix, Multiplier, 3D LUT  = 3x3 Matrix
             "BYPASS" (atomic): range [0, 1] = 1
             "DATA" (atomic): blob = 0
         Color Operation 492
             "TYPE" (immutable): enum  1D Curve, 1D LUT, 3x4 Matrix, 1D LUT Mult Seg, 3x3 Matrix, Multiplier, 3D LUT  = 1D LUT Mult Seg
             "BYPASS" (atomic): range [0, 1] = 1
             "HW_CAPS" (atomic, immutable): blob = 496
             "DATA" (atomic): blob = 0

Observe that Intel s approach introduces additional properties like HW_CAPS at the color operation level, along with two new color operation types: 1D LUT with Multiple Segments and 3x3 Matrix. It s important to remember that this implementation is based on an earlier stage of the KMS Color API and is awaiting review.

A Shout-Out to Those Who Made This Happen I m impressed by the solid implementation and clear direction of the V9 of the KMS Color API. It aligns with the many insightful discussions we ve had over the past years. A huge thank you to Harry Wentland and Alex Hung for their dedication in bringing this to fruition! Beyond their efforts, I deeply appreciate Uma and Chaitanya s commitment to updating Intel s driver implementation to align with the freshest version of the KMS Color API. The collaborative spirit of the AMD and Intel developers in sharing their color pipeline work upstream is invaluable. We re now gaining a much clearer picture of the color capabilities embedded in modern display hardware, all thanks to their hard work, comprehensive documentation, and engaging discussions. Finally, thanks all the userspace developers, color science experts, and kernel developers from various vendors who actively participate in the upstream discussions, meetings, workshops, each iteration of this API and the crucial code review process. I m happy to be part of the final stages of this long kernel journey, but I know that when it comes to colors, one step is completed for new challenges to be unlocked. Looking forward to meeting you in this year Linux Display Next hackfest, organized by AMD in Toronto, to further discuss HDR, advanced color management, and other display trends.

This morning, I went to make my usual cup of coffee. I was given an espresso machine for Christmas, and I ve developed this technique for making a warm drink that hits the spot every time.I ll start by turning on my espresso machine and starting a single shot of espresso. It dispenses and drips while I m working on the other parts.I then grab a coffee cup. Usually one of the taller ones. For maybe the bottom inch or two of the cup, that gets sugar and chocolate milk. Microwave for 45 seconds, pour in the espresso, then wash out the actual espresso from the metal cup with milk. Pour all of that in, another 45 seconds in the microwave, a few quick stirs, and you re all set.To the actual baristas out there, that probably sounds horrible. It probably sounds like the worst possible recommendation for a morning coffee ever.But, you know what? It works.So, I went to put my coffee into the microwave today, and I realized that someone else had put the glass plate for the microwave into the sink after accidentally spilling their breakfast on it.Instead of saying, well, I m not going to have my coffee this morning, I grabbed a large plate. I remembered the physics of levers from high school, and I understood that if I balanced everything just right, it would heat my coffee up.And well, here I am. With an un-spilled coffee and a story to tell.My point here is actually pretty simple, and this is before I even read any messages for the day. People with much more formal educations sometimes look at the guy engineering coffee with his microwave and think, what is this guy doing?!? All I m doing is making a really good cup of coffee. And to be honest, it tastes amazing.That s all. Have a wonderful day.

Toolboxes and Hammers Be YouEveryone has a story. We all started from somewhere, and we re all going somewhere.Ten years ago this summer, I first heard of Ubuntu. It took me time to learn how to properly pronounce the word, although I m glad I learned that early on. I was less fortunate when it came to the pronunciation of the acronym for the Ubuntu Code of Conduct. I had spent time and time again breaking my computer, and I d wanted to start fresh.I ve actually talked about this in an interview before, which you can find here (skip to 5:02 6:12 for my short explanation, I m in orange):https://medium.com/media/ad59becdbd06d230b875fb1512df1921/hrefI ve also done a few interviews over the years, here are some of the more recent ones:https://medium.com/media/83bda448d5f2a979f848e17f04376aa6/hrefAsk Noah Show 377Lastly, I did a few talks at SCaLE 21x (which the Ubuntu community donation funds helped me attend, thank you for that!):https://medium.com/media/0fbde7ef0ed83c2272a8653a5ea38b67/hrefhttps://medium.com/media/4d18f1770dc7eed6c7a9d711ff6a6e89/hrefMy story is fairly simple to summarize, if you don t have the time to go through all the clips.I started in the Ubuntu project at 13 years old, as a middle school student living in Green Bay, WI. I m now 23 years old, still living in Green Bay, but I became an Ubuntu Core Developer, Lubuntu s Release Manager, and worked up to a very great and comfortable spot.So, Simon, what advice would you give to someone at 13 who wants to do the same thing? Here are a few tips * Don t be afraid to be yourself. If you put on a mask, it hinders your growth, and you ll end up paying for it later anyway.
* Find a mentor. Someone who is okay working with someone your age, and ideally someone who works well with people your age (quick shoutout to Aaron Prisk and Walter Lapchynski for always being awesome to me and other folks starting out at high school.) This is probably the most important part.
* Ask questions. Tons of them. Ask questions until you re blue in the face. Ask questions until you get a headache so bad that your weekend needs to come early. Okay, maybe don t go that far, but at the very least, always stay curious.
* Own up to your mistakes. Even the most experienced people you know have made tons of mistakes. It s not about the mistake itself, it s about how you handle it and grow as a person.Now, after ten years, I ve seen many people come and go in Ubuntu. I was around for the transition from upstart to systemd. I was around for the transition from Unity to GNOME. I watched Kubuntu as a flavor recover from the arguments only a few years before I first started, only to jump in and help years later when the project started to trend downwards again.I have deep love, respect, and admiration for Ubuntu and its community. I also have deep love, respect, and admiration for Canonical as a company. It s all valuable work. That being said, I need to recognize where my own limits are, and it s not what you d think. This isn t some big burnout rant.Some of you may have heard rumors about an argument between me and the Ubuntu Community Council. I refuse to go into the private details of that, but what I ll tell you is this in retrospect, it was in good faith. The entire thing, from both my end and theirs, was to try to either help me as a person, or the entire community. If you think any part of this was bad faith from either side, you re fooling yourself. Plus, tons of great work and stories actually came out of this.The Ubuntu Community Council really does care. And so does Mark Shuttleworth.Now, I won t go into many specifics. If you want specifics, I d direct you to the Ubuntu Community Council who would be more than happy to answer any questions (actually they d probably stay silent. Nevermind.) That being said, I can t really talk about any of this without mentioning how great Mark has become.Remember, I was around for a few different major changes within the project. I ve heard and seen stories about Mark that actually match what Reddit says about him. But in 2025, out of the bottom of my heart, I m here to tell you that you re all wrong now.See, Mark didn t just side with somebody and be done with it. He actually listened, and I could tell, he cares very very deeply. I really enjoyed reading ogra s recent blog post, you should seriously check it out. Of course, I m only 23 years old, but I have to say, my experiences with Mark match that too.Now, as for what happens from here. I m taking a year off from Ubuntu. I talked this over with a wide variety of people, and I think it s the right decision. People who know me personally know that I m not one to make a major decision like this without a very good reason to. Well, I d like to share my reasons with you, because I think they d help.People who contribute time to open source find it to be very rewarding. Sometimes so rewarding, in fact, that no matter how many economics and finance books they read, they still haven t figured out how to balance that with a job that pays money. I m sure everyone deeply involved in this space has had the urge to quit their job at least once or twice to pursue their passions.Here s the other element too I ve had a handful of romantic relationships before, and they ve never really panned out. I found the woman that I truly believe I m going to marry. Is it going to be a rough road ahead of us? Absolutely, and to be totally honest, there is still a (small, at this point) chance it doesn t work out.That being said I remain optimistic. I m not taking a year off because I m in some kind of trouble. I haven t burned any bridge here except for one.You know who you are. You need help. I d be happy to reconnect with you once you realize that it s not okay to do what you did. An apology letter is all I want. I don t want Mutually Assured Destruction, I don t want to sit and battle on this for years on end. Seriously dude, just back off. Please.I hate having to take out the large hammer. But sometimes, you just have to do it. I ve quite enjoyed Louis Rossmann s (very not-safe-for-work) videos on BwE.https://medium.com/media/ab64411c41e65317f271058f56bb2aba/hrefI genuinely enjoy being nice to people. I want to see everyone be successful and happy, in that order (but with both being very important). I m not perfect, I m a 23-year-old who just happened to stumble into this space at the right time.To this specific person only, I tell you, please, let me go take my year off in peace. I don t wish you harm, and I won t make anything public, including your name, if you just back off.Whew. Okay. Time to be happy again.Again, I want to see people succeed. That goes for anyone in Ubuntu, Lubuntu, Kubuntu, Canonical, you name it. I m going to remain detached from Ubuntu for at least a year. If circumstances change, or if I feel the timing just isn t right, I ll wait longer. My point is, I ll be back, the when of it will just never be public before it happens.In the meantime, you re welcome to reach out to me. It ll take me some time to bootstrap things, more than I originally thought, but I m hoping it ll be quick. After all, I ve had practice.I m also going to continue writing. About what? I don t know yet.But, I ll just keep writing. I want to share all of the useful tips I ve learned over the years. If you actually liked this post, or if you ve enjoyed my work in the Ubuntu project, please do subscribe to my personal blog, which will be here on Medium (unless someone can give me an open source alternative with a funding model). This being said, while I d absolutely take any donations people would like to provide, at the end of the day, I don t do this for the money. I do this for the people just like me, out of love.So you, just like me, can make your dreams happen.Don t give up, it ll come. Just be patient with yourself.As for me, I have business to attend to. What business is that, exactly? Read Walden, and you ll find out.I wish you all well, even the person I called out. I sincerely hope you find what you re looking for in life. It takes time. Sometimes you have to listen to some music to pass the time, so I created a conceptual mixtape if you want to listen to some of the same music as me.I ll do another blog post soon, don t worry.Be well. Much, much more to come.

All finished and wrapping up. The bug I thought was fixed has been identified on two distinct sets of hardware. There are workarounds: the most sensible is *not* to use i386 without a modeset parameter but to just use amd64 instead. amd64 works on the identical problematic hardware in question - just use 64 bit.