Paul Tagliamonte: designing arf, an sdr iq encoding format

Interested in future updates? Follow me on mastodon at @paul@soylent.green. Posts about hz.tools will be tagged #hztools.

Want to jump right to the draft? I'll be maintaining ARF going forward at /draft-tagliamonte-arf-00.txt.

It s true processing data from software defined radios can be a bit complex which tends to keep all but the most grizzled experts and bravest souls from playing with it. While I wouldn t describe myself as either, I will say that I ve stuck with it for longer than most would have expected of me. One of the biggest takeaways I have from my adventures with software defined radio is that there s a lot of cool crossover opportunity between RF and nearly every other field of engineering. Fairly early on, I decided on a very light metadata scheme to track SDR captures, called rfcap. rfcap has withstood my test of time, and I can go back to even my earliest captures and still make sense of what they are IQ format, capture frequencies, sample rates, etc. A huge part of this was the simplicity of the scheme (fixed-lengh header, byte-aligned to supported capture formats), which made it roughly as easy to work with as a raw file of IQ samples. However, rfcap has a number of downsides. It s only a single, fixed-length header. If the frequency of operation changed during the capture, that change is not represented in the capture information. It s not possible to easily represent mulit-channel coherent IQ streams, and additional metadata is condemned to adjacent text files.

ARF (Archive of RF) A few years ago, I needed to finally solve some of these shortcomings and tried to see if a new format would stick. I sat down and wrote out my design goals before I started figuring out what it looked like. First, whatever I come up with must be capable of being streamed and processed while being streamed. This includes streaming across the network or merely written to disk as it s being created. No post-processing required. This is mostly an artifact of how I ve built all my tools and how I intereact with my SDRs. I use them extensively over the network (both locally, as well as remotely by friends across my wider lan). This decision sometimes even prompts me to do some crazy things from time to time. I need actual, real support for multiple IQ channels from my multi-channel SDRs (Ettus, Kerberos/Kracken SDR, etc) for playing with things like beamforming. My new format must be capable of storing multiple streams in a single capture file, rather than a pile of files in a directory (and hope they re aligned). Finally, metadata must be capable of being stored in-band. The initial set of metadata I needed to formalize in-stream were Frequency Changes and Discontinuities. Since then, ARF has grown a few more. After getting all that down, I opted to start at what I thought the simplest container would look like, TLV (tag-length-value) encoded packets. This is a fairly well trodden path, and used by a bunch of existing protocols we all know and love. Each ARF file (or stream) was a set of encoded packets (sometimes called data units in other specs). This means that unknown packet types may be skipped (since the length is included) and additional data can be added after the existing fields without breaking existing decoders.

tag

flags

length

value

Heads up! Once this is posted, I'm not super likely to update this page. Once this goes out, the latest stable copy of the ARF spec is maintained at draft-tagliamonte-arf-00.txt. This page may quickly become out of date, so if you're actually interested in implementing this, I've put a lot of effort into making the draft comprehensive, and I plan to maintain it as I edit the format.

Unlike a traditional TLV structure, I opted to add flags to the top-level packet. This gives me a bit of wiggle room down the line, and gives me a feature that I like from ASN.1 a critical bit. The critical bit indicates that the packet must be understood fully by implementers, which allows future backward incompatible changes by marking a new packet type as critical. This would only really be done if something meaningfully changed the interpretation of the backwards compatible data to follow.

Flag	Description
0x01	Critical (tag must be understood)

Within each Packet is a tag field. This tag indicates how the contents of the value field should be interpreted.

Tag ID	Description
0x01	Header
0x02	Stream Header
0x03	Samples
0x04	Frequency Change
0x05	Timing
0x06	Discontinuity
0x07	Location
0xFE	Vendor Extension

In order to help with checking the basic parsing and encoding of this format, the following is an example packet which should parse without error.

 00, // tag (0; no subpacket is 0 yet)
 00, // flags (0; no flags)
 00, 00 // length (0; no data)
 // data would go here, but there is none

Additionally, throughout the rest of the subpackets, there are a few unique and shared datatypes. I document them all more clearly in the draft, but to quickly run through them here too:

UUID This field represents a globally unique idenfifer, as defined by RFC 9562, as 16 raw bytes.

Frequency Data encoded in a Frequency field is stored as microhz (1 Hz is stored as 1000000, 2 Hz is stored as 2000000) as an unsigned 64 bit integer. This has a minimum value of 0 Hz, and a maximum value of 18446744073709551615 uHz, or just above 18.4 THz. This is a bit of a tradeoff, but it s a set of issues that I would gladly contend with rather than deal with the related issues with storing frequency data as a floating point value downstream. Not a huge factor, but as an aside, this is also how my current generation SDR processing code (`sparky`) stores Frequency data internally, which makes conversion between the two natural.

IQ samples ARF supports IQ samples in a number of different formats. Part of the idea here is I want it to be easy for capturing programs to encode ARF for a specific radio without mandating a single iq format representation. For IQ types with a scalar value which takes more than a single byte, this is always paired with a Byte Order field, to indicate if the IQ scalar values are little or big endian.

ID Name Description

0x01 f32 interleaved 32 bit floating point scalar values

0x02 i8 interleaved 8 bit signed integer scalar values

0x03 i16 interleaved 16 bit signed integer scalar values

0x04 u8 interleaved 8 bit unsigned integer scalar values

0x05 f64 interleaved 64 bit floating point scalar values

0x06 f16 interleaved 16 bit floating point scalar values

ID	Name	Description
0x01	f32	interleaved 32 bit floating point scalar values
0x02	i8	interleaved 8 bit signed integer scalar values
0x03	i16	interleaved 16 bit signed integer scalar values
0x04	u8	interleaved 8 bit unsigned integer scalar values
0x05	f64	interleaved 64 bit floating point scalar values
0x06	f16	interleaved 16 bit floating point scalar values

Header Each ARF file must start with a specific Header packet. The header contains information about the ARF stream writ large to follow. Header packets are always marked as critical .

magic

flags

start

guid

site guid

#st

In order to help with checking the basic parsing and encoding of this format, the following is an example header subpacket (when encoded or decoded this will be found inside an ARF packet as described above) which should parse without error, with known values.

00, 00, 00, fa, de, dc, ab, 1e, // magic
00, 00, 00, 00, 00, 00, 00, 00, // flags
18, 27, a6, c0, b5, 3b, 06, 07, // start time (1740543127)

// guid (fb47f2f0-957f-4545-94b3-75bc4018dd4b)
fb, 47, f2, f0, 95, 7f, 45, 45,
94, b3, 75, bc, 40, 18, dd, 4b,

// site_id (ba07c5ce-352b-4b20-a8ac-782628e805ca)
ba, 07, c5, ce, 35, 2b, 4b, 20,
a8, ac, 78, 26, 28, e8, 05, ca

Stream Header Immediately after the arf Header, some number of Stream Headers follow. There must be exactly the same number of Stream Header packets as are indicated by the num streams field of the Header. This has the nice effect of enabling clients to read all the stream headers without requiring buffering of unread packets from the stream.

id

flags

fmt

bo

rate

freq

guid

site

In order to help with checking the basic parsing and encoding of this format, the following is an example stream header subpacket (when encoded or decoded this will be found inside an ARF packet as described above) which should parse without error, with known values.

00, 01, // id (1)
00, 00, 00, 00, 00, 00, 00, 00, // flags
01, // format (float32)
01, // byte order (Little Endian)
00, 00, 01, d1, a9, 4a, 20, 00, // rate (2 MHz)
00, 00, 5a, f3, 10, 7a, 40, 00, // frequency (100 MHz)

// guid (7b98019d-694e-417a-8f18-167e2052be4d)
7b, 98, 01, 9d, 69, 4e, 41, 7a,
8f, 18, 16, 7e, 20, 52, be, 4d,

// site_id (98c98dc7-c3c6-47fe-bc05-05fb37b2e0db)
98, c9, 8d, c7, c3, c6, 47, fe,
bc, 05, 05, fb, 37, b2, e0, db,

Samples Block of IQ samples in the format indicated by this stream s format and byte_order field sent in the related Stream Header.

id

iq samples

In order to help with checking the basic parsing and encoding of this format, the following is an samples subpacket (when encoded or decoded this will be found inside an ARF packet as described above). The IQ values here are notional (and are either 2 8 bit samples, or 1 16 bit sample, depending on what the related Stream Header was).

01, // id
ab, cd, ab, cd, // iq samples

Frequency Change The center frequency of the IQ stream has changed since the Stream Header or last Frequency Change has been sent. This is useful to capture IQ streams that are jumping around in frequency during the duration of the capture, rather than starting and stopping them.

id

frequency

In order to help with checking the basic parsing and encoding of this format, the following is a frequency change subpacket (when encoded or decoded this will be found inside an ARF packet as described above).

01, // id
00, 00, b5, e6, 20, f4, 80, 00 // frequency (200 MHz)

Discontinuity Since the last Samples packet for this stream, samples have been dropped or not encoded to this stream. This can be used for a stream that has dropped samples for some reason, a large gap (radio was needed for something else), or communicating iq snippits .

id

In order to help with checking the basic parsing and encoding of this format, the following is a discontinuity subpacket (when encoded or decoded this will be found inside an ARF packet as described above).

01, // id

Location Up-to-date location as of this moment of the IQ stream, usually from a GPS. This allows for in-band geospatial information to be marked in the IQ stream. This can be used for all sorts of things (detected IQ packet snippits aligned with a time and location or a survey of rf noise in an area)

flags

sys

lat

long

el

accuracy

The sys field indicates the Geodetic system to be used for the provided latitude, longitude and elevation fields. The full list of supported geodetic systems is currently just WGS84, but in case something meaningfully changes in the future, it d be nice to migrate forward. Unfortunately, being a bit of a coward here, the accuracy field is a bit of a cop-out. I d really rather it be what we see out of kinematic state estimation tools like a kalman filter, or at minimum, some sort of ellipsoid. This is neither of those - it s a perfect sphere of error where we pick the largest error in any direction and use that. Truthfully, I can t be bothered to model this accurately, and I don t want to contort myself into half-assing something I know I will half-ass just because I know better.

System	Description
0x01	WGS84 - World Geodetic System 1984

In order to help with checking the basic parsing and encoding of this format, the following is a location subpacket (when encoded or decoded this will be found inside an ARF packet as described above).

00, 00, 00, 00, 00, 00, 00, 00, // flags
01, // system (wgs84)
3f, f3, be, 76, c8, b4, 39, 58, // latitude (1.234)
40, 02, c2, 8f, 5c, 28, f5, c3, // longitude (2.345)
40, 59, 00, 00, 00, 00, 00, 00, // elevation (100)
40, 24, 00, 00, 00, 00, 00, 00 // accuracy (10)

Vendor Extension In addition to the fields I put in the spec, I expect that I may need custom packet types I can t think of now. There s all sorts of useful data that could be encoded into the stream, so I d rather there be an officially sanctioned mechanism that allows future work on the spec without constraining myself. Just an example, I ve used a custom subpacket to create test vectors, the data is encoded into a Vendor Extension, followed by the IQ for the modulated packet. If the demodulated data and in-band original data don t match, we ve regressed. You could imagine in-band speech-to-text, antenna rotator azimuth information, or demodulated digital sideband data (like FM HDR data) too. Or even things I can t even think of!

id

data

In order to help with checking the basic parsing and encoding of this format, the following is a vendor extension subpacket (when encoded or decoded this will be found inside an ARF packet as described above).

// extension id (b24305f6-ff73-4b7a-ae99-7a6b37a5d5cd)
b2, 43, 05, f6, ff, 73, 4b, 7a,
ae, 99, 7a, 6b, 37, a5, d5, cd,

// data (0x01, 0x02, 0x03, 0x04, 0x05)
01, 02, 03, 04, 05

Tradeoffs The biggest tradeoff that I m not entirely happy with is limiting the length of a packet to `u16` 65535 bytes. Given the u8 sample header, this limits us to 8191 32 bit sample pairs at a time. I wound up believing that the overhead in terms of additional packet framing is worth it because always encoding 4 byte lengths felt like overkill, and a dynamic length scheme ballooned codepaths in the decoder that I was trying to keep as easy to change as possible as I worked with the format.

Emmanuel Kasper: Minix 3 on Beagle Board Black (ARM)

Connected via serial console. Does not have a package manager, web or ssh server, but can play tetris in the terminal (bsdgames in Debian have the same tetris version packaged).

Freexian Collaborators: Debian Contributions: Debusine projects in GSoC, Debian CI updates, Salsa CI maintenance and more! (by Anupa Ann Joseph)

Debian Contributions: 2026-03 Contributing to Debian is part of Freexian s mission. This article covers the latest achievements of Freexian and their collaborators. All of this is made possible by organizations subscribing to our Long Term Support contracts and consulting services.

Debusine projects in Google s Summer of Code While Freexian initiated Debusine, and is investing a lot of resources in the project, we manage it as a true free software project that can and should have a broader community. We always had documentation for new contributors and we aim to be reactive with them when they interact via the issue tracker or via merge requests. We decided to put those intentions under stress tests by proposing five projects for Google s Summer of Code as part of Debian s participation in that program. Given that at least 11 candidates managed to get their merge request accepted in the last 30 days (interacting with the development team is part of the pre-requisites to apply to Google Summer of Code projects these days), the contributing experience must not be too bad. If you want to try it out, we maintain a list of quick fixes that are accessible to newcomers. And as always, we welcome your feedback!

Debian CI: incus backend and upgrade to Bootstrap 5, by Antonio Terceiro `debci` 3.14 was released on March 4th, with a followup 3.14.1 release with regression fixes a few days afterwards. Those releases were followed by new development and maintenance work that will provide extra capabilities and stability to the platform. This month saw the initial version of an incus backend land in Debian CI. The transition into the new backend will be done carefully so as to not disrupt testing migration. Each package will be running jobs with both the current lxc backend and with incus. Packages that have the same result on both backends will be migrated over, and packages that exhibit different results will be investigated further, resulting in bug reports and/or other communication with the maintainers. On the frontend side, the code has been ported to Bootstrap 5 over from the now ancient Bootstrap 3. This need has been originally reported back in 2024 based on the lack of security support for Bootstrap 3. Beyond improving maintainability, this upgrade also enables support for dark mode in `debci`, which is still work in progress. Both updates mentioned in this section will be available in a following `debci` release.

Salsa CI maintenance by Santiago Ruano Rinc n et al. Santiago reviewed some Salsa CI issues and reviewed associated merge requests. For example, he investigated a regression (#545), introduced by the move to sbuild, on the use of extra repositories configured as .source files; and reviewed the MR (!712) that fixes it. Also, there were conflicts with changes made in debci 3.14 and debci 3.14.1 (those updates are mentioned above), and different people have contributed to fix the subsequent issues, in a long-term way. This includes Rapha l who proposed MR !707 and who also suggested Antonio to merge the Salsa CI patches to avoid similar errors in the future. This happened shortly after. Those fixes finally required the unrelated MR !709, which will prevent similar problems when building images. To identify bugs related to the autopkgtest support in the backport suites as early as possible, Santiago proposed MR !708. Finally, Santiago, in collaboration with Emmanuel Arias also had exchanges with GSoC candidates for the Salsa CI project, including the contributions they have made as merge requests. It is important to note that there are several very good candidates interested in participating. Thanks a lot to them for their work so far!

Miscellaneous contributions

Rapha l reported a zim bug affecting Debian Unstable users, which was already fixed in git apparently. He could thus cherry-pick the fix and update the package in Debian Unstable.

Carles created a new page on the InstallingDebianOn in Debian Wiki.

Carles submitted translation errors in the debian-installer Weblate.

Carles, using po-debconf-manager, improved Catalan translations: reviewed and submitted 3 packages. Also improved error handling when forking or submitting an MR if the fork already existed.

Carles kept improving check-relations: code base related general improvements (added strict typing, enabled pre-commit). Also added DebPorts support, virtual packages support and added commands for reporting missing relations and importing bugs from bugs.debian.org.

Antonio handled miscellaneous Salsa support requests.

Antonio improved the management of MiniDebConf websites by keeping all non-secret settings in git and fixed exporting these sites as static HTML.

Stefano uploaded routine updates to `hatchling`, `python-mitogen`, `python-virtualenv`, `python-discovery`, `dh-python`, `pypy3`, `python-pipx`, and `git-filter-repo`.

Faidon uploaded routine updates to `crun`, `libmaxminddb`, `librdkafka`, `lowdown`, `platformdirs`, `python-discovery`, `sphinx-argparse-cli`, `tox`, `tox-uv`.

Stefano and Santiago continued to help with DebConf 26 preparations.

Stefano reviewed some contributions to debian-reimbursements and handled admin for reimbursements.debian.net.

Stefano attended the Debian Technical Committee meeting.

Helmut sent 8 patches for cross build failures.

Building on the work of postmarketOS, Helmut managed to cross build systemd for musl in rebootstrap and sent several patches in the process.

Helmut reviewed several MRs of Johannes Schauer Marin Rodrigues expanding support for `DPKG_ROOT` to support installing hurd.

Helmut incorporated a final round of feedback for the Multi-Arch documentation in Debian policy, which finally made it into unstable together with documentation of Build-Profiles.

In order to fix python-memray, Helmut NMUed libunwind generally disabling C++ exception support as being an incompatible duplication of the gcc implementation. Unfortunately, that ended up breaking suricata on `riscv64`. After another NMU, python-memray finally migrated.

Thorsten uploaded new upstream versions of `epson-inkjet-printer-escpr` and `sane-airscan`. He also fixed a packaging bug in `printer-driver-oki`. As of systemd 260.1-1 the configuration of lpadmin has been added to the sysusers.d configuration. All printing packages can now simply depend on the systemd-sysusers package and don t have to take care of its creation in maintainer scripts anymore.

In collaboration with Emmanuel Arias, Santiago had exchanges with GSoC candidates and reviewed the proposals of the Linux livepatching GSoC 2026 project.

Colin helped to fix CVE-2026-3497 in openssh and CVE-2026-28356 in multipart.

Colin upgraded tango and pytango to new upstream releases and packaged pybind11-stubgen (needed for pytango), thanks to a Freexian customer. Tests of reproducible builds revealed that pybind11-stubgen didn t generate imports in a stable order; this is now fixed upstream.

Lucas fixed CVE-2025-67733 and CVE-2026-21863 affecting src:valkey in unstable and testing. Also reviewed the same fixes targeting stable proposed by Peter Wienemann.

Faidon worked with upstream and build-dep Debian maintainers on resolving blockers in order to bring pyHanko into Debian, starting with the adoption of `python-pyhanko-certvalidator`. pyHanko is a suite for signing and stamping PDF files, and one of the few libraries that can be leveraged to sign PDFs with eIDAS Qualified Electronic Signatures.

Anupa co-organized MiniDebConf Kanpur and attended the event with many others from all across India. She handled the accommodation arrangements along with the registration team members, worked on the budget and expenses. She was also a speaker at the event.

Lucas helped with content review/schedule for the MiniDebConf Campinas. Thanks Freexian for being a Gold sponsor!

Lucas organized and took part in a one-day in-person sprint to work on Ruby 3.4 transition. It was held in a coworking space in Brasilia - Brazil on April 6th. There were 5 DDs and they fixed multiple packages FTBFSing against Ruby 3.4 (coming to unstable soon hopefully). Lucas has been postponing a blog post about this sprint since then :-)

Dirk Eddelbuettel: anytime 0.3.13 on CRAN: Mostly Minor Bugfix

A maintenance release 0.3.13 of the anytime package arrived on CRAN today, sticking with the roughly yearly schedule we have now. Binaries for r2u have been built already. The package is fairly feature-complete, and code and functionality remain mature and stable. anytime is a very focused package aiming to do just one thing really well: to convert anything in integer, numeric, character, factor, ordered, input format to either POSIXct (when called as anytime) or Date objects (when called as anydate) and to do so without requiring a format string as well as accomodating different formats in one input vector. See the anytime page, the GitHub repo for a few examples, the nice pdf vignette, and the beautiful documentation site for all documentation. This release was triggered by a bizarre bug seen on elementary os 8. For reason anytime was taking note on startup where it runs, and used a small and simply piece of code reading /etc/os-release when it exists. We assumed sane content, but this particular operating system and releases managed to have a duplicate entry throwing us spanner. So now this code is robust to duplicates, and no longer executed on each startup but as needed which is a net improvement. We also switched the vignette to being deployed by the new Rcpp::asis() driver. The short list of changes follows.

Changes in anytime version 0.3.13 (2026-04-14)

Continuous integration has received minor updates

The vignette now use the Rcpp::asis() driver, and references have been refreshed

Stateful 'where are we running' detection is now more robust, and has been moved from running on each startup to a cached 'as needed' case

Courtesy of my CRANberries, there is also a diffstat report of changes relative to the previous release. The issue tracker tracker off the GitHub repo can be use for questions and comments. More information about the package is at the package page, the GitHub repo, in the vignette, and at the documentation site.

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 now sponsor me at GitHub. You can also sponsor my Tour de Shore 2026 ride in support of the Maywood Fine Arts Center.

Russell Coker: Furilabs FLX1s Finally Working

I ve been using the Furilabs FLX1s phone [1] as my daily driver for 6 weeks, it s a decent phone, not as good as I hoped but good enough to use every day and rely on for phone calls about job interviews etc. I intend to keep using it as my main phone and as a platform to improve phone software in Debian as you really can t effectively find bugs unless you use the platform for important tasks. Support Problems I previously wrote about the phone after I received it without a SIM caddy on the 13th of Jan. I had a saga with support about this, on the 16th of Jan one support person said that they would ship it immediately but didn t provide a tracking number or any indication of when it would arrive. On the 5th of Feb I contacted support again and asked how long it would be, the new support person seemed to have no record of my previous communication but said that they would send it. On the 17th of Feb I made another support request including asking for a way of direct communication as the support email came from an address that wouldn t accept replies, I was asked for a photo showing where the problem is. The support person also said that they might have to send a replacement phone! The last support request I sent included my disappointment at the time taken to resolve the issue and the proposed solution of replacing the entire phone (why have two international shipments of a fragile and expensive phone when a single letter with a cheap SIM caddy would do?). I didn t receive a reply but the SIM caddy arrived on the 2nd of Mar. Here is a pic of the SIM caddy and the package it came in:

One thing that should be noted is that some of the support people seemed to be very good at their jobs and they were all friendly. It was the system that failed here, turning a minor issue of a missing part into a 6 week saga. Furilabs needs to do the following to address this issue:

Make it possible to reply directly to a message from a support person. Accept email with a custom subject to sort it, give a URL for a web form, anything. Collating discussions with a customer allows giving better support while taking less time for the support people.
Have someone monitor every social media address that is used by the company. When someone sends a support request in a public Mastodon post it indicates that something has gone wrong and you want to move quickly to resolve it.
Take care of the little things, like sending a tracking number for every parcel. If it s something too small for a parcel (the SIM caddy could have fit in a regular letter) then just tell the customer what date it was posted and where it was posted from so they have some idea of when it will arrive.

This is not just a single failure of Furilabs support, it s a systemic failure of their processes. Problems I Will Fix Unless Someone Beats Me to it Here are some issues I plan to work on. Smart Watch Support I need to port one of the smart watch programs to Debian. Also I want to make one of them support the Colmi P80 [2]. A smart watch significantly increases the utility of a phone even though IMHO they aren t doing nearly all the things that they could and should do. When we get Debian programs talking to the PineTime it will make a good platform for development of new smart phone and OS features. Nextcloud I have ongoing issues of my text Nextcloud installation on a Debian VM not allowing connection from the Linux desktop app (as packaged in Debian) and from the Android client (from f-droid). The desktop client works with a friend s Nextcloud installation on Ubuntu so I may try running it on an Ubuntu VM I run while waiting for the Debian issue to get resolved. There was a bug recently fixed in Nextcloud that appears related so maybe the next release will fix it. For the moment I ve been running without these features and I call and SMS people from knowing their number or just returning calls. Phone calls generally aren t very useful for me nowadays except when applying for jobs. If I could deal with recruiters and hiring managers via video calls then I would consider just not having a phone number. Wifi IPv6 Periodically IPv6 support just stops working, I can t ping the gateway. I turn wifi off and on again and it works. This might be an issue with my wifi network configuration. This might be an issue with the way I have configured my IPv6 networking, although that problem doesn t happen with any of my laptops. Chatty Sorting Chatty is the program for SMS that is installed by default (part of the phosh/phoc setup), it also does Jabber. Version 0.8.7 is installed which apparently has some Furios modifications and it doesn t properly support sorting SMS/Jabber conversations. Version 0.8.9 from Debian sorts in the same way as most SMS and Jabber programs with the most recent at the top. But the Debian version doesn t support Jabber (only SMS and Matrix). When I went back to the Furilabs version of Chatty it still sorted for a while but then suddenly stopped. Killing Chatty (not just closing the window and reopening it) seems to make it sort the conversations sometimes. Problems for Others to Fix Here are the current issues I have starting with the most important. Important The following issues seriously reduce the usability of the device. Hotspot The Wifi hotspot functionality wasn t working for a few weeks, this Gitlab issue seems to match it [3]. It started working correctly for a day and I was not sure if an update I applied fixed the bug or if it s some sort of race condition that worked for this boot and will return next time I reboot it. Later on I rebooted it and found that it s somewhat random whether it works or now. Also while it is mostly working it seemed to stop working about every 25 minutes or so and I had to turn it off and on again to get it going. On another day it went to a stage where it got repeated packet loss when I pinged the phone as a hotspot from my laptop. A pattern of 3 ping responses and 3 Destination Host Unreachable messages was often repeated. I don t know if this is related to the way Android software is run in a container to access the hardware. 4G Reliability Sometimes 4G connectivity has just stopped, sometimes I can stop and restart the 4G data through software to fix it and sometimes I need to use the hardware switch. I haven t noticed this for a week or two so there is a possibility that one fix addressed both Hotspot and 4G. One thing that I will do is setup monitoring to give an alert on the phone if it can t connect to the Internet. I don t want it to just quietly stop doing networking stuff and not tell me! On-screen Keyboard The compatibility issues of the GNOME and KDE on-screen keyboards are getting me. I use phosh/phoc as the login environment as I want to stick to defaults at first to not make things any more difficult than they need to be. When I use programs that use QT such as Nheko the keyboard doesn t always appear when it should and it forgets the setting for word completion (which means spelling correction). The spelling correction system doesn t suggest replacing dont with don t which is really annoying as a major advantage for spelling checkers on touch screens is inserting an apostrophy. An apostrophy takes at least 3* longer than a regular character and saving that delay makes a difference to typing speed. The spelling correction doesn t correct two words run together. Medium Priority These issues are ongoing annoyances. Delay on Power Button In the best case scenario this phone has a much slower response to pressing the power button than the Android phones I tested (Huawei Mate 10 Pro and Samsung Galaxy Note 9) and a much slower response than my recollection of the vast majority of Android phones I ve ever used. For testing pressing buttons on the phones simultaneously resulted in the Android phone screens lighting up much sooner. Something like 200ms vs 600ms I don t have a good setup to time these things but it s very obvious when I test. In a less common case scenario (the phone having been unused for some time) the response can be something like 5 seconds. The worst case scenario is something in excess of 20 seconds. For UI designers, if you get multiple press events from a button that can turn the screen on/off please make your UI leave the screen on and ignore all the stacked events. Having the screen start turning on and off repeatedly when the phone recovers and processes all the button presses isn t good, especially when each screen flash takes half a second. Notifications Touching on a notification for a program often doesn t bring it to the foreground. I haven t yet found a connection between when it does and when it doesn t. Also the lack of icons in the top bar on the screen to indicate notifications is annoying, but that seems to be an issue of design not the implementation. Charge Delay When I connect the phone to a power source there is a delay of about 22 seconds before it starts to charge. Having it miss 22 seconds of charge time is no big deal, having to wait 22 seconds to be sure it s charging before leaving it is really annoying. Also the phone makes an audible alert when it gets to 0% charge which woke me up one night when I had failed to push the USB-C connector in hard enough. This phone requires a slightly deeper connector than most phones so with some plugs it s easy to not quite insert them far enough. Torch aka Flash The light for the torch or flash for camera is not bright at all. In a quick test staring into the light from 40cm away wasn t unpleasant compared to my Huawei Mate 10 Pro which has a light bright enough that it hurts to look at it from 4 meters away. Because of this photos at night are not viable, not even when photographing something that s less than a meter away. The torch has a brightness setting which doesn t seem to change the brightness, so it seems likely that this is a software issue and the brightness is set at a low level and the software isn t changing it. Audio When I connect to my car the Lollypop player starts playing before the phone directs audio to the car, so the music starts coming from the phone for about a second. This is an annoying cosmetic error. Sometimes audio playing pauses for no apparent reason. It doesn t support the phone profile with Bluetooth so phone calls can t go through the car audio system. Also it doesn t always connect to my car when I start driving, sometimes I need to disable and enable Bluetooth to make it connect. When I initially set the phone up Lollypop would send the track name when playing music through my car (Nissan LEAF) Bluetooth connection, after an update that often doesn t happen so the car doesn t display the track name or whether the music is playing but the pause icon works to pause and resume music (sometimes it does work). About 30 seconds into a phone call it switches to hands-free mode while the icon to indicate hands-free is not highlighted, so I have to press the hands-free button twice to get it back to normal phone mode. Low Priority I could live with these things remaining as-is but it s annoying. Ticket Mode There is apparently some code written to display tickets on screen without unlocking. I want to get this working and store screen-caps of the Android barcode screens of the different loyalty cards so I can scan them without unlocking. My threat model does not include someone trying to steal my phone to get a free loaf of bread on the bakery loyalty program. Camera The camera app works with both the back and front cameras, which is nice, and sadly based on my experience with other Debian phones it s noteworthy. The problem is that it takes a long time to take a photo, something like a second after the button is pressed long enough for you to think that it just silently took a photo and then move the phone. The UI of the furios-camera app is also a little annoying, when viewing photos there is an icon at the bottom left of the screen for a video camera and an icon at the bottom right with a cross. Which every time makes me think record videos and leave this screen not return to taking photos and delete current photo . I can get used to the surprising icons, but being so slow is a real problem. GUI App Installation The program for managing software doesn t work very well. It said that there were two updates for Mesa package needed, but didn t seem to want to install them. I ran flatpak update as root to fix that. The process of selecting software defaults to including non-free, and most of the available apps are for desktop/laptop with no way to search for phone/tablet apps. Generally I think it s best to just avoid this and use apt and flatpak directly from the command-line. Being able to ssh to my phone from a desktop or laptop is good! Android Emulation The file /home/furios/.local/share/andromeda/data/system/uiderrors.txt is created by the Andromeda system which runs Android apps in a LXC container and appears to grow without end. After using the phone for a month it was 3.5G in size. The disk space usage isn t directly a problem, out of the 110G storage space only 17G is used and I don t have a need to put much else on it, even if I wanted to put backups of /home from my laptop on it when travelling that would still leave plenty of free space. But that sort of thing is a problem for backing up the phone and wasting 3.5G out of 110G total is a fairly significant step towards breaking the entire system. Also having lots of logging messages from a subsystem that isn t even being used is a bad sign. I just tried using it and it doesn t start from either the settings menu or from the f-droid icon. Android isn t that important to me as I want to get away from the proprietary app space so I won t bother trying this any more. Unfixable Problems Unlocking After getting used to fingerprint unlocking going back to a password is a pain. I think that the hardware isn t sufficient for modern quality face recognition that can t be fooled by a photo and there isn t fingerprint hardware. When I first used an Android phone using a pin to unlock didn t seem like a big deal, but after getting used to fingerprint unlock it s a real drag to go without. This is a real annoyance when doing things like checking Wikipedia while watching TV. This phone would be significantly improved with a fingerprint sensor or a camera that worked well enough for face unlock. Plasma Mobile According to Reddit Plasma Mobile (KDE for phones) doesn t support Halium and can never work on this phone because of it [4]. This is one of a number of potential issues with the phone, running on hardware that was never designed for open OSs is always going to have issues. Wifi MAC Address The MAC keeps changing on reboot so I can t assign a permanent IPv4 address to the phone. It appears from the MAC prefix of 00:08:22 that the network hardware is made in InPro Comm which is well known for using random addresses in the products it OEMs. They apparently have one allocation of 2^24 addresses and each device randomly chooses a MAC from that range on boot. In the settings for a Wifi connection the Identity tab has a field named Cloned Address which can be set to Stable for SSID that prevents it from changing and allows a static IP address allocation from DHCP. It s not ideal but it works. Network Manager can be configured to have a permanent assigned MAC address for all connections or for just some connections. In the past for such things I have copied MAC addresses from ethernet devices that were being discarded and used them for such things. For the moment the Stable for SSID setting does what I need but I will consider setting a permanent address at some future time. Docks Having the ability to connect to a dock is really handy. The PinePhonePro and Librem5 support it and on the proprietary side a lot of Samsung devices do it with a special desktop GUI named Dex and some Huawei devices also have a desktop version of the GUI. It s unfortunate that this phone can t do it. The Good Things It s good to be able to ssh in to my phone, even if the on-screen keyboard worked as well as the Android ones it would still be a major pain to use when compared to a real keyboard. The phone doesn t support connecting to a dock (unlike Samsung phones I ve used for which I found Dex to be very useful with a 4K monitor and proper keyboard) so ssh is the best way to access it. This phone has very reliable connections to my home wifi. I ve had ssh sessions from my desktop to my phone that have remained open for multiple days. I don t really need this, I ve just forgotten to logout and noticed days later that the connection is still running. None of the other phones running Debian could do that. Running the same OS on desktop and phone makes things easier to test and debug. Having support for all the things that Linux distributions support is good. For example none of the Android music players support all the encodings of audio that comes from YouTube so to play all of my music collection on Android I would need to transcode most of them which means either losing quality, wasting storage space, or both. While Lollypop plays FLAC0, mp3, m4a, mka, webm, ogg, and more. Conclusion This is a step towards where I want to go but it s far from the end goal. The PinePhonePro and Librem5 are more open hardware platforms which have some significant benefits. But the battery life issues make them unusable for me. Running Mobian on a OnePlus 6 or Droidian on a Note 9 works well for the small tablet features but without VoLTE. While the telcos have blocked phones without VoLTE data devices still work so if recruiters etc would stop requiring phone calls then I could make one of them an option. The phone works well enough that it could potentially be used by one of my older relatives. If I could ssh in to my parents phones when they mess things up that would be convenient. I ve run this phone as my daily driver since the 3rd of March and it has worked reasonably well. 6 weeks compared to my previous use of the PinePhonePro for 3 days. This is the first time in 15 years that a non-Android phone has worked for me personally. I have briefly used an iPhone 7 for work which basically did what it needed to do, it was at the bottom of the pile of unused phones at work and I didn t want to take a newer iPhone that could be used by someone who s doing more than the occasional SMS or Slack message. So this is better than it might have been, not as good as I hoped, but a decent platform to use it while developing for it.

Dirk Eddelbuettel: littler 0.3.23 on CRAN: Mostly Internal Fixes

The twentyfourth release of littler as a CRAN package landed on CRAN just now, following in the now twenty-one year history (!!) as a (initially non-CRAN) package started by Jeff in 2006, and joined by me a few weeks later. littler is the first command-line interface for R as it predates Rscript. It allows for piping as well for shebang scripting via #!, uses command-line arguments more consistently and still starts faster. It also always loaded the methods package which Rscript only began to do in later years. littler lives on Linux and Unix, has its difficulties on macOS due to some-braindeadedness there (who ever thought case-insensitive filesystems as a default were a good idea?) and simply does not exist on Windows (yet the build system could be extended see RInside for an existence proof, and volunteers are welcome!). See the FAQ vignette on how to add it to your PATH. A few examples are highlighted at the Github repo:, as well as in the examples vignette. This release, which comes just two months after the previous 0.3.22 release that brought a few new features, is mostly internal. (The previous release erroneously had 0.3.23 in its blog and social media posts, it really was 0.3.22 and this one now is is 0.3.23.) Mattias Ellert address a nag (when building for a distribution) about one example file with a shebang not have excutable modes. I accommodated the ever-changing interface the C API of R (within about twelve hours of being notified). A few other smaller changes were made as well polishing a script or two or usual, see below for more. The full change description follows.

Changes in littler version 0.3.23 (2026-04-12)

Changes in examples scripts

Correct spelling in installGithub.r to lower-case h

The r2u.r now recognises resolute aka 26.06

installRub.r can install (more easily) from r-multiverse

A file permission was corrected (Mattias Ellert in #131)

Changes in package

Update script count and examples in README.md

Continuous intgegration scripts received minor updates

The C level access to the R API was updated to reflect most recent standards (Dirk in #132)

My CRANberries service provides a comparison to the previous release. Full details for the littler release are provided as usual at the ChangeLog page, and also on the package docs website. The code is available via the GitHub repo, from tarballs and now of course also from its CRAN page and via install.packages("littler"). Binary packages are available directly in Debian as well as (in a day or two) Ubuntu binaries at CRAN thanks to the tireless Michael Rutter. Comments and suggestions are welcome at the GitHub repo.

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. You can also sponsor my Tour de Shore 2026 ride in support of the Maywood Fine Arts Center.

Russ Allbery: Review: The Teller of Small Fortunes

Review: The Teller of Small Fortunes, by Julie Leong

Publisher:	Ace
Copyright:	November 2024
ISBN:	0-593-81590-4
Format:	Kindle
Pages:	324

The Teller of Small Fortunes is a cozy found-family fantasy with a roughly medieval setting. It was Julie Leong's first novel. Tao is a traveling teller of small fortunes. In her wagon, pulled by her friendly mule Laohu, she wanders the small villages of Eshtera and reads the trivial fortunes of villagers in the tea leaves. An upcoming injury, a lost ring, a future kiss, a small business deal... she looks around the large lines of fate and finds the small threads. After a few days, she moves on, making her solitary way to another village. Tao is not originally from Eshtera. She is Shinn, which means she encounters a bit of suspicion and hostility mixed with the fascination of the exotic. (Language and culture clues lead me to think Shinara is intended to be this world's not-China, but it's not a direct mapping.) Tao uses the fascination to help her business; fortune telling is more believable from someone who seems exotic. The hostility she's learned to deflect and ignore. In the worst case, there's always another village. If you've read any cozy found-family novels, you know roughly what happens next. Tao encounters people on the road and, for various reasons, they decide to travel together. The first two are a massive mercenary (Mash) and a semi-reformed thief (Silt), who join Tao somewhat awkwardly after Tao gives Mash a fortune that is far more significant than she intended. One town later, they pick up an apprentice baker best known for her misshapen pastries. They also collect a stray cat, because of course they do. It's that sort of book. For me, this sort of novel lives or dies by the characters, so it's good news that I liked Tao and enjoyed spending time with her. She's quiet, resilient, competent, and self-contained, with a difficult past and some mysteries and emotions the others can draw over time. She's also thoughtful and introspective, which means the tight third-person narration that almost always stays on Tao offers emotional growth to mull over. I also liked Kina (the baker) and Mash; they're a bit more obvious and straightforward, but Kina adds irrepressible energy and Mash is a good example of the sometimes-gruff soldier with a soft heart. Silt was a bit more annoying and I never entirely warmed to him, but he's tolerable and does get a bit of much-needed (if superficial) character development. It takes some time for the reader to learn about the primary conflict of the story (Tao does not give up her secrets quickly), so I won't spoil it, but I thought it worked well. I was momentarily afraid the story would develop a clear villain, but Leong has some satisfying alternate surprises in store. The ending was well-done, although it is very happily-ever-after in a way that may strike some readers as too neat. The Teller of Small Fortunes aims for a quiet and relaxed mood rather than forcing character development through difficult choices; it's a fine aim for a novel, but it won't match everyone's mood. I liked the world-building, although expect small and somewhat disconnected details rather than an overarching theory of magic. Tao's ability gets the most elaboration, for obvious reasons, and I liked how Leong describes it and explores its consequences. Most of the attention in the setting is on the friction, wistfulness, and small reminders of coming from a different culture than everyone around you, but so long ago that you are not fully a part of either world. This, I thought, was very well-done and is one of the places where the story is comfortable with complex feelings and doesn't try to reach a simplifying conclusion. There is one bit of the story that felt like it was taken directly out of a Dungeons & Dragons campaign to a degree that felt jarring, but that was the only odd world-building note. This book felt like a warm cup of tea intended to comfort and relax, without large or complex thoughts about the world. It's not intended to be challenging; there are a few plot twists I didn't anticipate, but nothing that dramatic, and I doubt anyone will be surprised by the conclusions it reaches. It's a pleasant time with some nice people and just enough tension and mystery to add some motivation to find out what happens next. If that's what you're in the mood for, recommended. If you want a book that has Things To Say or will put you on the edge of your seat, maybe save this one for another mood. All the on-line sources I found for this book call it a standalone, but The Keeper of Magical Things is set in the same world, so I would call it a loose series with different protagonists. The Teller of Small Fortunes is a complete story in one book, though. Rating: 7 out of 10

Reproducible Builds: Reproducible Builds in March 2026

Welcome to the March 2026 report from the Reproducible Builds project! These reports outline what we ve been up to over the past month, highlighting items of news from elsewhere in the increasingly-important area of software supply-chain security. As ever, if you are interested in contributing to the Reproducible Builds project, please see the Contribute page on our website.

Linux kernel hash-based integrity checking proposed Eric Biggers posted to the Linux Kernel Mailing List in response to a patch series posted by Thomas Wei schuh to introduce a calculated hash-based system of integrity checking to complement the existing signature-based approach. Thomas original post mentions:
The current signature-based module integrity checking has some drawbacks in combination with reproducible builds. Either the module signing key is generated at build time, which makes the build unreproducible, or a static signing key is used, which precludes rebuilds by third parties and makes the whole build and packaging process much more complicated.
However, Eric s followup message goes further:
I think this actually undersells the feature. It s also much simpler than the signature-based module authentication. The latter relies on PKCS#7, X.509, ASN.1, OID registry, `crypto_sig` API, etc in addition to the implementations of the actual signature algorithm (RSA / ECDSA / ML-DSA) and at least one hash algorithm.

Distribution work In Debian this month,

Lucas Nussbaum announced Debaudit, a new service to verify the reproducibility of Debian source packages :
debaudit complements the work of the Reproducible Builds project. While reproduce.debian.net focuses on ensuring that binary packages can be bit-for-bit reproduced from their source packages, debaudit focuses on the preceding step: ensuring that the source package itself is a faithful and reproducible representation of its upstream source or `Vcs-Git` repository.

kpcyrd filed a bug against the `librust-const-random-dev` package reporting that the `compile-time-rng` feature of the `ahash` crate uses the `const-random` crate in turn, which uses a macro to read/generate a random number generator during the build. This issue was also filed upstream.

60 reviews of Debian packages were added, 4 were updated and 16 were removed this month adding to our knowledge about identified issues. One new issue types was added, `pkgjs_lock_json_file_issue`.

Lastly, Bernhard M. Wiedemann posted another openSUSE monthly update for their work there.

Tool development diffoscope is our in-depth and content-aware diff utility that can locate and diagnose reproducibility issues. This month, Chris Lamb made a number of changes, including preparing and uploading versions, `314` and `315` to Debian.

Chris Lamb:

Don t run `test_code_is_black_clean` test in the autopkgtests. (#1130402). [ ]

Add some debugging info for PyPI debugging. [ ]

Jelle van der Waa:

Fix compatibility with LLVM version 22. [ ]

Adjust the PGP file detection regular expression. [ ]

Michael R. Crusoe:

Reformat the source code using Black version 26.1.0 [ ][ ]

In addition, Vagrant Cascadian updated diffoscope in GNU Guix to version `315`.
rebuilderd, our server designed monitor the official package repositories of Linux distributions and attempt to reproduce the observed results there; it powers, amongst other things, reproduce.debian.net. A new version, 0.26.0, was released this month, with the following improvements:

Much smoother onboarding/installation.

Complete database redesign with many improvements.

New REST HTTP API.

It s now possible to artificially delay the first reproduce attempt. This gives archive infrastructure more time to catch up.

And many, many other changes.

Upstream patches The Reproducible Builds project detects, dissects and attempts to fix as many currently-unreproducible packages as possible. We endeavour to send all of our patches upstream where appropriate. This month, we wrote a large number of such patches, including:

Bernhard M. Wiedemann:

`minify` (rust random HashMap) / (alternative by kpcyrd)

`rpm-config-SUSE` (toolchain)

Chris Lamb:

#1129544 filed against `python-nxtomomill`.

#1130622 filed against `dh-fortran`.

#1130623 filed against `python-discovery`.

#1130666 filed against `kanboard`.

#1131168 filed against `moltemplate`.

#1131384 filed against `stacer`.

#1131385 filed against `libcupsfilters`.

#1131395 filed against `django-ninja`.

#1131403 filed against `python-agate`.

#1132074 filed against `aetos`.

#1132508 filed against `python-bayespy`.

kpcyrd:

`cargo` (HashMap random order issue; more info)

Documentation updates Once again, there were a number of improvements made to our website this month including:

kpcyrd:

Add a new page about Rust specifics. [ ][ ][ ]

Robin Candau:

Add link to the `diffoci` Arch Linux package on the Tools page. [ ]

Timo Pohl:

Add new From Constrictor to Serpent: Investigating the Threat of Cache Poisoning in the Python Ecosystem paper to the Academic publications page. [ ]

Add GitLab registration confirmation to How to join the Salsa group page. [ ]

Two new academic papers Marc Ohm, Timo Pohl, Ben Swierzy and Michael Meier published a paper on the threat of cache poisoning in the Python ecosystem: Attacks on software supply chains are on the rise, and attackers are becoming increasingly creative in how they inject malicious code into software components. This paper is the first to investigate Python cache poisoning, which manipulates bytecode cache files to execute malicious code without altering the human-readable source code. We demonstrate a proof of concept, showing that an attacker can inject malicious bytecode into a cache file without failing the Python interpreter s integrity checks. In a large-scale analysis of the Python Package Index, we find that about 12,500 packages are distributed with cache files. Through manual investigation of cache files that cannot be reproduced automatically from the corresponding source files, we identify classes of reasons for irreproducibility to locate malicious cache files. While we did not identify any malware leveraging this attack vector, we demonstrate that several widespread package managers are vulnerable to such attacks. A PDF of the paper is available online.
Mario Lins of the University of Linz, Austria, has published their PhD doctoral thesis on the topic of Software supply chain transparency: We begin by examining threats to the software distribution stage the point at which artifacts (e.g., mobile apps) are delivered to end users with an emphasis on mobile ecosystems [and] we next focus on the operating system on mobile devices, with an emphasis on mitigating bootloader-targeted attacks. We demonstrate how to compensate lost security guarantees on devices with an unlocked bootloader. This allows users to flash custom operating systems on devices that no longer receive security updates from the original manufacturer without compromising security. We then move to the source code stage. [Also,] we introduce a new architecture to ensure strong source-to-binary correspondence by leveraging the security guarantees of Confidential Computing technology. Finally, we present The Supply Chain Game, an organizational security approach that enhances standard risk-management methods. We demonstrate how game-theoretic techniques, combined with common risk management practices, can derive new criteria to better support decision makers. A PDF of the paper is available online.

Misc news On our mailing list this month:

Holger Levsen announced that this year s Reproducible Builds summit will almost certainly be held in Gothenburg, Sweden, from September 22 until 24, followed by two days of hacking. However, these dates are preliminary and not 100% final an official announcement is forthcoming.

Mark Wielaard posted to our list asking a question on the difference between `debugedit` and relative debug paths based on a comment on the Build path page: Have people tried more modern versions of `debugedit` to get deterministic (absolute) DWARF paths and found issues with it?

Finally, if you are interested in contributing to the Reproducible Builds project, please visit our Contribute page on our website. However, you can get in touch with us via:

IRC: `#reproducible-builds` on `irc.oftc.net`.

Mastodon: @reproducible_builds@fosstodon.org

Mailing list: `rb-general@lists.reproducible-builds.org`

Jamie McClelland: AI Hacking the Planet

A colleague asked me if we should move all our money to our pillow cases after reading the latest AI editorial from Thomas Friedman. The article reads like a press release from Anthropic, repeating the claim that their latest AI model is so good at finding software vulnerabilities that it is a danger to the world. I think I now know what it s like to be a doctor who is forced to watch Gray s Anatomy. By now every journalist should be able to recognize the AI publicity playbook: Step 1: Start with a wildly unsubstantiated claim about how dangerous your product is: ~~AI will cause human extinction before we have a chance to colonize mars~~ (remember that one? Even Kim Stanley Robinson, author of perhaps the most compelling science fiction on colonizing mars calls bull shit on it). ~~AI will eliminate all of our jobs~~ (this one was extremely effective at providing cover for software companies laying off staff but it has quickly dawned on people that the companies that did this are living in chaos not humming along happily with functional robots) AI will discover massive software vulnerabilities allowing bad actors to hack pretty much every major software system in the world . (Did Friedman pull that directly from Anthropic s press release or was that his contribution?) Step 2: To help stave off human collapse, only release the new version to a vetted group of software companies and developers, preferably ones with big social media followings Step 3: Wait for the limited release developers to spew unbridled enthusiasm and shocking examples that seem to suggest this new AI produce is truly unbelievable Step 4: Watch stock prices and valuations soar Step 5: Release to the world, and experience a steady stream of mockery as people discover how wrong you are Step 6: Start over Even if Friedman missed the text book example of the playbook, I have to ask: if you think bad actors compromising software resulting in massive loss of private data, major outages and wasted resources needs to be reported on, then where have you been for the last 10 years? This literally happens on a daily basis due to the fundamentally flawed way capitalism has been writing software even before the invention of AI. A small part of me wonders - maybe AI writing software is not so bad, because how could it be any worse than it is now? Also, let s keep in mind that AI s super ability at finding vulnerable software depends on having access to the software s source code, which most companies keep locked up tight. That means the owners of the software can use AI to find vulnerabilities and fix them but bad actors can t. Oh, but wait, what if a company is so incompetent that they accidentally release their proprietary software to the Internet? Surely that would allow AI bots to discover their vulnerabilities and destroy the company right? I m not sure if anyone has discovered world ending vulnerabilities in Anthropic s Claude code since it was accidentally released, but it is fun to watch people mock software that is clearly written by AI (and spoiler alert, it seems way worse that software written now). Well we probably should all be keeping our money in a pillow case anyway.

Thorsten Alteholz: My Debian Activities in March 2026

Debian LTS/ELTS This was my hundred-forty-first month that I did some work for the Debian LTS initiative, started by Raphael Hertzog at Freexian. During my allocated time I uploaded or worked on:

[DLA 4500-1] gimp security update to fix four CVEs related to denial of service or execution of arbitrary code.
[DLA 4503-1] evolution-data-server to fix one CVE related to a missing canonicalization of a file path.
[DLA 4512-1] strongswan security update to fix one CVE related to a denial of service.
[ELA-1656-1] gimp security update to fix four CVEs in Buster and Stretch related to denial of service or execution of arbitrary code.
[ELA-1660-1] evolution-data-server security update to fix one CVE in Buster and Stretch related to a missing canonicalization of a file path.
[ELA-1665-1] strongswan security update to fix one CVE in Buster related to a denial of service.
[ELA-1666-1] libvpx security update to fix one CVE in Buster and Stretch related to a denial of service or potentially execution of arbitrary code.

I also worked on the check-advisories script and proposed a fix for cases where issues would be assigned to the coordinator instead of the person who forgot doing something. I also did some work for a kernel update and packages snapd and ldx on security-master and attended the monthly LTS/ELTS meeting. Last but not least I started to work on gst-plugins-bad1.0 Debian Printing This month I uploaded a new upstream versions:

epson-inkjet-printer-escpr to unstable.
sane-airscan to unstable.
printer-driver-oki to unstable.

Several packages take care of group lpadmin in their maintainer scripts. With the upload of version 260.1-1 of systemd there is now a central package (systemd systemd-standalone-sysusers systemd-sysusers) that takes care of this. Other dependencies like adduser can now be dropped. This work is generously funded by Freexian! Debian Lomiri This month I continued to work on unifying packaging on Debian and Ubuntu. This makes it easier to work on those packages independent of the used platform. I am also able to upload Debian packages to the corresponding Ubuntu PPA now. A small bug had to be fixed in the python script to allow the initial configuration in Launchpad. This work is generously funded by Fre(i)e Software GmbH! Debian Astro This month I uploaded a new upstream version or a bugfix version of:

libplayerone to experimental. For a list of other packages please see below.

I also uploaded lots of indi-drivers (libplayerone, libsbig, libricohcamerasdk, indi-asi, indi-eqmod, indi-fishcamp, indi-inovaplx, indi-pentax, indi-playerone, indi-sbig, indi-mi, libahp-xc, indi-aagcloudwatcher, indi-aok, indi-apogee, libapogee3, indi-nightscape, libasi, libinovasdk, libmicam, indi-avalon, indi-beefocus, indi-bresserexos2, indi-dsi, indi-ffmv, indi-fli, indi-gige, info-gphoto, indi-gpsd, indi-gpsnmea, indi-limesdr, indi-maxdomeii, indi-mgen, indi-rtklib, indi-shelyak, indi-starbook, indi-starbookten, indi-talon6, indi-weewx-json, indi-webcam, indi-orion-ssg3, indi-armadillo-playtypus ) to experimental to make progress with the indi-transition. No problems with those drivers appeared and the next step would be the upload of indi version 2.x to unstable. I hope this will happen soon, as new drivers are already waiting in the pipeline. There have been also four packages, that migrated to the official indi package and are no longer needed as 3rdparty drivers (indi-astrolink4, indi-astromechfoc, indi-dreamfocuser, indi-spectracyber). While working on these packages, I thought about testing them. Unfortunately I don t have enough hardware to really check out every package, so I can upload most of them only as is. In case anybody is interested in a better testing coverage and me being able to provide upstream patches, I would be very glad about hardware donations. Debian IoT This month I uploaded a new upstream version or a bugfix version of:

pywws to unstable.

Debian Mobcom This month I uploaded a new upstream version or a bugfix version of:

osmo-trx to unstable.

misc This month I uploaded a new upstream version or a bugfix version of:

cc-tool to unstable.
mailio to unstable.
gnupg-pkcs11-scd to unstable.
odoo to unstable.

I also sponsored the upload of Matomo. Thanks a lot to William for preparing the package.

Joerg Jaspert: Building a house - 1 year in

Haven t written here about it, but last March we finally started on our journey to get our own house build, so we can move out of the rented flat here. That will be a big step, both the actual building, but also the moving - I am living at this one single place for 36 years now. If you can read german there is a dedicated webpage where I sometimes write about the process. Will have much more details (and way more ramblings) than the following part. If you can t read german, a somewhat short summary follows. Yes, still a lot of text, but shortened, still.

What? Why now? Current flat has 83m - which simply isn t enough space. And the number of rooms also doesn t fit anymore. But it is hard to find a place that fits our requirements (which do include location). Moving to a different rented place would also mean changed amount of rent. And nowadays that would be huge increase (my current rent is still the price from about 30 years ago!). So if we go and pay more - we could adjust and pay for something we own instead. And both, my wife and I had changes in our jobs that made it possible for us now, so we started looking.

Market Brrrr, looking is good, actually finding something that fits - not so. We never found an offer that fit. Space wise, sure. But then location was off, or price was idiotically high. Location fit, but then size was a joke, and guess about the price Who needs 200 square meters with 3 rooms? Entirely stupid design choices there. Or how about 40 square meters of hallway - with 50m of tiny rooms around. What are they smoking? Oh, there, useful size, good rooms - but now you want more money than a kidney is worth, or something. Thanks, no.

New place In February 2025 we finally got lucky and found a (newly opened) area with a large number of places to build a house on. Had multiple talks with someone from on of the companies developing that area (there are two you can select from), then talked with banks and signed a contract in March 2025. We got promised that actual house construction would be first quarter of 2026, finished in second quarter.

House type There are basically 2 ways of building a new house (that matter here). First is called Massivhaus , second is called Fertighaus in german, roughly translating to solid and prefabricated. The latter commonly a wood based construction, though it doesn t need to be. The important part of it is the prefabrication, walls and stuff get assembled in a factory somewhere and then transported to your place, where they play big kid lego for a day and suddenly a house is there. A common thought is prefabricated is faster, but that is only a half true. Sure, the actual work on side is way shorter - usually one or two days and the house is done - while a massive construction usually takes weeks to build up. But that is only a tiny part of the time needed, the major part goes of into planning and waiting and in there it doesn t matter what material you end up with.

Money fun Last year already wasn t the best time to start a huge loan - but isn t it always a few years ago would have been better ? So we had multiple talks with different banks and specialised consultants until we found something that we thought is good for us. Thinking about it now - we should have put even more money on top as reserve , but who could have thought that 2026 turns into such a shitshow? Does not help at all, quite the contrary. And that damn lotto game always ends up with the wrong numbers, meh.

Plans and plans and more plans - and rules For whichever reason you can not just go and put something on your ground and be happy. At least not if you are part of the normal people and not enormously rich. There is a large set of rules to follow. Usually that is a good thing, even though some rules are sometimes hard to understand. In Germany, besides the usual laws, we have something that is called Bebauungsplan , which translates to development plan (don t know if that carries the right meaning, it s a plan on what and how may be build, which can have really detailed specifications in). It basically tells you every aspect on top of the normal law that you have to keep in mind. In our case we have the requirement of 2 full floors and CAN have a third smaller on top, it limits how high the house can be and also how high our ground floor may be compared to the street. It regulates where on the property we may build and how much ground we may cover with the house, it gives a set of colors we are allowed to use, it demands a flat roof that we must have as a green roof and has a number of things more that aren t important enough to list here. If you do want to see the full list, my german post on it has all the details that matter to us. With all that stuff in mind - off to plans. Wouldn t have believed how many details there are to take in. Room sizes are simple, but how to arrange them for ideal usage of the sun, useful ways inside the house, but also keeping in mind that water needs to flow through and out. Putting a bath room right atop a living room means a water pipe needs to go down there. Switch the bath room side in the house, and it suddenly is above the kitchen - means you can connect the pipes from it to the ones from kitchen, which is much preferred than going through the living room. And lots more such things. It took us until nearly end of October to finalize the plans! And we learned a whole load from it. We started with a lot of wishes. The planner tried to make them work. Then we changed our minds. Plans changed. Minds changed again. Comparing the end result with the first draft we changed most of the ground floor around, with only the stairs and the entrance door at the same position. Less changes for the upper floor, but still enough.

Side quests The whole year was riddled with something my son named side quests. We visited a construction exhibition near us, we went to the house builders factory and took a look on how they work. We went to many different other companies that do SOME type of work which we need soon, say inside floors, painters, kitchen and more stuff. Of course the most important side quest was a visit to the notary to finalize the contracts, especially for the plot of land (in Germany you must have a notary for that to get entered into the governments books). Creates lots of fees, of course, for the notary and also the government (both fees and taxes here).

Building permit We had been lucky and only needed a small change to the plans to get the building permit - and the second part, the wastewater permit (yes, you need a separate one for this) also got through without trouble.

Choices, so many of them So in January we finally had an appointment for something that s called Bemusterung which badly translates to Sampling . Basically two days at the house builders factory to select all of what s needed for the house that you don t do in the plans. Doors, inside and out and their type and color and handles. Same things for the windows and the blinds and the protection level you want the windows to have. Decide about stairs, design for the sanitary installations - and also the height of the toilet! - and the tiles to put into the bathrooms. Decisions on all the tech needed (heating system, ventilation and whatnot. Two days, busy ones - and you can easily spend a lot of extra money here if you aren t careful. We managed to get out of it with only about 4000 extra, so pretty good.

Electro and automation Now, here I am special. Back when I was young the job I learned is electrician. So here I have very detailed wishes. I am also running lots of automatism in my current flat - obviously the new house should be better than that. So I have a lot of ideas and thoughts on it, so this is entirely extra and certainly out of the ordinary the house builder usually see. Which means I do all of that on my own. Well, the planning and some of the work, I must have a company at hand for certain tasks, it is required by some rules. But they will do what I planned, as long as I don t violate regulations. Which means the whole electrical installation is different. Entirely planned for automatisms and using KNX for it. I am so happy to ditch Homeassistant and the load of Homematic, Zigbee and ZWave based wireless things. Ok, Homeassistant is a nice thing - it can do a lot. And it can bridge between about any system you can find. But it is a central single point of failure. And it is a system that needs constant maintenance. Not touched for a while? Plan for a few hours playing update whack-a-mole. And often enough a component here or there breaks with an update. Can be fixed, but takes another hour or two. So I change. Away from wireless based stuff. To wires. To a system thats a standard for decades already. And works entirely without a SPOF. (Yes, you can add one here too). And, most important, should I ever die - can easily be maintained by anyone out there dealing with KNX, which is a large number of people and companies. Without digging through dozens of specialised integrations and whatnot. I may even end up with Homeassistant again - but that will entirely be as a client. It won t drive automations. It won t be the central point to do anything for the house. It will be a logging and data collecting thing that enables me to put up easy visualizations. It may be an easy interface for smartphones or tablets to control parts of the house, for those parts where one wants this to happen. Not the usual day-to-day stuff, extras on top.

Actual work happening Since march there finally is action visible. The base of the house is getting build. Wednesday the 1st April we finally got the base slab poured on the construction site and in another 10 days the house is getting delivered and build up. A 40ton mobile crane will be there.

Samuel Henrique: Bringing HTTP/3 to curl on Amazon Linux

Screenshot of the top entry of the curl package's changelog, showing the following: Changelogs for curl-8.17.0-1.amzn2023.0.2.x86_64 * Mon Mar 16 00:00:00 2026 Samuel Henrique (samueloph) <samhn@amazon.com> - 8.17.0-1.amzn2023.0.2 - Enable HTTP/3 support in the full build using ngtcp2 and nghttp3 - HTTP/3 is explicitly disabled in the minimal build - Add runtime dependencies on libnghttp3 and libngtcp2 with minimum version pinning - Run tests in parallel via upstream make test-nonflaky, with serial fallback for race-prone tests

tl;dr Starting with curl 8.17.0-1.amzn2023.0.2 in Amazon Linux 2023, you can now use HTTP/3.

dnf swap -y libcurl-minimal libcurl-full
dnf swap -y curl-minimal curl-full
curl --http3-only https://example.com

(HTTP/3 is only enabled in the curl -full builds) Or, if you would like to try it out in a container:

podman run amazonlinux:2023 /bin/sh -c 'dnf upgrade -y --releasever=latest && dnf swap -y libcurl-minimal libcurl-full && dnf swap -y curl-minimal curl-full && curl --http3-only https://example.com'

For a list of test endpoints, you can refer to https://bagder.github.io/HTTP3-test/

The Upgrade I Didn't Have to Make My teammate Steve Zarkos, who previously worked on upgrading OpenSSL in Amazon Linux from 3.0 to 3.2, spent the last few months on the complex task of bumping OpenSSL again, this time to 3.5. A bump like this only happens after extensive code analysis and testing, something that I didn't foresee happening when AL2023 was released but that was a notable request from users. Having enabled HTTP/3 on Debian, I was always keeping an eye on when I would get to do the same for Amazon Linux (mind you, I work at AWS, in the Amazon Linux org). The bump to OpenSSL 3.5 was the perfect opportunity to do that, for the first time Amazon Linux is shipping an OpenSSL version that is supported by ngtcp2 for HTTP/3 support.

Non-Intrusive Change In order to avoid any intrusive changes to existing users of AL2023, I've only enabled HTTP/3 in the full build of curl, not in the minimal one, this means there is no change for the minimal images. The way curl handles HTTP/3 today also does not lead to any behavior changes for those who have the full variants of curl installed, this is due to the fact that HTTP/3 is only used if the user explicitly asks for it with the flags `--http3` or `--http3-only`.

Side Quests Supporting HTTP/3 on curl also requires building it with ngtcp2 and nghttp3, two packages which were not shipped in Amazon Linux, besides, my team doesn't even own the curl package, we are a security team so our packages are the security related stuff such as OpenSSL and GnuTLS. Our main focus is the services behind Amazon Linux's vulnerability handling, not package maintenance. I worked with the owners of the curl package and got approvals on a plan to introduce the two new dependencies under their ownership and to enable the feature on curl, I appreciate their responsiveness. Amazon Linux 2023 is forked from Fedora, so while introducing ngtcp2, I also sent a couple of Pull Requests upstream to keep things in sync: [ngtcp2] package latest release 1.21.0 [ngtcp2] do not skip tests While building the curl package in Amazon Linux, I've noticed the build was taking 1 hour from start to end, and the culprit was something well known to me; tests. The curl test suite is quite extensive, with more than 1600 tests, all of that running without parallelization, running two times for each build of the package; once for the minimal build and again for the full build. I had previously enabled parallel tests in Debian back in 2024 but never got around to submit the same improvements to Amazon Linux or Fedora, this is now fixed. The build times for Amazon Linux came down to 10 minutes under the same host (previously 1 hour), and Fedora promptly merged my PR to do the same there: [curl] run tests in parallel All of this uncovered a test which is timing-dependent, meaning it's not supposed to be run with high levels of parallelism, so there goes another PR, this time to curl: Flag test 766 as timing-dependent#21155 What started as enabling a single feature turned into improvements that landed in curl, Fedora, and Amazon Linux alike. I did this in a mix of work and volunteer time, mostly during work hours (work email address used when this was the case), but I'm glad I put in the extra time for the sake of improving curl for everyone.

Release Notes Amazon Linux 2023 release notes for 2023.10.20260330

Thomas Lange: FAIme using apt-cacher-ng

The FAI.me service has become faster over the past two months. First, the tool fai-mirror can now download all packages in one go (with all their dependencies) instead of downloading one by one. This helped a lot for the Linux Mint ISO because it uses a long list of packages. I've also added a local apt cache (using apt-cacher-ng), so the network speed does not matter any more in most cases. This led to the following improvements:

Linux Mint install ISOs went from around 6-7 min to now only 2min.
Ubuntu install ISO went from average 3min to around 90 seconds.
The average time for a Debian Linux install ISO dropped from 2min to 40 seconds.

So far we only had once a problem with apt-cacher-ng, because the underlying partition was full. Building cloud and live images do not gain that much from the local package cache, because most time is spend in extracting and installing the packages.

Russ Allbery: Review: Code Blue Emergency

Review: Code Blue Emergency, by James White

Series:	Sector General #7
Publisher:	Orb
Copyright:	1987
Printing:	May 2003
ISBN:	0-7653-0663-8
Format:	Trade paperback
Pages:	252

Code Blue Emergency (annoying em-dash in original title) is the seventh book of James White's Sector General science fiction series about a vast multi-species hospital station. While there are some references to (and spoilers for) earlier books in the series, you don't have to remember the previous books to read this one. I had no trouble despite a nine-year gap. I read this as part of the Orb General Practice omnibus, which collects this novel and The Genocidal Healer. Cha Thrat is a Sommaradvan warrior-surgeon, member of a newly-discovered species that is beginning the process of contact with the Federation. She saved a Monitor corps human after an accident on her world, performing some some highly competent surgery on a species she had never seen before. That plus her somewhat outcast status on her own world due to her very traditional attitude towards medical ethics led Sector General to extend an offer of medical internship, and led her to leap into the unknown by accepting. This may have been a mistake; there is a great deal that Sector General does not understand about Sommaradvan medical ethics. This series entry is another proper (if somewhat episodic) novel and the first book of the series that doesn't primarily focus on Conway. He makes an appearance in his new role as Diagnostician, but only as a supporting character. Code Blue Emergency is told in the tight third-person perspective of Cha Thrat, an alien who finds many things about Sector General baffling, confusing, and ethically troubling (and who therefore provides a good reader surrogate for reintroducing the basics of how the hospital works). Using an alien viewpoint is a more sophisticated narrative technique than White has used previously. I'm glad he tried it, and it mostly works, although I have some complaints. Cha Thrat comes from the middle caste of a strictly hierarchical society of three castes, but is also immensely stubborn and used to a medical system in which doctors take sole responsibility for their patients. This creates a lot of cultural conflicts, and I do enjoy science fiction where the human attitudes are portrayed as the strange ones, but the cultural analysis offered by this novel is not very deep. The pattern of this book is for Cha Thrat to stumble into a successful approach to a problem while being either oblivious to or hostile to the normal hierarchical structure expected of medical trainees. This is believable as far as it goes. She is a skilled and intelligent doctor with some good instincts and a strong commitment to patient care, but is also culturally inclined to not ask for help. It makes sense for that to be a serious problem in a hospital. Unfortunately, no one says this directly. Sector General staff get quite upset in ways that seem more territorial than oriented towards patient safety, no one directly explains to Cha Thrat why following a process is important or shows examples of what could go wrong, and plot armor means that her mistakes usually have positive outcomes. One can extrapolate the reasons why she is not a good medical student, but the reader is forced to do the extrapolation. This is the sort of book where the narration makes clear there are unresolved cultural clashes that are going to cause problems but hides the details. To Cha Thrat, her perspective is so obvious she never bothers to explain it to the reader, so the specifics come as a surprise. As with the alien perspective, I've seen this technique used with more subtlety and sophistication in other books, but White's version mostly works. Cha Thrat is a sympathetic protagonist because she is truly trying to take the most ethical and empathetic action in every situation and is clearly competent. Most of my frustration as a reader, ironically, lands on the other Sector General doctors who seem to make little to no effort to understand her perspective when she fails to conform to their expectations. This is believable in the abstract, but the whole point of Sector General is that they're supposed to be wiser about interspecies difference than this. Also, sometimes their reactions just seem petty. Cha Thrat has a very hierarchical concept of medicine that matches the social classes of her culture. For her, the highest tier of doctor are wizards who treat rulers, because the work of rulers is mostly mental and intellectual and therefore the diseases of rulers are treated with magic spells performed with words to reshape their thinking rather than surgery on their bodies. O'Mara and the other Sector General psychologists take great offense at this, muttering about being called witch doctors, which I found completely absurd. This is a comprehensible, if odd, description of psychology from a wholly alien species. Surely one's first reaction should be that words like "wizard" or "magic" are translation errors. Don't get offended; look to see if the underlying substance matches, which it clearly does. Apart from cultural and psychological clashes, Code Blue Emergency has the standard episodic Sector General structure of interesting medical mysteries that require lateral thinking. I find this sort of puzzle story satisfying, particularly given the firm belief of every character in an essentially pacifist and empathetic approach to even the most alien of creatures. This determined non-violence is one of the more interesting things about this series, and it continues here. White does tend towards both biological and gender essentialism for everyone other than the protagonist and main supporting characters, but he seemed to be walking back some of the more outrageous limitations on women that appeared in previous books. There is still some nonsense in here about how females of any species can't be Diagnosticians, but then Cha Thrat, who is female, seems to violate the justification for that rule over the course of this novel (sadly without comment). Perhaps he's setting up for proving Sector General wrong about this prejudice. I picked this up after reading Elizabeth Bear's Machine, which is essentially a (better written) Sector General novel that got me in the mood for reading more. I wouldn't give Code Blue Emergency any awards, but it delivered exactly what I was looking for. This series is not as deep or well-written as some more recent SF, but it is reliably itself and reliably entertaining. There are worse things in a series. Recommended if you're in the mood for alien ER in space. The omnibus edition that I read has an introduction to both novels by John Clute. It does add some interesting insights, but (as is somewhat typical for Clute) it also spoils parts of both books. You may want to read it after you read the novels. Followed by The Genocidal Healer. Rating: 7 out of 10

Jamie McClelland: Mailman3 has 2 databases. Whoops.

At May First we have been carefully planning our migration of about 1200 lists from mailman2 to mailman3 for almost six months now. We did a lot of user communications, had several months of beta testing with a handful of lists ported over, and everything was looking good. So we kicked off the migration! But, about 15% of the way through I started seeing sqlite lock errors. Wait, what? I carefully re-configured mailman3 to use postgres, not sqlite. Well, yes, but apparently that was for the database managing the email list configuration, not the database powering the django web app, which, incidentally, also includes hundresds of gigabytes of archives. In other words, the one we really need in postgres, not sqlite.

Moving from sqlite to postgres Well that sucks. We immediately stopped the migration to deal with this. I noticed that the web is full of useful django instructions on how to migrate your database from one database to antoher. However, if you read the fine print, those convenient looking dumpdata loaddata workflows are designed to move the table definitions and a small amount of data. In our case, even after just 15% of our lists moved, our sqlite database was about 30GB. I considered some of the hacks to manage memory and try to run this via django, but eventually decided that pgloader was a more robust option. This option also allowed me to more easily test things out on a copy of our sqlite database (made while mailman was turned off). This way I could migrate and re-migrate the sqlite database over and over without impacting our live installation until I was satisfied it was all working. My first decision was to opt out of pgloader s schema creation. I used django s schema creation tool by:

Turning off mailman3 and mailman3-web and changing the mailman web configuration to use the new postgresql database.
Running mailman-web migrate
Changing the mailman web configuration back to sqlite and starting everything again.

Note: I tried just adding new database settings in the mailman web configuration indexed to new - django has the ability to define different databases by name, then you can run mailman-web migrate --database new. But, during the migration, I caught django querying the sqlite database for some migrations that required referencing existing fields (specifically hyperkitty s 0003_thread_starting_email). I didn t want any of these steps to touch the live database so I opted for the cleaner approach. Once I had a clean postgres schema, I dumped it so I could easily return to this spot. Next I started working on our pgloader load file. After a lot of trial and error, I ended with:

LOAD DATABASE
    FROM sqlite:///var/lib/mailman3/sqlite-postgres-migration/mailman3web.clean.backup.db
    INTO postgresql://mailmanweb:xxxxxxxxxxx@localhost:5432/mailmanweb

WITH data only,
    reset sequences,
    include no drop,
    disable triggers,
    create no tables,
    batch size = 5MB,
    batch rows = 500,
    prefetch rows = 50,
    workers = 2,
    concurrency = 1

SET work_mem to '64MB',
    maintenance_work_mem to '512MB'

CAST type datetime to timestamptz drop default drop not null,
    type date to date drop default drop not null,
    type int when (= precision 1) to boolean using tinyint-to-boolean,
    type text to varchar using remove-null-characters;

The batch, prefetch, workers and concurreny settings are all there to ensure memory doesn t blow up. I also discovered that I had to make some changes to the schema before loading data. Mostly truncating tables that the django migrate command populated to avoid duplicate key errors:

TRUNCATE TABLE django_migrations CASCADE;
TRUNCATE TABLE django_content_type CASCADE;
TRUNCATE TABLE auth_permission CASCADE;
TRUNCATE TABLE django_site CASCADE;

And also, I had to change a column type. Apparently the mailman import process allowed an attachment file name that exceeds the limit for postgres, but was allowed into sqlite:

ALTER TABLE hyperkitty_attachment ALTER COLUMN name TYPE text

When pgloader runs, we still get a lot of warnings from pgloader, which wants to cast columns differently than django does. These are harmless (I was able to import the data without a problem). And there are still a lot of warnings along the lines of:

2026-03-30T14:08:01.691990Z WARNING PostgreSQL warning: constraint hyperkitty_vote_email_id_73a50f4d_fk_hyperkitty_email_id of relation hyperkitty_vote does not exist, skipping

These are harmless as well. They appear because disable triggers disables foreign key constraints. Without it, we wouldn t be able to load tables that require values in tables that have not yet been populated. After all the tweaking, the import of our 30GB sqlite database took about 40 minutes.

Final Steps I think the reset sequences from pgloader should take care of this, but just in case:

mailman-web sqlsequencereset hyperkitty mailman_django auth   mailman-web dbshell

And, just to ensure postgres is optimized, run this in the psql shell:

ANALYZE VERBOSE;

Last thoughts I understand very well all the decisions the mailman3 devs made in designing the next version of mailman, and if I was in the same place I may have made them the same ones. For example, separating the code running the mailing list from the code managing the archives and the web interface makes perfectly good sense - many people might want to run just the mailing list part without a web interface. And building the web interface in django makes a lot of sense as well - why re-invent the wheel? I m sure a lot of time and effort was saved by simply using the built in features you get for free with django. But the unfortunate consequence of these decisions is that sys admins have a much harder time. Almost everyone wants the email lists along with the web interface and the archives. But nobody wants two different configuration files with different syntaxes and logic, not to mention two different command lines to use for maintenance and configuration with completely different APIs. Trying to understand how to change a default template or set list defaults requires a lot of research and usually you have to write a python script to do it. I have finally come to the conclusion that mailman2 is designed for sys admins, while mailman3 is designed for developers. Despite these short comings, I am impressed with the community and their quick and friendly responses to the questions of a confused sys admin. That might be more valuable than anything else.

Russ Allbery: Review: The Cloak and Its Wizard

Review: The Cloak and Its Wizard, by R.Z. Nicolet

Publisher:	UpLit Press
Copyright:	February 2026
ISBN:	1-917849-15-X
Format:	Kindle
Pages:	423

The Cloak and Its Wizard is a standalone (at least so far) urban fantasy superhero (sort of) novel. R.Z. Nicolet is the marketing pseudonym for Rachel Reddick. This is her first novel.

I'm picky about wizards. The wizards themselves will complain about that, but of course I'm picky. When I choose a wizard, barring utter abandonment of moral scruples, it's a till-death-do-us-part situation. (Their death, not mine. I'm the next best thing to indestructible.)

The Cloak of Sunset and Starlight is a major artifact, meaning that it has its own preferences and is capable of independent action. It has been sitting in a glass case in the wizards' library for about a hundred years, waiting for someone interesting. (Well, mostly sitting. Occasionally it sneaks out to eavesdrop or move the books around.) Veronica Noble is interesting. She's older than most initiates, thoughtful, observant, and clearly had some mundane career before joining the Order. Her aura is appealing, and her mental shields and resistance to influence are intriguing. Normally, the Cloak would take its time investigating a new potential wizard, but the Sword was making thoughtful rattling sounds, and no way is the Cloak going to let the Sword claim her first. Time to choose a new wizard!

It was nice, being draped over warm shoulders, and feeling a heartbeat again. I could tell she closed her eyes without even looking. She sighed. "I just got picked by the intransigent one, didn't I?"

The last time I picked a book from the Big Idea feature in Scalzi's Whatever blog, it didn't go that well, but if you're going to write a book specifically for me, I'm going to read it. There are very few tropes of SFF that I love more than intelligent companion objects, and Nicolet's introduction to the story was compelling. So I gave this book discovery method another chance. I'm glad I did, because this was exactly what I was in the mood for and a delight from cover to cover. Veronica Noble is not a typical wizard. She's a surgeon and was quite happy to be a surgeon until an unexpected encounter with a magical creature killed her brother. The forgetting spell cast by the wizards who came to handle the Cassandra wyrm didn't work on her, so she was dragged reluctantly into the secret magical world of the Order. This long-lived society of wizards quietly defends the world against magical intrusions from other planes of existence. Now she's a wizard with a magical cloak, which she is not at all sure she wants. Veronica is not the protagonist, though. The Cloak of Sunset and Starlight is. As far as it is concerned, its job is to assist its wizard, enjoy watching interesting feats of magic, and look fabulous doing so. It's protective, dramatic, rather vain, endlessly curious, easily bored, and intensely loyal. When it becomes clear that the Order has some serious problems, the Cloak knows what side it's on. This sounds a bit like urban fantasy, so I was surprised when the first superheroes showed up, although given the explicit Doctor Strange inspiration I probably should have expected them. The Order and the superheroes do not mix, at least at the start of the novel. The wizards view the superheroes as a loud and irritating intrusion and hide magical activities from them the same as they do the rest of the world. Veronica's opening opinion on superheroes is based on being a trauma surgeon in a hospital dealing with the aftermath of their fights (which makes me wonder if the author has read Hench, although the idea is older than that book). As with the Order, the role of superheroes in this world gets more complicated as the plot develops. There is a surprising amount of plot and some very nice world-building here, including multiple twists that I was not expecting. Veronica is the sort of stubborn and deeply ethical person who will not leave a problem alone if she has the ability to fix it, which is a good recipe for getting deeper and deeper into a complex plot. She's believable as a surgeon: somewhat taciturn, calm in emergencies, detail-oriented, methodical, and not at all dramatic. This makes the Cloak a perfect foil and complement. Watching their partnership develop was very satisfying. This is a sidekick novel, and like the best sidekick novels it makes the not-protagonist more interesting and more relatable by showing them from an outside and skewed perspective. Piecing together what Veronica must be thinking is part of the fun, as is sharing the Cloak's protectiveness towards her as it becomes clear how much she's been through and how good of a person she is. The Cloak's personality was a little too much like a cat for me I would have preferred a more unique viewpoint, fewer cat-coded shenanigans, and a bit less of the running laundry machine joke. But that's a quibble. Its endless curiosity drives the plot forward and uncovers more of the world-building, and I just love reading stories from the perspective of this sort of loyal and protective magical creature. I had so much fun with this book. It's a popcorn sort of book, and I thought the ending sputtered a little, but overall it was great. Parts of it could have been designed in a lab to appeal to me specifically, so I'm not sure if other people will enjoy it as much, but its hit rate with my friends so far has been good. Highly recommended, and I will be watching for any further novels from Nicolet. The Cloak and Its Wizard reaches a satisfying conclusion and doesn't advertise itself as part of a series, but there is room for a sequel. If Nicolet ever writes one, I'd read it. Rating: 8 out of 10

Samuel Henrique: Latest NVIDIA Drivers for Debian (Packaged with AI)

tl;dr This is not an official package, it's good enough for me and it might be good enough for you, confirmed as working in Debian Testing but I don't have a Stable machine to test there. You can use my custom repo to install the latest NVIDIA drivers on Debian Stable, Testing or Unstable (install from Sid repository): https://deb.debusine.debian.net/debian/r-samueloph-nvidia-ai/ The page above contains the APT sources you need, just add the one for your release to `/etc/apt/sources.list.d/r-samueloph-nvidia-ai.sources`, run `sudo apt update` and install the packages, you might need to disable Secure Boot.

This is not about AI Discussions about AI are quite divisive in the Free Software communities, and there's so much to be said about it that I'm not willing to go into in this blog post. This is rather just me telling people that if they need up-to-date NVIDIA packages for Debian, they could check if my custom repository gets the job done. The AI part is a means to an end, I've been careful to note in the repository names that the packages were produced with AI to respect people who do not want to run it for any reason.

RTX 5000 series support Back in May 2025 I opened a bug report asking for the NVIDIA drivers on Debian to be updated to support the RTX 5000 series. The Nouveau drivers might be good enough for some people, but I need the NVIDIA drivers because I want to play games and do experiments with open weight models. Opening a bug report doesn't guarantee anything, at the end of the day Debian Developers are volunteers, so if I really wanted the newer drivers, I would have to do something about it, ideally submitting a merge request. I briefly looked into the NVIDIA packaging, which involves 3 source packages (and one extra git repo for tarballs), unfortunately this was going to take more time and effort than what I was willing to spend.

What I Did After a few weeks of lamenting that I wasn't running the NVIDIA drivers, I figured I was willing to put in more effort than I originally thought, just enough to instruct the Claude Code agent to package the latest releases. I'm skilled enough with agentic tools that I knew how to use it to save time; providing a clear instruction on how to build the package and explaining the packaging layout, then letting the agent iterate until it gets a working build. The agent was running inside a VM that didn't have any of my credentials. After a little bit of back and forth, where I was reviewing the changes guiding the agent into how to fix certain issues, I ended up with a working set of packages. Once I installed it on my machine and confirmed they worked, I set up a debusine repository to make it easier to install future updates, and let others test it out. Debusine is analogous to Ubuntu's famous PPA, or Fedora's EPEL, it's a relatively new project but it has been working fine for this. Matheus Polkorny helped me test the packages and did spot a few issues which are fixed now. The Debusine developers were also always quick to respond to my questions and bug reports.

How Good Is It? Short answer: good enough for daily use, but not a substitute for an official Debian package. The whole point of doing this is because I don't have enough free time to maintain the package myself. All of this work was done as a volunteer, on my personal time. This means I'm trusting the agent to some degree; I review its commits but I don't go too deep into it, the quality will be dictated by the fact that I'm a Debian Developer and so by how easily I can spot issues without double checking everything. I only have a single machine with an NVIDIA GPU, this machine runs Debian Testing and so I don't have a way to test the Stable packages. I can do my best to address problems but at this point there is a risk that new updates break something. Installing NVIDIA drivers has always been a bit risky regardless, if you're comfortable with reverting updates and handling a system without a graphical interface (in case you end up in a tty), you will be fine. You will likely need to disable Secure Boot in order to use them, or set up your BIOS so that a MOK can be used to sign the DKMS modules. When choosing the version strings for the packages, I was careful enough to pick something that would sort lower than an official Debian package, meaning that whenever that same version is packaged in Debian, your system will see it as an upgrade. If you have any other methods of installing the NVIDIA drivers on your Debian system that is working for you, you should likely stick to that. I have a strong preference for installing them through .deb packages, making the package sort out configuration changes and dependency updates, besides handling the DKMS modules. Ultimately I'm not happy with the amount of difficulty that Debian users have in installing up-to-date NVIDIA drivers, and I hope this makes it easier for some.

How To Install Head over to the Debusine page that contains both repos for Trixie (Debian Stable) and Sid (for Debian Testing and Unstable): https://deb.debusine.debian.net/debian/r-samueloph-nvidia-ai/ If you are running Debian Testing, then pick the Sid repository. That page contains the contents of the apt .sources file you need, create the file /etc/apt/sources.list.d/r-samueloph-nvidia-ai.sources with the sources for your release. Run sudo apt update and install the packages you need, if you already have a previous version installed, sudo apt upgrade --update would update them. If there are no upgrades, meaning you don't have a previous version installed, then you need to explicitly install them.

sudo apt install nvidia-open-kernel-dkms nvidia-driver

If you run into issues in Debian Stable, consider using the Linux kernel package from the backports repository, if you need an up-to-date NVIDIA driver, you likely should also be running the backports kernel package (if you can't upgrade to Debian Testing).

Future Plans I currently have no means of measuring how many people are using the debusine repositories, so if you do end up using it feel free to let me know somehow. I don't know for how long I will keep managing this repository, and how much effort I will spend, but my machine needs it and for now I will keep it up-to-date with the latest production-grade NVIDIA drivers.

Sources The sources of the packages are available under a namespace in Salsa (Debian's GitLab instance): https://salsa.debian.org/samueloph-forks-team/nvidia-drivers-forks-with-ai You can also get the exact sources used in the repositories from debusine: https://debusine.debian.net/debian/r-samueloph-nvidia-ai/collection/debian:suite/sid-nvidia-ai/search/?category=debian:source-package https://debusine.debian.net/debian/r-samueloph-nvidia-ai/collection/debian:suite/trixie-nvidia-ai/search/?category=debian:source-package

Russell Coker: Communication and Hostile AIs

We seem to be entering an AI apocalypse of sorts, they aren t going to kill us or even take our jobs. What they are doing is destroying the Internet commons by filling it with rubbish. This isn t even real AI, just pattern matching and prediction systems, mostly LLMs. The Problem Scott Shambaugh s saga of being attacked and defamed by an OpenClaw AI bot is interesting and raises some disturbing possibilities for future online discussion [1]. Imagine what it would be like if everyone who was in any way notable for free software work had 100 such bots going after them. Dania Dumas wrote an insightful blog post about why OpenClaw is impossible to secure and why it won t go away [2]. Bruce Schneier and Nathan E. Sanders wrote an insightful article about the AI generated text arms race [3] primarily concentrating on situations in which text that was assumed to be written by humans but was actually written in bulk by bots was performing a DOS attack on people who were reviewing it. There are many situations such as book publishing and publishing letters to the editor of newspapers where getting new material from unknown people is an important part of the job but where there are also people making low quality submissions that are almost a DOS attack at the best of times. Currently the email spam problem continues to get worse and when LLM use increases it will get significantly worse. Email encryption isn t viable [4]. The PGP web of trust never really worked well as it s too difficult for most users. The amount of AI generated content that s being recommended to users on platforms like YouTube and Facebook is steadily increasing and the amount of LLM generated commentary that purports to be from real people on Twitter and Facebook is also increasing. Here s an informative blog post by Erich Schubert about this [5]. Potential Solutions Surrender? One option and possibly the default option is to surrender to this and just let everything we built on the Internet over decades get destroyed. Whether to surrender is a decision that can be made on a per-service basis. Twitter is pretty much useless anyway, I quit Twitter because Elon deliberately made it suck [6]. In my opinion this is not surrendering to what s being done there, I m just stopping wasting time on it and using better options. I used to have about 300 followers on Twitter and I don t think that many of them would ever choose to stop following me, so I presume that about 1/3 of the people following me have decided to totally quit Twitter and delete their accounts. I also presume that some of the remainder have done the same as me and just kept a mostly inactive account. If Elon suddenly stopped being a stupid asshole it probably wouldn t change anything as the value of the system was connections to others. Some people will consider my abandonment of Twitter as surrender and I accept that it s not an unreasonable opinion. I think that the possibly 100 Twitter followers of mine who deleted their accounts surrendered. Facebook has been becoming a worse service, it s business model is becoming increasingly exploitative and it s interface is designed to be addictive. It s probably best avoided unless you really need it. The only good thing about Facebook at the moment is that Facebook Marketplace doesn t take a cut on sales and there are some really good deals on computers if you know what to look for. Unfortunately Facebook has a large number of users who are from marginalised communities and have no other alternatives for communication. It would be good to get them migrated to other platforms. We could just give up on a lot of general communications services and have everyone accept that good content is drowned out by rubbish and have the Internet become divided between people who accept the rubbish and those who cease using large portions of the Internet environment to avoid it. Using Non Commercial Services Lemmy is a good FOSS federated alternative to Reddit which also covers some of the uses of Facebook. It needs more users to get critical mass but is still quite usable. A post that might get a dozen comments on Reddit may get 1 comment on Lemmy but that one comment will be a good one. Reddit doesn t appear to be attacked much by LLM generated content at least not yet. Even if the Reddit model proves to be resilient to LLM attack the Lemmy software can be used to replace some things that are done on Facebook, Mastodon is a good FOSS federated replacement for Twitter, it has a decent user-base including some VIPs. While it is aimed at the Twitter use case it can also cover a significant part of the Facebook use case. There are some other FOSS social media programs which could take over other parts of the commercial social media environment. Generally commercially run Internet services will have a financial incentive to allow the problems to get worse so we need to rely on FOSS software, non-commercial implementations, and government services. Web Search For a long time Google has had a monopoly on web search, but now they default to including an AI Overview at the start of the results which is sometimes useful but also sometimes very wrong. You can use the search URL https://www.google.com/search?q=%s&udm=web to get google results without rubbish. But I presume that they will break that if it gets too popular. Searxng is a AGPL licensed metasearch engine that aggregates results from other engines, here s the Searxng source [7] and here s a list of Searxng instances if you want to try one [8]. Even using meta search engines like Searxng won t help if the original data is overloaded with spam, but alleviating the problem is a good temporary measure. Web of Trust for the Web? I ve idly considered the possibility of having some sort of rating system for web pages that uses a web of trust so that you can securely use trust ratings of friends of friends etc. But given all the difficulties in using a web of trust for signing GPG key for software developers (the demographic that is most skilled at doing such things) it doesn t seem viable. Should we surrender the idea of having a usable public web? In the early days of the web (before Google) it was standard practice to rely on recommendations from other people or from trusted sites to find other sites, that could be considered to be an informal web of trust. We could go back to that sort of usage pattern if Google and many of the big sites get overwhelmed by LLM generated spam. Wikipedia I believe that Wikipedia will be at the front lines of this battle. It s model has always included anonymous contributions. Benjamin Mako Hill wrote an interesting blog post about research he did with Kaylea Champion into Wikipedia pages on taboo topics which have a larger portion of contributors choosing to be anonymous than non-taboo pages [9]. Wikipedia also has a long history of being abused for various reasons, one that I witnessed was someone putting false content into Wikipedia pages to immediately cite them in support of their facebook arguments. That sort of thing can be dealt with at human scale but a large scale attack by bots is a different problem to solve. Also with the recent developments in AI developing multiple web sites entirely populated for the purpose of supporting one fake entry in Wikipedia is plausible. The upside of these attacks that I predict is that they will attract the attention of all the people who have skills related to developing counter-measures. While LLM bots are filling the inboxes of publishers with rubbish and messing up the stackoverflow comments section not a lot of people are bothered, but once the attacks on Wikipedia get serious everyone will take notice. National AI Bruce Schneier and Nathan E. Sanders wrote an interesting blog post about nationalised public AI [10]. While that won t directly address this issue it will get the right technology in the hands of people who can use it in the right way. Conclusion This is going to be a difficult problem to solve, more difficult than the email spam problem we have been unable to solve after 30 years of working on it. This is also a very important problem, we are currently in an age where we have access to information that most people couldn t even dream of 30 years ago. We also have disinformation that combines some of the worst aspects of authoritarian regimes throughout history combined with the worst aspects of cult brainwashing. If we lose access to the information but the disinformation remains (or get worse) then the result will be terrible. I don t have great ideas for solving this. I have outlined some small ideas to mitigate things and I hope that others can expand on them. Please write comments with any good ideas you have, or even ideas that don t totally suck. A problem this difficult is not going to be solved in a blog comment, but a blog comment might point in the right direction.

Valhalla's Things: Ink Lightfastness Tests 2026

A borderless frame set on a table outdoors, with two sheets of paper a vertical half of which is covered by black paper, while the other half has lines with an ink name and a small filled rectangle, all in the ink itself.

Note

This post will be updated in the next weeks with the test results as they become available.

Note

Most of the images in this post have no real alt-text: they are all scans of the test sheet at various stages through the test, and the results visible on them are described in detail at the end of the post.

Most of the time, what people write by hand will either end up inside a notebook in a drawer or cupboard where it s well protected, or thrown in the recycling where it doesn t matter. There are times, however, when things will be exposed to light: it doesn t matter whether it s a work of artistic calligraphy that you want to frame or a passive-aggressive notice left in the atrium of a building; it is useful to know whether the work will remain legible or it will fade into nothing in a short time. A few inks are tested by the producers for lightfastness according to some established standard, a few others are declared lightfast in a generic way, but a lot come with no indication at all. Proper testing according to the standard scales requires significant equipment to precisely control the exposure, but it s significantly easier and fun to do a simple test to divide the inks into three categories:

suitable for framed calligraphy, i.e. it looks the same after 3 months of direct sun exposure;
suitable for complaining about the way your neighbours deal with the trash, i.e. still readable after 3 months of exposure;
not suitable for either, i.e. has faded significantly in the same time.

In the past I ve done some such tests by taping some sheets to a south-east facing window, and I ve noticed that most of the results were already apparent after a month, and there was basically no difference between two and three months of exposure, but spring equinox to summer solstice is a nice timeframe to use for such a test (and it leaves time for a second test of different materials from summer solstice to autumn equinox), so this is what I ve chosen to do this year. Rather than a window, now I have access to a south-facing covered balcony that is protected from rain but receives quite a bit of direct sun, so instead of taping sheets to the windows¹ I ve prepared a sturdy cardboard panel that I can leave on a table on the balcony, hopefully safe from the rain, but well exposed to the sun. And then made a quick test, and realized that without the window glass in front, the black strip used to cover the unexposed half of the sample doesn t lay flat and lets some sun in, so I used an old cheap² glass frame instead of the panel. The contents of an order from a fountain pen shop, spread out on a table: a couple of cheap pens, a couple bottles of ink, a converter, a small ritter sport chocolate and a bag full of 5 ml vials with 2 ml of ink each, and a thank-you note from the seller (Steffi).

The contents of an order from a fountain pen shop, spread out on a table: a couple of cheap pens, a couple bottles of ink, a converter, a small ritter sport chocolate and a bag full of 5 ml vials with 2 ml of ink each, and a thank-you note from the seller (Steffi).

The next step, already in January, was mentioning in a fountain-pen enthusiasts forum that I planned such a test, and asking if people were interested in having me buy a few samples of more inks when I was buying my next pen. The word enthusiasts is probably a hint of the reason why soon afterwards I received a package with the pen I had planned to buy, its converter, and a couple dozens ink samples. And then a couple envelopes with additional samples of inks that weren t available on the shops, from said enthusiasts. Added to the inks I already had acquired since the last lightfastness test, it meant that they couldn t all fit in one single page, and thus I had some room to add some inks I had already tested: some were requests, and for others I tried to select ones that felt relevant. Since I m changing the test setup, I ve decided I should probably keep doing this until I ve tested again all of the inks I still have available. see below

For the paper, I ve used A4 sheets of Clairefontaine Dessin Croquis 160 g/m , one of my staples that I m sure I will have available in the next years, printed with a dot pattern with a laser printer, using this pdf. And as for the pen I ve used a fresh Brause n 361 nib: loading a fountain pen with all of these inks wouldn t be a reasonable effort, and the 361 is one of the writing implements I use most anyway. I also used a glass pen to fill a couple of squares on the paper with more ink. One side of each sheet was then covered with a strip of 300 g/m black paper (also from Clairefontaine), kept in place with three dots of non-permanent two sided tape, put in the frame and set out in the sun on the morning of 2026-03-20, the day of the spring equinox.

While I was filling the sheet for the lightfastness tests, I decided to also prepare a second set of sheet, for a liquid resistance drop test. On each line, beside the name of the ink, I added five sets of crossing parallel lines, and let everything dry for a few days. Then I used a syringe to put a drop of a liquid on each set of lines, waited for it to be absorbed into the paper and to dry, at least overnight, but sometimes also for a day or two (life happened), and then looked at the results and did the next test. The first liquid was water, with the usual wild difference between washable and permanent inks, and all of the intermediate possibilities. The second liquid was isopropyl alcohol, and I was surprised to see that, with very few exceptions, most inks didn t change at all. I wonder whether that s related to the fact that instead of forming a drop it was absorbed almost immediately into the paper, and dried in a very short time. The third liquid was hydrogen peroxide: beside the individual results I noticed that its column yellowed visibly; I wonder whether that means that the paper I used has optical brighteners, and it will also yellow under the sun: that wouldn t be ideal, but it would also be a surprise, for paper that is acid free and sold for arts. The fourth liquid was citric acid, by mixing a bit less than a teaspoon of citric acid granules in just enough very warm water (heated to 70 C, i.e. the lowest temperature available on my kettle) to dissolve most of the acid. I forgot that I had some old PH strips until one hour after I ve put the drop on the paper, and I don t know whether something had changed, but when I did remember about them it showed a deep red between 1 and 2. I don t think I can trust those strips too much, however. This backfired badly: the drop of citric acid never dried out, but formed a sticky paste that prevented me from scanning the results, and I m not sure whether I ll do the last test, which was supposed to be household bleach. see below

Luckily I had scanned the partial results, and they are shown here.

After one full day with plenty of sun, nothing really had changed, except possibly for a vague hint that the Herbin Bleu Myosotis may have have been a bit lighter than it started, but it may also have been a suggestion.

After three days, however, some results started to show, with the most fugitive inks starting to be visibly changed, becoming either paler or in some case duller.

And the full week showed more of that, with a few more inks starting to show visible change.

After two weeks the paper had significantly yellowed, something I did not expect from drawing paper (and which means that I will probably use a different paper when making similar tests in the future). As for the inks, there were a couple more inks with visible changes, but mostly it was more of the same as seen in the previous week.

Three weeks started to show changes in the black and most irongall inks, and of course more changes in the even less resistant inks.

Week four saw a bit more clouds and rain than the first few weeks, and there weren t big changes, but mostly more of what had already started to happen earlier.

A month didn t change much compared to the four weeks, but I did the scans for completeness, and from now on I m going to update monthly.

These are the inks I ve tested, and here I ll add notes on the results, as soon as they will be available, keeping this section updated. When nothing is mentioned, it means that there were no changes, either under the light or under the various liquids.

Lamy Sepia: Not resistant to water, the drop becomes an uniform colour spot. After one week it started to be just slightly paler, more so after three weeks.
Sheaffer Skrip Red: Not resistant to water, the drop becomes an uniform colour spot. After one week it started to be just slightly paler, more so after three weeks.
Waterman Audacious Red: Not resistant to water, the drop becomes an uniform colour spot. After three days it started to be just slightly paler, after a week visibly so. After four weeks it was very pale.
Waterman Harmonious Green: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop looks a bit lighter than the one with just water. After one week it started to be just slightly paler, more so after three weeks. After four weeks it was very pale.
Waterman Mysterious Blue: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop is significantly lighter and tends towards green. After two weeks it started to be just slightly paler, after three weeks it was more gray. After four weeks it was very pale.
Waterman Serenity Blue: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop is almost completely bleached to a light yellow. After one week it started to be a bit duller. After four weeks it was paler and duller.
Visconti Blue: Not resistant to water, the drop becomes an uniform colour spot. After one week it was visibly duller, looking darker than the original. After three weeks it was duller, and lighter. After a month it was just a pale gray.
Montblanc Royal Blue: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop is almost completely bleached to a light yellow. After one week it started to be just slightly duller, more so after two weeks. After three weeks it was also paler. After a month it was just a pale gray.
Montblanc Mystery Black: Not resistant to water, the drop becomes an uniform colour spot. After three weeks it started to be a bit paler.
Aurora Nero: Not resistant to water, the drop becomes an uniform colour spot. After three weeks it started to be a bit more brown.
Online Duft Blueberry: Not resistant to water, the drop looks very washed out, although a hint of the original shape can be guessed; the hydrogen peroxide drop is almost completely bleached to a light yellow. After one week it was visibly paler and duller. After three weeks significantly so. After a month it was a pale grey.
Diamine Forever Ink - Smoky Mauve: After a month it looked a bit more purple.
Diamine Forever Ink - Honey Pot: .
Diamine Forever Ink - Coral Blaze: .
Diamine Forever Ink - Red Ochre: .
Diamine Graphite: Not resistant to water, the drop becomes an uniform colour spot.
Diamine Rustic Brown: Not resistant to water, the drop becomes an uniform colour spot. After three weeks it started to be very slightely paler.
Diamine China Blue: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop is almost completely bleached to a light yellow. After three weeks it started to be paler and duller.
Diamine Inkvent Purple Edition - Glacier: Not resistant to water, there is a drop of uniform colour, but it maintains a somewhat recognisable shade of the original shape. After three weeks it started to be lighter.
Fountainfeder STEVE: Not resistant to water, there is a drop of uniform colour, but it maintains a somewhat recognisable shade of the original shape. After two weeks the base colour had changed to a pink rather than purple.
Pilot Iroshizuku Syo Ro: Not resistant to water, there is a drop of uniform colour, but it maintains a somewhat recognisable shade of the original shape. After four weeks it was very slightely paler.
Pilot Iroshizuku Shin-Kai: Not resistant to water, there is a drop of uniform colour, but it maintains a somewhat recognisable shade of the original shape. After two weeks it had become lighter and more purple. After four weeks it was a purple gray.
Rohrer & Klingner IG Ebony: Not resistant to water, there is a drop of uniform colour, but it maintains a recognisable shade of the original shape; under hydrogen peroxide the shade is significantly lighter. After four weeks it was a bit lighter
KWZ IG Orange: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide drop is significantly bleached to a light orange.
Kallipos.de Schwarze Eisengallus-Tinte: Water stains the paper, leaving however the original shape quite visible; is it almost completely bleached by hydrogen peroxide. After three weeks it started to be very slightely lighter.
Kallipos.de Blaue Eisengallus-Tinte: Water stains the paper, leaving however the original shape quite visible; is it almost completely bleached by hydrogen peroxide. After two weeks it had started to become lighter and more gray.
Rohrer & Klingner IG Salix: Water stains the paper, leaving however the original shape quite visible; is it almost completely bleached by hydrogen peroxide. After two weeks it had become lighter and significantly more gray. After a month it was a yellowish gray.
Rohrer & Klingner IG Scabiosa: Water stains the paper with a significant purple spot, leaving however the original shape quite visible; is is a bit bleached by hydrogen peroxide, but still quite readable.
Pelikan Edelstein Tanzanite: Not resistant to water, the drop becomes an uniform colour spot, but there is a visible trace of the original shape. After three weeks it started to be slightly paler.
Montblanc Burgundy Red: Not resistant to water, the drop becomes an uniform colour spot, with just a hint of the original shape; slightly bleached by hydrogen peroxide. After three weeks it started to be paler.
Cifra inchiostro finissimo verde alla lavanda: Not resistant to water, the drop becomes an uniform colour spot; quite bleached to a light yellowish green by hydrogen peroxide. After one week it was visibly paler. After a month it was a still readable pale trace.
Sennelier Abstract acrylic ink 917 purple: .
The Feather Pen Ink: .
Eloquentia Inchiostro nero: .
DeAtramentis Document Blue: .
DeAtramentis Document BlueGrey: .
DeAtramentis Document Brown: .
DeAtramentis Document Fuchsia: .
DeAtramentis Document Grau: .
DeAtramentis Document Green Grey: .
DeAtramentis Document Light Grey: .
DeAtramentis Document Moosgr n: .
DeAtramentis Document Orange: .
DeAtramentis Document Purpurviolett: .
DeAtramentis Document Urban Sienna: .
KWZ Sheen Machine: Not resistant to water, the drop becomes an uniform colour spot; the hydrogen peroxide bleached away the red sheen. This was one of the only two inks to react to isopropyl alcohol, which caused a pale cyan halo around the lines. After three days it was still perfectly readable, but had visibly lost some red sheen, after one week the red had completely gone and it looked very dark blue (but still shiny)
KWZ Walk over Vistula: Not resistant to water, the drop becomes an uniform colour spot. After four weeks it looked a bit darker and duller.
KWZ Warsaw Dreaming: Not resistant to water, the drop becomes an uniform colour spot. After a month it started to be a bit lighter.
Octopus Neon Violett: Water very lightly stains the paper, leaving however the original shape quite visible. The other ink that reacted to isopropyl alcohol, with a pale purple halo around the lines. After two weeks it was paler, more pink.
Octopus Write & Draw Elephant Black: .
Platinum blue black: Water stains the paper, leaving however the original shape quite visible; it is significantly bleached by hydrogen peroxide. After three weeks it started to become gray.
Pelikan 4001 Brillant-Schwarz: Not resistant to water, the drop becomes an uniform colour spot. After three weeks it was a bit more brown than black, after a month noticeably so.
Pelikan 4001 Blau-Schwarz: Water stains the paper, leaving however the original shape quite visible; it is significantly bleached by hydrogen peroxide. After three weeks it started to become gray.
Pelikan 4001 K nigsblau: Not resistant to water, the drop becomes an uniform colour spot, with just a hint of the original shape; significantly bleached by hydrogen peroxide. After three days it had started to be slightly paler. After three weeks it was significantly desaturated.
Herbin Bleu Myosotis: Not resistant to water, the drop becomes an uniform pink spot, significantly bleached by hydrogen peroxide. After three days it was already visibly paler, after one week it was a pale grey. After a month it was still somehow readable, but as a trace.
Faber Castell Royal Blue: Not resistant to water, the drop becomes an uniform colour spot, with just a hint of the original shape; significantly bleached by hydrogen peroxide. After three days it was slightly duller, after two weeks definitely so. After a month it was also quite paler.
Koh-I-Noor Fountain pen ink blue: Not resistant to water, the drop becomes an uniform colour spot, with just a hint of the original shape; significantly bleached by hydrogen peroxide. After three days it had started to be slightly paler, more so after one week when it had also turned grey. After four weeks it was very pale.
Koh-I-Noor Document Ink Blue: .
Koh-I-Noor Document Ink Black: Water leaves a very light stain, but the original shape doesn t look changed.
DeAtramentis Document Black: .
Waterman Intense Black: Not resistant to water, the drop becomes an uniform colour spot, with a trace of the original shape still visible; very lightly bleached by hydrogen peroxide. After three weeks it started to look a bit more brown, noticeably so after a month.
Herbin Perle Noir: Not resistant to water, the drop becomes an uniform colour spot, with a trace of the original shape still visible. After three weeks it started to look a bit more brown, noticeably so after a month.
Parker Quink black: Not resistant to water, the drop becomes an uniform colour spot.
Platinum Carbon black: .
Rohrer & Klingner Documentus Black: .
Sailor Pigment Kiwaguro: .
Platinum Dyestuff Red: Not resistant to water, the drop becomes an uniform colour spot; very lightly bleached by hydrogen peroxide. After three weeks it was a bit paler.
Noodler s Eternal Polar Blue: .

which would be spend the day covered by mostly closed shutters anyway, because they receive quite a bit of direct sun, and we don t want that to enter the house during the summer.
and thus, I hope, not especially UV-filtering.

Jonathan Dowland: Digital gardening

I was reading a post on Alex Chan's website¹ that referenced the concept of digital gardens, a concept/analogy for organising information which dates back to the 90s. This old concept is getting new traction today by contrasting the approach with "endless stream" as used and abused by social media, but also how blogs are typically presented. This site, my homepage, has a blog, and that's the bit that most people who interact with the site will experience. Partly, because it's the bit that gets syndicated out: via feeds; on Planet Debian and downstream from it; once upon a time on Twitter; nowadays on the Fediverse. However there's more to my homepage than that. The rest of it may be of little interest to anyone beside me, but it's useful to me, at least. So I may switch focus a little bit from mainly writing blog posts, and tend to the rest of the garden a bit more. Some recent seeding and pruning: Recently my guest status at Newcastle University came up for renewal, so I wrote down my goals in the Historic Computing Committee for the next year or so, and put them here: nuhcc. I've also been pondering what I'm up to in Debian at the moment, so took some time to add my current projects to that page.

I'm reminded that I should really publish a "blog roll" of cool blogs I'm following at the moment, of which Alex Chan's is one.

Search Results: "cas"

15 April 2026

Paul Tagliamonte: designing arf, an sdr iq encoding format

UUID This field represents a globally unique idenfifer, as defined by RFC 9562, as 16 raw bytes.

Emmanuel Kasper: Minix 3 on Beagle Board Black (ARM)

Freexian Collaborators: Debian Contributions: Debusine projects in GSoC, Debian CI updates, Salsa CI maintenance and more! (by Anupa Ann Joseph)

Debian Contributions: 2026-03 Contributing to Debian is part of Freexian s mission. This article covers the latest achievements of Freexian and their collaborators. All of this is made possible by organizations subscribing to our Long Term Support contracts and consulting services.

14 April 2026

Dirk Eddelbuettel: anytime 0.3.13 on CRAN: Mostly Minor Bugfix

Russell Coker: Furilabs FLX1s Finally Working

12 April 2026

Dirk Eddelbuettel: littler 0.3.23 on CRAN: Mostly Internal Fixes

Russ Allbery: Review: The Teller of Small Fortunes

10 April 2026

Reproducible Builds: Reproducible Builds in March 2026

Jamie McClelland: AI Hacking the Planet

6 April 2026

Thorsten Alteholz: My Debian Activities in March 2026

2 April 2026

Joerg Jaspert: Building a house - 1 year in

Building permit We had been lucky and only needed a small change to the plans to get the building permit - and the second part, the wastewater permit (yes, you need a separate one for this) also got through without trouble.

Actual work happening Since march there finally is action visible. The base of the house is getting build. Wednesday the 1st April we finally got the base slab poured on the construction site and in another 10 days the house is getting delivered and build up. A 40ton mobile crane will be there.

Samuel Henrique: Bringing HTTP/3 to curl on Amazon Linux

Release Notes Amazon Linux 2023 release notes for 2023.10.20260330

31 March 2026

Thomas Lange: FAIme using apt-cacher-ng

Russ Allbery: Review: Code Blue Emergency

30 March 2026

Jamie McClelland: Mailman3 has 2 databases. Whoops.

Final Steps I think the `reset sequences` from `pgloader` should take care of this, but just in case:
`mailman-web sqlsequencereset hyperkitty mailman_django auth mailman-web dbshell`
And, just to ensure postgres is optimized, run this in the psql shell:
`ANALYZE VERBOSE;`

Russ Allbery: Review: The Cloak and Its Wizard

29 March 2026

Samuel Henrique: Latest NVIDIA Drivers for Debian (Packaged with AI)

28 March 2026

Russell Coker: Communication and Hostile AIs

Valhalla's Things: Ink Lightfastness Tests 2026

27 March 2026

Jonathan Dowland: Digital gardening

Search Results: "cas"

15 April 2026

UUID This field represents a globally unique idenfifer, as defined by RFC 9562, as 16 raw bytes.

Debian Contributions: 2026-03 Contributing to Debian is part of Freexian s mission. This article covers the latest achievements of Freexian and their collaborators. All of this is made possible by organizations subscribing to our Long Term Support contracts and consulting services.

14 April 2026

12 April 2026

10 April 2026

6 April 2026

2 April 2026

Building permit We had been lucky and only needed a small change to the plans to get the building permit - and the second part, the wastewater permit (yes, you need a separate one for this) also got through without trouble.

Actual work happening Since march there finally is action visible. The base of the house is getting build. Wednesday the 1st April we finally got the base slab poured on the construction site and in another 10 days the house is getting delivered and build up. A 40ton mobile crane will be there.

Release Notes Amazon Linux 2023 release notes for 2023.10.20260330

31 March 2026

30 March 2026

Final Steps I think the reset sequences from pgloader should take care of this, but just in case: mailman-web sqlsequencereset hyperkitty mailman_django auth mailman-web dbshell And, just to ensure postgres is optimized, run this in the psql shell: ANALYZE VERBOSE;

29 March 2026

28 March 2026

27 March 2026

Final Steps I think the `reset sequences` from `pgloader` should take care of this, but just in case:
`mailman-web sqlsequencereset hyperkitty mailman_django auth mailman-web dbshell`
And, just to ensure postgres is optimized, run this in the psql shell:
`ANALYZE VERBOSE;`