bubblewrap is
a great tool and very suitable for using with an agent harness. It is a
very compelling—and lightweight—alternative to using a full-blown docker container as it offers
low-level unprivileged sandboxing on Linux hosts.
In a nutshell, bubblewrap can ‘turn
everything off’ (see unshare-all below) and allow access
only to selected services and directories (as shown below). This makes
it a very useful tool be used on a main workstation as it can provide a
lower-risk deployment quite easily while taking advantage of the already
installed software stack. I continue to get a lot of value out of docker, especially as r2u makes installing R
package dependencies so trivial. Its slogan ‘easy, fast, reliable: pick
all three’ clearly holds for r2u. But sometimes bubblewrap is
compelling, for example to launch opencode (documented for example at the
debian-inference
site).
When using R we need add more
directories to the example to provide /etc/alternatives
which is governing inter alia the LAPACK / BLAS resolution on
Debian / Ubuntu systems; this is now on debian-inference
site but wasn’t when I first tried it a few days ago ;-) as well as
/etc/R for config files and possibly
~/.R/Makevars for compiler settings. With that my current
wrapper is
Launched that way we can have agents use R to check packages sources,
builds, and triage for bugs. this works equally well with local models
served via ollama (and with that a
quick shoutout to packages.lingfish.net for
providing an apt service for ollama) as it does with the various
cloud-based offerings. So harness away with R!
A library transition can affect
many packages in Debian. I added a way for Salsa CI to rebuild the ones that
depend on the changing library, so maintainers can test the transition before
it reaches unstable.
The need for this became clear during a proposed
Poppler transition. Poppler is a library
for rendering PDFs. The reverse-dependency job I had added to Salsa CI queued
100 of 115 candidate rebuilds, even though only about 21 were relevant.
The problem was documented in issue
#571.
Before this change, ratt used every binary package produced by Poppler to
decide what to rebuild. That also picked up packages unrelated to the library
transition. The tracker listed the old and new library package names, so I used
them to focus the selection.
The Poppler transition tracker identifies the old and new runtime library package names.
I added -transition_affected to
ratt to implement this selection. The
option performs the scan against the selected archive indexes and injects
locally built .deb files into each source rebuild. It expects a regex of
dependency package names, not a complete Ben expression, so the tracker’s
Affected expression must be adapted first.
A Poppler test showing the selected rebuild jobs. Three jobs reached the CI timeout, they were not confirmed package regressions.
I also changed ratt to cover
packages targeting
experimental. By default, it
resolves and rebuilds reverse dependencies from unstable while still injecting
the locally built .deb files. This lets a maintainer test a transition staged
in experimental against packages currently in unstable.
Together, these changes help maintainers focus CI on packages relevant to a
library transition and review rebuild results before the new library reaches
unstable.
Ode to the Half-Broken is a standalone post-apocalyptic (sort of)
science fiction novel.
As this novel opens, the unnamed first-person protagonist is waking up in
a bathtub in an abandoned building. They are covered in electromagnets and
missing one leg.
Waking up involved a secure reboot from a protected core kernel, so it is
immediately obvious that the protagonist is a robot. That also explains
the electromagnets, which interfere with their ability to control their
body. Or they would, if the protagonist didn't have long-dormant combat
routines available to deploy EM shielding and free themselves from the
bathtub. There are no immediate answers to why someone embedded a virus in
the data attached to a scientific paper on ants, an act so precisely
targeted that it had to be personal. Or what happened to their leg.
"There are a number of electromagnets in the next room," I say. I
point. "Behind that wall with all the holes in it."
"Those are big holes. And fresh, too," the dog says. "I wonder what
made them."
"Electromagnets experiencing sudden velocity."
The dog gives another of its short barks, and I am more convinced now
it is laughing, though I was not attempting to be funny.
Ode to the Half-Broken has a classic science fiction beginning:
in medias res in a future science fiction version of Earth where
nothing is immediately explained, leaving the reader to work out the date
and the setting. Helping us out is the protagonist, who is neither chatty
nor very sociable with other characters but keeps up an analytical
monologue about the world as they narrate events.
We are some decades into a grim future. The United States has largely
collapsed. Large parts of New York City are dangerous to humans due to
disease and radiation. Neither of those hazards bother the large number of
sentient robots; their scarcity, and therefore economy, is instead based
on power. Robots that control solar power stations act as low-level mob
bosses, trading power for information or labor.
Our protagonist doesn't want to care about any of this. They retreated
from the world long ago for a solitary life in the former New York
Botanical Gardens studying ants. But they need a new leg and the best
robot repair person nearby is a human woman outside of the city, so they
reluctantly head in that direction, accompanied somewhat surprisingly by a
cyborg dog.
The typical science fiction apocalypse is caused by something specific.
Classically, that event is a nuclear war, but writers found various
alternatives before, during, and after the Cold War era:
alien invasions,
meteor
showers, plagues,
sea level rise, and peak oil and general environmental collapse, among many others. Less
common is a post-apocalyptic novel where the collapse comes from multiple
overlapping crises and accumulating failures, from a general failure to
meet what Adam Tooze and others call
polycrisis. The first
time I encountered that style of post-apocalyptic story was in Octavia
Butler's Parable of the Sower. It was
one of the choices that made (and still makes) that book feel so
chillingly realistic.
The world background in Ode to the Half-Broken is shaped by that
sort of polycrisis collapse. There is no one reason why New York City is a
dangerous, irradiated ruin and society has collapsed into isolated and
sometimes warring factions. It is not runaway artificial intelligence, or
at least not directly; sentient robots were a late-stage innovation of the
collapsing US civilization and a tool and accelerator of its many wars,
but they were not the cause and may be a critical ingredient in building
some functional replacement. Instead, society fell apart because we failed
to address any of the growing problems and then turned on each other in
the resulting ruins. The reader gets an idiosyncratic view of that
collapse in flashback chapters intermixed with the main narrative of the
initially unnamed robot protagonist, flashbacks told from the perspective
of the man who invented the key component for robot sentience. As you
would expect, those two narratives are linked. The reader will not
discover how they are linked until late in the story.
This book could have been extremely depressing. It is not, which says a
great deal about Palmer's skill in telling it. The clinical distance of
the protagonist in the early chapters helps considerably: They have
rejected involvement in this world and therefore can describe it in
detached, factual terms, aided by the tendency of most robots in this
story to be slightly more precise, logical, and verbose than the human
characters. But as the protagonist's clinical distance fades, as it must
to allow the story's emotional stakes to rise, Palmer fills this book with
moments of beauty and hope. A former nuclear submarine that has become the
mind of a subway car is a key early ally. A collective has turned the
Hudson Bridge into a thriving if chaotic community. Self-regulating
enclaves of humans and robots are working together to try to build a
livable world. Robots oversee pollinator swarms that are attempting to
restore plant life, for no reason other than that they like order and
stability and see this as a way of restoring both. This is a grim,
post-apocalyptic world that does not dwell on either the grimness or the
apocalypse. It is instead full of small moments of hope, collaboration,
and personal connection.
This is a story with villains, danger, pain, and risk. Despite the similar
keywords and cover aesthetics, it bears little resemblance to Becky
Chambers's philosophical Monk and Robot series.
It is not, in any definition of the term, cozy; it's a post-apocalyptic
adventure story about a robot and a dog making their way through a ruined
civilization and fighting people who are trying to build something even
worse on the rubble. But it's also charming and oddly happy. There are
strong found-family vibes in the way that a party coalesces around the
protagonist and eventually gives them a name, there is the quiet happiness
of seeing a grumpy misanthrope slowly come out of their protective shell,
and the rail mechs are an absolute delight.
Like a lot of stories of happy small-group anarchism, I didn't entirely
believe the politics and have some qualms about the realism of the ending,
although perhaps I should strive to be as optimistic as Palmer writes. The
somewhat dry and fussily precise first-person narration will also not be
to everyone's taste; it worked for me by the end of the book, but it took
a bit of reading to get used to it. But those quibbles aside, this was
quietly lovely. It's a satisfying science fiction adventure story in a
world with disturbing parallels to the one we're living in, but which uses
those parallels to focus on small-scale collective efforts to build
something better. And all the small details of the world-building are
delightful: the different tiers of robots and their odd behaviors, the
machine sense of purpose, even the mix of suspicion and generosity. The
plot has large-scale implications, but it was the human-level details that
charmed me.
I still want another Fergus novel, but this was
a highly successful foray outside of that series. Palmer has won two Hugos
for her novellas, so I can't really say she's overlooked, but her novels
aren't getting anywhere near the attention they deserve. Highly
recommended.
There is plenty of world-building room here for a sequel, but Ode to
the Half-Broken reaches a satisfying standalone conclusion. So far as I
know, no sequel is currently planned.
The diffoscope maintainers are pleased to announce the release of diffoscope
version 331. This version includes the following changes:
[ Chris Lamb ]
* Support radare2 >= 5.9.0. (Closes: reproducible-builds/diffoscope#432)
* Update debian/tests/control.
* Update copyright years.
[ Christopher Baines ]
* Add support for .nar files via Guix.
A new release 0.0.5 of the RcppFastAD package
is now on CRAN, has been built
for r2u, and updated
at r-universe.
This comes (to the day) two years after the preceding 0.0.4 release.
RcppFastAD
wraps the FastAD
header-only C++ library by James which provides a C++
implementation of both forward and reverse mode of automatic
differentiation. It offers an easy-to-use header library that is both
lightweight and performant. With a little of bit of Rcpp glue, it is also easy to use from R
in simple C++ applications. This release updates the continuous
integration setup as one does, adds a local configuration helper to
quieten compilation (described also in this
blog post). It also adds a defensive setting for g++:
Under recent g++ versions and optimisation at least the -O3
level, segfaults are seen as something is not quite right with
(temporary) “views” of Eigen objects in code generated by this versions.
Others are fine, as is clang++. We have not gotten to the
bottom of it, but setting -g0 seems to ensure that builds
generally work.
The NEWS file for this release follows.
Changes in version 0.0.5
(2026-09-24)
Several routine updates to continuous integration have been
made
Local builds (where a .git/ directory is seen) now
append silencing compiler option that CRAN would object to
Given recent issues with g++ under optimization,
debugging is turned off by default.
Fre(i)e Software GmbH is looking for a senior Golang + fullstack developer who can handwrite code and act as meticulous code review partner for another senior developer in the company.
What?
Most of your work would result in Open Source contributions to the Voxit project [1], an online civic tech tool for digital participation.
How and Where?
The work can either be delivered on project agreement base via freelancing or via employment (option only available to developers resident in Germany, Austria or Poland).
What next?
If you are interested, please get in touch and provide your hourly rate to us and your average hours of availability per week.
Debian 11 (“bullseye”), which
has reached the end of its Long Term Support on 31 August 2026, will
now get security support from Freexian under the
Extended LTS offer.
The team published several notable updates:
chromium
(DLA 4710-1),
uploaded by Emilio, to fix 375 security flaws in bookworm, including
issues that could lead to arbitrary code execution.
Further DLA 4728-1,
uploaded by Emilio as well, fixed additional 41 security issues in bookworm and
DLA 4739-1
fixed 5 issues.
Last but not least,
DLA 4749-1
fixed another 15 issues and
DLA 4758-1
fixed another 7 issues.
ruby2.7
(DLA 4716-1),
uploaded by Abhijith, to fix four security flaws in bookworm, including
issues that could lead to arbitrary code execution.
several DLAs
(DLA 4717-1,
DLA 4720-1,
DLA 4723-1,
DLA 4724-1,
DLA 4745-1)
have been uploaded by Ben and Emilio to fix myriad security flaws in
different versions of the linux kernel
(5.10.262-1, 6.1.180-1, 6.12.100-1~deb12u1, 6.12.101-1~deb12u1)
in bullseye and bookworm.
7zip
(DLA 4718-1)
and p7zip
(DLA 4719-1),
uploaded by Sylvain, to fix multiple security flaws in bookworm and
bullseye, including issues that could yield to remote code execution.
ca-certificates
(DLA 4726-1),
uploaded by Bastien to add some new trusted certificates to bookworm and bullseye,
but also remove some untrusted ones.
thunderbird
(DLA 4727-1
and DLA 4754-1),
uploaded by Emilio to fix 35 and 31 issues in bookworm and bullseye.
nss
(DLA 4729-1),
uploaded by Jochen to fix a vulnerability in bookworm and bullseye that could
yield to arbitrary code execution.
libgd2
(DLA 4731-1),
uploaded by Guilhem to fix a vulnerability in bookworm and bullseye that could
yield to arbitrary code execution if a malformed GIF file is processed.
xorg-server
(DLA 4737-1
and DLA 4738-1),
uploaded by Arnaud to fix several vulnerabilities in bookworm and bullseye.
postgresql-15
(DLA 4740-1),
uploaded by Carlos Henrique Lima Melara to fix 26 vulnerabilities
in bookworm.
unzip
(DLA 4741-1),
uploaded by Andrej to fix a vulnerability in bookworm and bullseye
that could yield to arbitrary code execution.
firefox-esr
(DLA 4750-1),
uploaded by Emilio to fix 31 vulnerabilities in bookworm and bullseye
that could potentially result in arbitrary code execution, privilege escalation
or information disclosure.
nvidia-graphics-drivers
(DLA 4752-1 and
DLA 4753-1),
uploaded by Tobias to fix lots of vulnerabilities in bookworm and bullseye.
roundcube
(DLA 4760-1),
uploaded by Guilhem to fix ten vulnerabilities in bookworm and bullseye
that could potentially result in remote code execution or information disclosure.
Contributions from outside the LTS Team:
We are greatly thankful for the contributions from people outside the LTS Team:
Salvatore Bonaccorso released a libyaml-syck-perl security update
(DLA 4730-1),
to fix a denial of service and potentially arbitrary code execution.
Thomas Goirand released a neutron security update
(DLA 4735-1).
Thomas Goirand released an ironic security update
(DLA 4743-1).
Thomas Goirand released a designate security update
(DLA 4751-1),
to fix a denial of service or DNS hijacking.
The LTS Team has also contributed with updates to the latest Debian releases:
xrdp
(DSA 6469-1),
prepared by Abhijith to address privilege escalation and arbitrary
code execution related flaws.
Other contributions:
Besides the work on security updates, different documentation and tooling
changes were needed. This work was mainly done by Sylvain.
In 2016, I removed Google Analytics from this blog to avoid being
complicit in feeding the biggest machine for harvesting personal data. Instead,
I relied on GoAccess to analyze my server logs.1 For the past couple
of years, the statistics have made no sense, despite my attempts to filter bots:
AI scrapers inflate the number of visitors to around 2,000 per
day. Eventually, I settled on GoatCounter, an open-source, privacy-friendly
web analytics platform. I replaced the JavaScript client to filter bots more
aggressively and added a CSS fallback. To improve reliability, I implemented a
local proxy running on each of the five web servers serving this blog. The rest
of this post details how these pieces fit together and how I deploy them on
NixOS. ❄️
GoatCounter does not collect personal data: instead of storing the reader’s
IP address or relying on cookies, it creates a session identifier valid for 8
hours from the user agent and the IP address. Its feature set is modest but
sufficient for a blog. If you want to look at the interface, GoatCounter’s
author runs a public instance for his site. A hosted
version lets you try it before running your own instance. With a single binary
and an SQLite database, GoatCounter is one of the lightest self-hosted
solutions. Privacy-friendly alternatives, in increasing order of complexity,
include Umami, Plausible, and Rybbit.
Custom JavaScript client
GoatCounter includes a small JavaScript client—2,189 bytes minified and
gzipped. It ships some features I don’t use: a visitor counter, tracking clicks,
configurable settings, etc. I replace it with this function to register a hit:
If a reader has disabled JavaScript in their browser, I record the hit using a
CSS image. The :hover pseudo-class loads it only after an interaction, another
trick stolen from Bear Blog. About 2% of my visitors fit into this
bucket.3
<!DOCTYPE html><htmllang="en"class="nojs"><head><script>// The JavaScript code for this blog requires ES6if("noModule"inHTMLScriptElement.prototype)document.documentElement.classList.remove("nojs");</script></head><body><!-- ... --><style>.nojsbody:hover{border-width:0;border-image:url('/count?p=/en/blog/2026-kpi-goodhart&t=Building...&r=NoJS&e=false');}</style></body></html>
Where GoAccess reported around 2,000 visitors a day, GoatCounter counts fewer
than 200 humans.4 I assume AI scrapers use a low-effort approach: if the
content is available without barriers, as on this blog, they don’t spawn a
complex mechanized browser that could trigger a page view. Even crawlers running
JavaScript, like Googlebot with its headless Chromium, do not
interact with the page and never trigger the events I listen
to. The interaction-based “proof of humanity” I use is likely to keep
working.5
Local proxy
Five servers across the world in Europe and in North
America serve the content of this website, but GoatCounter runs on only
one of them. To avoid losing track of visitors when GoatCounter is down, I run a
local proxy listening on the same /count endpoint. On each server, it stores
the hits in memory with a buffer large enough to survive several days of
downtime. It sends them in batches to the upstream backend using the
/api/v0/count authenticated endpoint.
🖼 Servers on a map. web02 is in Paris, web03 in Helsinki, web04 in Nuremberg,
web05 in Ashburn, web06 in Chicago.
I proposed the code for the proxy in pull request #909. GoatCounter’s
maintainer declined to maintain so much code for such a niche use case. As a
fellow open-source developer, I often hold the same position for my own
projects: a one-time contributor effort may translate into a long-term
maintainer commitment.
I expose the endpoint for the proxy on the domain of this website to evade ad
blockers. This sounds like I don’t respect the reader’s choice, but as
GoatCounter is privacy-friendly, I find it acceptable.
My web servers run NixOS, a declarative Linux distribution with built-in
configuration management. I manage this small fleet with Colmena, a
stateless deployment tool for NixOS. My configuration is available on
GitHub.
Deploying applications in containers
For better isolation, each application runs inside an ephemeral lightweight
container, powered by systemd-nspawn. Each container runs a stripped-down
NixOS instance. A module wraps NixOS’s containers options to
avoid repeating the same options for each application.6 The containers
share their network namespace with the host: the additional isolation is not
worth the increased complexity. For a smaller footprint, I also disable a few
non-essential services.
{ config, lib,...}:letcfg= config.luffy.containers;in{# User-configurable settings for our custom module
options.luffy.containers= lib.mkOption {default={};description="Ephemeral containers sharing the host network.";type= lib.types.attrsOf (lib.types.submodule {options={config= lib.mkOption {type= lib.types.deferredModule;default={};description="NixOS configuration of the container.";};};});};# Translate our options to NixOS containersconfig={containers= lib.mapAttrs
(name: container:{ephemeral=true;autoStart=true;privateNetwork=false;extraFlags=["--resolv-conf=replace-host"];config={imports=[ container.config ]; networking.firewall.enable=false;
system.stateVersion= config.system.stateVersion;
systemd.services={ console-getty.enable=false; systemd-logind.enable=false; systemd-oomd.enable=false;};};})
cfg;};}
To configure a GoatCounter instance running in a container and listening on
127.0.0.4:8088, we import the module7 and declare the container in the
config.luffy.containers attribute set:
As the containers are ephemeral, we need to keep persistent data in directories
on the host. We add a mounts option and ask NixOS’s containers to expose the
configured directories through the bindMounts option.
{ config, lib,...}:letcfg= config.luffy.containers;in{
options.luffy.containers= lib.mkOption {type= lib.types.attrsOf (lib.types.submodule {options={mounts= lib.mkOption {type= lib.types.listOf lib.types.str;default=[];description="Host directories mounted read-write at the same place.";};};});};config={containers= lib.mapAttrs
(name: container:{bindMounts=
lib.genAttrs container.mounts (path:{hostPath= path;isReadOnly=false;});})
cfg;};}
For example, to persist GoatCounter’s database in the /var/db/goatcounter
directory on the host, we add the directory to the mounts option and alter the
service definition to tell GoatCounter where the database is.
A container may also need some secrets. Colmena can upload secrets without
storing them in the Nix store. We add a keys option to our containers. It
takes an attribute set mapping secret names to the commands to populate them.
Then, the module declares the required secrets to Colmena in the
deployment.keys option, makes the container depend on the presence of the
secrets, and exposes them to the container.
{ config, lib,...}:letcfg= config.luffy.containers;in{
options.luffy.containers= lib.mkOption {type= lib.types.attrsOf (lib.types.submodule {options={keys= lib.mkOption {type= lib.types.attrsOf (lib.types.listOf lib.types.str);default={};description="Secrets, as a command to run locally. They are mounted in /etc.";};};});};config={# Colmena uploads each secret in `/var/keys` and make them available# to the group "keys".
deployment.keys= lib.concatMapAttrs
(_: container: lib.mapAttrs
(_: keyCommand:{inherit keyCommand;group="keys";permissions="0640";destDir="/var/keys";})
container.keys)
cfg;# The container can only start if the required secrets are available.
systemd.services= lib.mapAttrs'
(name: container:letunits=map(key:"${key}-key.service")(lib.attrNames container.keys);in
lib.nameValuePair "container@${name}"{requires= units;after= units;})
cfg;# Mount each secret inside the container.containers= lib.mapAttrs
(name: container:{bindMounts= lib.mapAttrs'
(key: _: lib.nameValuePair "/etc/${key}"{hostPath="/var/keys/${key}";isReadOnly=true;})
container.keys;})
cfg;};}
For example, GoatCounter needs credentials to download the GeoIP database. I
provide a local command to fetch the secret from my password manager and expose
it inside the container through the /etc/goatcounter.env environment file.
I wrote a NixOS module to encapsulate GoatCounter: the
container definition, the service definition, and the secrets. The module
accepts the following options: package, serve.enable, serve.listenAddress,
serve.port, and serve.databaseFile. I already detailed the container
configuration in the previous section. In the end, I chose not to reuse the
GoatCounter module from NixOS: it’s small, so it’s better to insulate my module
from unexpected future changes.
{ config, pkgs, lib,...}:letcfg= config.luffy.goatcounter;databaseDirectory=builtins.dirOf cfg.serve.databaseFile;chown="${pkgs.coreutils}/bin/chown -R";in{
config.luffy.containers.goatcounter={
config.systemd.services.goatcounter={description="GoatCounter Web Analytics";wantedBy=["multi-user.target"];serviceConfig={EnvironmentFile="/etc/goatcounter.env";SupplementaryGroups=["keys"];DynamicUser=true;Restart="always";ExecStart= lib.escapeShellArgs [(lib.getExe cfg.package)"serve""-listen=${cfg.serve.listenAddress}:${toString cfg.serve.port}""-tls=none""-db=sqlite+${cfg.serve.databaseFile}""-automigrate"];# Transfer database ownership to dynamically assigned user "goatcounter".ExecStartPre="+${chown} goatcounter:goatcounter ${databaseDirectory}";ReadWritePaths= databaseDirectory;};};};}
The following snippet configures GoatCounter to listen on 127.0.0.4:8088:
The same NixOS module configures the local proxy, with the
following options: proxy.enable, proxy.listenAddress, proxy.port, and
proxy.site—the site receiving the batches of page views. The local proxy has
no persistent data, but it needs the API key to authenticate to the main
GoatCounter instance: its container uses the keys option but not the mounts
option.
{ config, pkgs, lib,...}:letcfg= config.luffy.goatcounter;keyCommand= _:["…"];in{
config.luffy.containers.goatcounter-proxy={ keys."goatcounter-proxy.env"= keyCommand "GOATCOUNTER_API_KEY"; config.systemd.services.goatcounter={description="GoatCounter Proxy.";wantedBy=["multi-user.target"];serviceConfig={EnvironmentFile="/etc/goatcounter-proxy.env";SupplementaryGroups=["keys"];DynamicUser=true;Restart="always";ExecStart= lib.escapeShellArgs [(lib.getExe cfg.package)"proxy""-site=${cfg.proxy.site}""-listen=${cfg.proxy.listenAddress}:${toString cfg.proxy.port}""-ratelimit=10/1"# 10 requests per second per IP];};};};}
For each server, I enable the local proxy with the following snippet. The
nginx configuration shown earlier exposes the /count endpoint under the same
domain as my blog.
Litestream is a streaming replication tool for SQLite databases. It
compresses the changes committed to the write-ahead log (WAL) next to the
database and sends them to a remote destination. I encapsulate its configuration
in a NixOS module, which takes an attribute set databases
mapping a name to the path of the database to back up.
Litestream also runs in a container. I mount the databases to replicate, as well
as the secrets to push the backups to a Hetzner storage box using SFTP:
We can restore the database from the backup with a few shell commands. First, we
stop the containers. Then, we move the damaged database away, invoke litestream
restore from the right environment, and restart the containers.9
Ten years after removing Google Analytics, JavaScript-based analytics is
back on this blog, but without storing cookies or IP addresses, and without
involving a third party. I still write for myself first, notably because it lets
me dig into a topic and refer back to it years later. But knowing a bit more
about my fellow human readers is a nice bonus, even the ones disabling
JavaScript. 🐐
Nginx scrambles IP addresses before storing them, thanks to the ipscrub
nginx module. ↩
GoatCounter already filters some bots based on the user agent or the IP
address. But AI scrapers lie about their user agent and hide behind
residential proxies. ↩
Without JavaScript, I cannot send the real referrer. I insert “NoJS”
instead. ↩
I am missing the humans reading the RSS feed. I am not comfortable adding a
tracking pixel, and bots are likely to fetch it, compromising the
statistics. I’ll live without counting these readers. ↩
In February 2025, I tested another CSS-only approach without the interaction
trick: each page loaded an empty image as a background. Over a month, it
recorded up to ten times fewer page views than the nginx logs, even after
removing user agents identifying as bots. Compared to this experiment,
GoatCounter counts about three times fewer views, 18 months later. As the
time ranges differ, this is not an apples-to-apples comparison, but it gives
a hint about how efficient bot filtering is. ↩
A NixOS module is a function receiving the configuration of the whole
system as config and returning three attributes:
imports adds other modules to import,
options declares user-configurable settings, each with a type and a default value, and
config sets values for options declared by any module, like containers from NixOS.
If a module does not need to declare options, you can return the config attribute
set directly. When a module does not require any argument, you can define it as an attribute
set instead. ↩
Most of the time, you don’t need an explicit import. NixOS automatically
imports the modules shipped with Nixpkgs. For my own
modules, some machinery also imports them automatically. ↩
Litestream warns against using the auto-recover option as
it can cause data loss. But I don’t properly monitor my servers and I prefer
uninterrupted backups to a slight chance of losing the last few records. ↩
In my case, the process is slow: around 20 minutes for a 20 MiB database.
You can test by restoring to a copy with the -o option, but you still need
to stop the Litestream container. ↩
The Debian Long Term Support (LTS) Team hereby announces that Debian 11
bullseye support has reached its end-of-life today, 31 August 2026,
five years after its initial release on 14 August 2021.
Starting in September, Debian will not provide further security updates for
Debian 11. A subset of bullseye packages will be supported by external
parties. Detailed information can be found at
Extended LTS.
The Debian LTS Team is currently providing security support for Debian 12
bookworm, the current oldstable release. Thanks to the combined efforts
of different teams including the Security Team, the Release Team, and the LTS
Team, the Debian 12 life cycle encompasses five years.
Debian 12 will receive Long Term Support until 30 June 2028. The supported
architectures in Debian 12 LTS are amd64, i386, arm64, armhf and ppc64el.
For further information about using bookworm LTS and upgrading from
bullseye LTS, please refer to
LTS/Using.
Debian and its LTS Team would like to thank all contributing users, developers,
sponsors and other Debian teams who are making it possible to extend the life
of previous stable releases, and who have made Bullseye LTS a success.
pcsc-lite is a Free Software
implementation of the PC/SC
(also known as WinSCard) API for Unix systems. It provides an API for
using smart cards and
smart card readers.
Changes:
2.5.2: Ludovic Rousseau
19 September 2026
hotplug_libudev: rescan "serial" readers in
HPReCheckSerialReaders()
After bazel-bootstrap 7.7.1 was landed into Debian unstable,
I'm working on packaging newer Mozc (Most famous Japanese input method editor) with Bazel.
Here is the blog entry initial efforts to build Mozc with Bazel at that time.
It is impossible to cover all of system libraries in Debian, so in that case, please consider to use the following DH_BAZEL_PKGCONF_MODULE.
DH_BAZEL_PKGCONF_MODULE
It search the specified modules with pkgconf. It is useful when there is no bundled modules in dh-bazel if you want.
It accept ',' separated paramesters. (e.g. DH_BAZEL_PKGCONF_MODULE=gtk4-x11,gtk4-unix-print).
If DH_BAZEL_PKGCONF_MODULE could not match, then dh-bazel fallback to dig into Build-Depends: field
in debian/control. Note that if it is not deterministic (e.g. -dev package provides multiple .pc files)
dh-bazel gives up fallback with pkgconf.
In version 1.5.19, I upgraded
the PKCS#11 header file pkcs11.h to version PKCS#11 3.2.
Execution of automatic tests failed on Windows. I then disabled
failed test. But I, in fact, disabled all the tests on
Windows. And the problem went unnoticed.
Version 1.5.19 did not contain the code required
to pack the structures on Windows. So the PyKCS11 wrapper and the
PKCS#11 library were not alligned on the data format. And crash...
version 1.8.3 of the CCID driver (New version of libccid: 1.8.3)
addresses 6 security issues identified by an AI tool.
Very low impact
The reported issues are either not exploitable because the input and
output buffers used by PC/SC Lite to call the CCID driver are large
enough, or the exploitation requires rogue smart card or smart card
reader (i.e. sending non-compliant data).
If you would like to read the details, the issues have been fixed in the
following git commits:
However, it would be difficult to exploit these issues unless the
attacker used a custom-built reader or smart card. This is something I
started doing with the Pico HSM project, which is a CCID
reader in a Raspberry Pi Pico. This allows you to modify the CCID frames
sent by the reader as required.
The bug reports from the AI tool are very verbose. This is useful for
impressing a manager with a long, complex-looking text. However, reading
the entire report is often a waste of my time. It is often much faster
to read the proposed patch to understand the problem it is trying to
fix.
The proposed fixes are, sometimes, incorrect. They are a good starting
point, though. However, never apply an AI-generated patch without fully
understanding it.
Conclusion
Thanks to Red Hat and Jakub Jelen for
the bug reports.
I am very happy that the AI tool only identified issues with no or low
impact.
As a graduate of a liberal arts university, I wound up, unsurprisingly, taking a
lot of classes in every possible academic discipline. Thinking back to the
person that I was going into university, I don’t think I would have chosen to
take them – after all, my degree was in the sciences; I’d have been stoked to
do nothing more than wall-to-wall computer science until I ran out of
coursework and filled the rest of my hours with research and independent
studies with my professors (which, I guess I did actually do, just not as
much as I would have otherwise).
Even this blog’s CSS theme (now 18 years old and starting to look it) was
something I wrote after receiving and repeatedly re-reading a tattered
third-hand copy of “The Laws of Thought” by George Boole. It was gifted to me
by a college friend majoring in philosophy while I was crashing at his rental
on the beach. He gave it to me because he knew I “liked that shit” and, while
it was definitely computer science in nature, I would not have read it
otherwise. I have vivid memories of sleeping on his la-z-boy surrounded by
towers of books he was working through. He went on to do incredible work,
getting his PhD, doing research, brilliant writing – his death in 2023 has
robbed humanity of more time with him. “The Laws of Thought” sits behind me in
my office, and is one of my most valued possessions.
My friends mean more to me than I could ever express, and I definitely don’t
show it enough. Each of my classes made me a more thoughtful person. My
professors made me a better, more well-rounded person – and a person who
attempts to live up to the oft repeated credo of being “men and women for
others”. I did the best I could, even though I was never a particularly good
student. Without liberal arts, I don’t think I would, dispositionally, have
been capable of pushing myself – to this day – to continue to learn on nights
and weekends, for no reason other than wanting to learn. I refuse to stop
expanding my perspective, and do my best to approach new problems with as much
humility and curiosity as I can muster.
Every few days for the last year or so, I have been thinking back to a reading
assignment from my junior year that, at the time, I thought was a borderline
throwaway filler assignment for the class. The reading is an essay from 1947 by
the french existentialist philosopher and libertarian marxist, Jean-Paul Sartre
(as some of the more erudite may have now already worked out given the blog’s
title), “Why Write?”. I re-read it this week. It is not filler. I remember this
essay better than some of the classwork I considered more important at the
time.
Why Write?
“Why Write?” starts off by describing the ways in which writing – trying to
communicate your thoughts, opinions, or feelings to others – is an act of
projection. The writer will only ever draw from a place of their “own
subjectivity” – writing is taking your person and putting it on display.
You’re choosing what words to use, how to use them, pulling from knowledge
you’ve accumulated (based on how you’ve chosen to spend your time). Spending
any amount of your finite existence in order to convey a thought is, itself,
announcing to the world that you believe it to be a thought worth sharing.
Meanwhile, the act of reading is not simply turning letters into words.
Reading is engaging with the work, and understanding the work in a process
that looks more like what Sartre terms “re-invention” or “discovery” – “the
literary object, though realized through language, is never given in
language”. It is not enough to read the words in a book end-to-end; you must,
as a reader, actively engage with the work to understand what is being
communicated by those words. Reading is to take the words on the page, and
“exceed” the mere words through what he calls “directed creation”. The reader
is “re-inventing”/“discovering” the writer’s thoughts by following their
“landmarks in the void”.
And this all makes pretty good sense to me – I know if someone is being
sarcastic because I know the writer; I have read their words and have read
into their words, allowing myself to be directed by the writer into
“discovering” the thought they have left me in their work. I understand that
their words are humorous, not irate. Knowing who the author of a work is
can completely change the point of a sentence. The fact I’m writing about
Sartre at all, or that this very writing has been constrained for presentation
in this blog’s CSS is only happening because of who I am, what things I’ve
experienced in life, and what has made me, me. Sartre argues that this dyadic
coupling between writer and writing means that I, as a writer, can never truly
read my own writing. I will never be capable of reading my own work and
getting something out of it – the work is already an extension of my own
person. I can discover no thought in my own works.
Of course, Sartre, as an existentialist, is honor bound to go one step further
here – the reader, by participating in reading a work, is asserting their
own freedom. Every time a writer writes “[…] the writer appeals to the
reader’s freedom to collaborate in the production of [their] work”. The
creative act may only be complete if both writer and reader have recognized one
another and made a choice to do so. No one is compelled to complete the
creative act. The things you read matter. Reading something fundamentally
alters you as a person – you can not simply un-read a thought. Everything you
read changes your universe. I have a hunch Sartre would find things like the
(original early 2010s era) “tl;dr” reply to obviously terrible writing
absolutely hilarious as a reader’s expression of freedom (not to be confused
with modern 2020s era usage as shorthand for “summary section”). Using your
freedom to choose to complete the writer’s creative act (or not) is inherently
asserting your humanity.
I’m a bit fuzzy on the specifics of this quote, but I think it was
sj who told me at one year’s
Mystery Hunt that “A puzzle is a contract between
puzzle author and puzzle solver, the author promises that the puzzle is
solvable if you’re clever enough”. The puzzle author and puzzle solver are
engaging in a collaborative production of the work that is only possible by
recognizing one another. Similarly, Sartre – “whatever connections [the
reader] may establish among the different parts of the book among the chapters
or the words [the reader] has a guarantee, namely, that they have been
expressly willed”.
Wall Drawing #123
It follows, Sartre argues, that the act of writing, as a means to convey a
thought to a reader, may only be completed through the act of reading.
Reading can only be done by others; writing, therefore, only exists to be
read – it can serve no other purpose. Writing and reading are two halves of
the same creative, collaborative act, only satisfied when both writer and
reader acknowledge one another. Combined, writing and reading are the act of
recognizing one another’s humanity, thoughts, experiences, consciousness – the
act of co-creation of thought is the critical aspect of writing and reading –
reconstructing the author’s perspective, thought, intent, point. The
co-creation is the point of both reading and writing.
Writing without anyone to read the work leaves the writer’s bid for
co-creation unsatisfied and humanity unrecognized. No thought has been conveyed
to any reader, no one has understood the reason behind the “landmarks in the
void” you’ve carefully placed, leaving you to either “[…] put down [your] pen
or despair”. Writing is an appeal to the reader’s freedom, and the nature of
that freedom is the writer can not control it – never being understood is
always a possibility any time anyone sets out to write.
Nearly 12 years ago, I attempted to read the text on the git manpage
generator for the first time –
I remember the exact feeling of my brain going into “git manpage parsing
mode” where every word was dragging git plumbing megaliths through the sand
from their far-flung homes. I can still feel the surface of my desk as I
instinctually started to trace out logical connections between git internals
referenced as I read along. It took me a good 20 seconds to realize what I was
reading made no sense. This website broke Sartre’s writer-reader agreement – I
was attempting to read this website, but there was nothing there. You can
“mechanically” “read” the git-man-page-generator, but you can never read it
– it is not possible to read it. It was funny – unsettling. Each grasp at a
real-looking image in front of me misses, my hand coming back empty. I
couldn’t get enough of it. I must have tried to read a dozen generations in a
row. I had never had something quite that broken pass that far into my
consciousness before. Although I kept trying, it never did feel quite the same
as that first time; I think fundamentally, I couldn’t forget that it was
random.
While never having anyone read your writing drives them to “put down your
pen or despair”, Sartre never had to contend with the opposite problem – being
asked to read that which was not written. Reading that which was not
written does not merely leave someone unrecognized when a reader makes a
choice; instead, it is an inherent violation of the contract between reader
and writer. Not only is no humanity being recognized through attempting to
read words which were not written, but the reader, not the writer,
is the one who bears the burden of unexpected apophenia. The reader,
while engaging in co-creation, must now contort themselves to uphold their end
of the Sartrean agreement, scrutinizing text to ascribe consciousness,
thought and intent only to come back up with pareidolia-fueled echos of
one’s own self and disfigured half-thoughts of others. The reality is, the
modern reader must now “mechanically” “read” most written work they come
across, scrutinizing text for any signs of thought before truly attempting
to read the work. Failing to do this correctly changes our person –
each time it happens, a small part of us is irrevocably altered. Choosing to
engage in this ballet because you wish to do so is one thing – this is
your right and freedom as a reader – but passing words which were not
written as your own in an attempt to wrestle a reader’s freedom of
co-creation from them is another entirely.
If you didn’t write it, I don’t want to read it (dw;dr). Send me your prompt instead.
It is said that those who cannot remember the past are condemned to
repeat it, a quote often attributed to the American philosopher George
Santayana. And to remember the past, records must be maintained and
kept accessible to learn from. With this in mind, it is no wonder
that archivists worldwide consider it crucial to ensure the archival
records are both complete and accurate, with a constant frustration
caused by the knowledge that the archives are neither due to
challenges in tracking down and collecting what should be
archived.
The last few days, I decided to simplify the collection of Messages
from the Mattermost chat
service, used by a few of the organisations I am involved in, to try
to improve the situation slightly. To achieve this, I had written a
dedicated extraction tool. Partly to see how hard it would be, and
partly to ensure that if one of the services were shut down or
replaced, everything in it would not be lost. Of course it is in the
nature of the use of instant messages that most of them are not fit
for permanent storage, at least not according to Norwegian law, where
there is a threshold "worthy of the archive" (arkivverdig) that should
be met, and messages like "should we go to lunch now" are below the
bar and should be filtered out. The tool can not help with this
filtering, and that will have to be done using other means after
collection.
The tools I had my bullshit generator write, under strict
supervision and many iterations, will extract every message visible to
the user whose credentials are used to log into Mattermost, and write
it out in Noark 5 extraction XML format and visualize the result. I
created the visualiser mostly to quickly be able to debug the
extracted XML, but also to make life easier for anyone interested in
testing out the tool set.
The extractor mattermost-noark5extract create a hierarchy
with arkiv/arkivdel for the Mattermost server, and then individual
mappe for each channel and direct message chat, a registrering for
each message thread, dokumentbeskrivelse for every message in the
tread, and one or more dokumentobjekt for each message and their
attachments/images. So far it is only tested on one Mattermost
installation, where around 23,000 messages is extracted in 61 seconds
and produce 295M with approximately 600 attachments and around 675,000
lines of XML in arkivstruktur.xml. You pass it the URL of the
service, a username and password, a directory path where to store the
collection and an optional channel name substring to limit the
collection to only a subset of the messages available.
The mattermost-noark5extract-browser viewer can load this
collection and visualize it similarly to Mattermost's web interface,
with the list of channels and direct messages dialogues on the left,
messages chronologically in the centre and a selected thread displayed
on the right.
I know Mattermost provide several login options. I've only had the
one used on my test server implemented so far, and know the extract
tool will have to be extended a bit for it to handle servers using one
of these options.
This is a new series1 I'm starting on the tools I have been crafting and
buying to play pedagogical games in my Economics classes.
These games, aside from being just plain fun for the students, often aim to
teach them a lesson via interactive play. Unsurprisingly, it is much easier for
them to grok a particular concept this way. Moreover, many students told me
these activities were the best part of the classes I teach.
The World Trade Game
I found out about The World Trade Game in The Handbook of Pluralist Economics
Education2, which also contains many other fun pedagogical games. It
was first developed by Action Aid, but has since been refined by John
Sloman and then by Irene van Staveren, who wrote about her use of the game in
the aforementioned book.
The goal of this blog entry is not to describe the game and teach you how to
play it. If that interests you, either buy the book I mentioned or read about
Sloman's version here.
No, our focus point here is the tools to play this game: fake cash! Fake cash
can be used in many economics pedagogical games and in my opinion, is a
worthwhile "investment" of your time and energy. You could indeed play with
regular printed sheets of paper listing a value (I sure did!), but using Play
Money (a more appropriate term, since we're not trying to defraud anyone) will
up your game and create a more immersive atmosphere in your classes.
At first, I tried to buy play money. Surely, some commercial offering aiming to
create realistic props for movies and TV productions existed? At least in
Canada, it turns out the answer was no. The only thing I could find were shady
websites and weird expensive listings on AliExpress. Not being tenured yet, I
did not try to convince my employer to take a 50-50 chance on supporting
criminal endeavours.
As such, the next best thing I found was printable play money designed by the
Bank of Canada Museum. Their designs were quite nice and met my needs,
but their PDF layout made it overly complicated to print large quantities of
bills. As such, I played around with GIMP a little and came out with these
files. A commercial printer shouldn't have issues printing them on glossy
cardstock paper and cutting them up for you:
Once printed and cut, you'll unfortunately have to fold each bill by hand. To
secure both halves, I ended up using a strip of transparent tape on each long
edge.
Here is the result, with a real Canadian 20$ bill as a comparison:
Don't hold your breath though, as I do not currently have a release
schedule. ↩
Reardon, J. (2009). The Handbook of Pluralist Economic Education. New York : Routledge. ↩
After bazel-bootstrap 7.7.1 was landed into Debian unstable,
I'm working on packaging newer Mozc (Most famous Japanese input method editor) with Bazel.
Here is the blog entry initial efforts to build Mozc with Bazel at that time.
When started packaging efforts for newer Mozc with Bazel, I'm a newbie to do it.
Now I've got a knowledge to do it a bit, I want to know best practice on packaging X on Debian with Bazel furturmore.
Usually there are dh-X for buildsystem X on Debian, but it's not true for Bazel as far as I know.
This is why I had started to write dh-bazel.
I've wrote initial dh-bazel prototype and post a mail to debian-bazel ML.
dh-bazel is in very early stage prototype, but I have succeeded to build newer Mozc with some modifications to Mozc debian/rules on experimental with dh-bazel locally!
dh-bazel is a thin wrapper for Bazel, so it does not reduce packaging glitches dramatically, but it helps some sort of packaging tasks IMHO.
There are some achievement with dh-bazel
It helps to do similar building way like other debhelper buildsystem
It sets comprehensive Bazel startup options
It sets comprehensive Bazel command options
If you want to set extra flags, just specify it as additional user options (--override_module=, and so on)
Note that it only simplify dh_auto_build stage, so you must manually install artifacts
with .install or something correctly.
I hope that it will help package maintainer using Bazel in the future.
(dh-bazel is not uploaded into debian/unstable yet, so stay tuned!)
Nheko is my current favourite client for the Matrix IM system, which is my favourite IM system.
Matrix is an open system with end to end encryption and Nheko is free software and runs well on Linux desktops and phones.
The Nheko client allows interaction with dbus which could be good for automating things, EG you could change the status message when unlocking the screen. I’m documenting the most useful ones here because they don’t seem to be documented anywhere else. I have filed a Debian bug about the activate room option not working. The qdbus6 program is the QT6 version of the dbus command-line query program, there are a range of other programs which work in much the same way.
# list all interfaces
qdbus6 im.nheko.Nheko /
# get the version of Nheko
qdbus6 im.nheko.Nheko / im.nheko.Nheko.nhekoVersion
# list rooms in a dump of the data structures (pity it's not json or something)
qdbus6 --literal im.nheko.Nheko / im.nheko.Nheko.rooms|less
# join a room
qdbus6 im.nheko.Nheko / im.nheko.Nheko.joinRoom "#flounder-random:luv.asn.au"
# supposed to activate a room but doesn't
qdbus6 im.nheko.Nheko / im.nheko.Nheko.activateRoom "#flounder-random:luv.asn.au"
# set the status
qdbus6 im.nheko.Nheko / im.nheko.Nheko.setStatusMessage "whatever"
# get the status
qdbus6 im.nheko.Nheko / im.nheko.Nheko.statusMessage
Here are a couple of examples of using other dbus clients to get similar results. Note that the difference between the Debian version of Nheko (and maybe other recent versions) and what LLMs return for usage examples is that Debian has “/” as the path while the examples have “/im/nheko/Nheko”.
# list rooms via gdbus
gdbus call --session --dest im.nheko.Nheko --object-path / --method im.nheko.Nheko.rooms
# get status via dbus-send
dbus-send --session --print-reply --type=method_call --dest=im.nheko.Nheko / im.nheko.Nheko.statusMessage
Related posts:
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Matrix Introduction In 2020 I first setup a Matrix [1] server....
I’ve long been interested in hardware key material storage devices. I’ve been
a fan of yubikeys (I still remember
when my fancy new NEO-N showed up), PIV
(and its associated
smattering of
additionalfields),
SaaS HSMs,
the kernel keyring, some tooling
I’ve fairly satisfied with the design of at prior companies, and of course,
our dear friend, the TPM. All that is not even to mention the scores of exotic
hardware security modules one generally comes across from time to time when
you’re keeping a sharp eye out that you wind up playing with.
The concept of storing private key material on a disk, or even having it in
RAM has always skeeved me out, so I have a natural inclination to hardware
modules, and how shifting keying material around can change your risks
and threat model(s) in interesting ways.
I don’t remember when I first came across the
MIFARE DESFire EV3, but a few weeks ago
I did a deep-dive into the state of the art of authentication schemes using
ID cards. My complete overview of what tradeoffs exist is pretty extensive
(and likely not interesting to the vast majority of the world), but the tl;dr
wound up being one of “use PIV” or “use MIFARE DESFire EV3”. I wound up
picking DESFire for a recent project, and figured it’s worth talking
a bit about what I learned, share some thoughts, and some code. That code is
published on crates.io/desox, and docs,
as is our custom, may be found at
docs.rs/desox
DESFire supports DES (I’m sure most readers saw that one coming), 3DES (I
didn’t bother playing with 3DES at all) or AES-128 (AFAICT always use this?)
keying material. It’s worth noting that the DESFire only supports symmetric
keys and is not designed for public key cryptography, and operates exclusively
using shared symmetric key material. The DESFire EV series use those keys and
related authentication schemes to interact with “files” stored on the on-chip
EEPROM (2k, 4k, 8k, and 16k versions exist), or “applications” (groups of files
and authentication keys).
Talking to a DESFire EV3
Interactions with the card are done over NFC (ISO/IEC 14443 Type A), and
commands to/from the card may be in the usual ISO/IEC 7816-4 APDU format, or
“unencapsulated” bytes sent to/from the card are sent using a fixed instruction
set and return code structure – saving a few bytes per message. I’ve opted to
use their undocumented and proprietary format – I found it easier to work
with and with a maximum message of 60 bytes, the savings matter a lot.
While powered via NFC, the card maintains a small amount of state about the
connection between the reader and the card in its RAM, including if the
session is authenticated or unauthenticated. I’ll dig into how authentication
happens later, but it’s worth knowing that sessions can become authenticated
using one of the symmetric keys shared by the card and the reader. The vast
majority of the
DESFire commands
I know about tend to work while either authenticated or unauthenticated,
with a few exceptions (GetUid, ChangeKey, and ChangeKeySettings
for example).
In general, I found working with this card particularly pleasant. There is a
fair amount of backwards-compatible behavior and multiple methods of
communication that confuse things a bit, but overall, it was better than
average to integrate with. Kudos to the NXP team. If the docs on this chip
were public, things would be orders of magnitude easier – it’s not entirely
clear to my why they’re keeping so much of the interface documentation under
NDA, but it’s the largest knock against the chip, by far.
Authentication
I found a lot of really great resources outlining how the handshake and
protocol works for a DESFire EV3, especially from
Ridrix,
some public datasheetsThrRealRevK
and posts from AndroidCrypto.
The gist here is that, because the DESFire only does symmetric key operations,
the key exchange (a type of SKA – Symmetric Key Agreement) uses symmetric keys
to establish a unique session key which is used to sign or encrypt data
exchanged between the reader and the card. I’m not going to get too in-depth
here, since there’s a ton of other resources out there to dig into – but I
will do a quick high-level description to keep this post mostly self-contained.
The authentication protocol serves two main functions – to verify that both
parties know the same shared secret, as well as to act as a SKA to construct a
new session shared secret key. Here’s a quick overview of how a shared session
key is derived between the reader and the card using our symmetric keys
(AES-128 in the case below).
the reader requests to start authentication with the card (something like
AA 00 to start an AES Authentication handshake with keyslot 0x00).
The card will then reply with AF (a status code that indicates more data
is to follow), followed by 16 bytes (in the case of AES-128) of encrypted
(using CBC) data.
The hosts then decrypts this block with the symmetric key from keyslot 0,
returning the card’s session nonce.
The host generates 16 bytes (usually random) for its session
nonce.
The host sends an instruction of AF (indicating a continuation of
the previous command), followed by 32 bytes of encrypted data. When decrypted,
the first 16 bytes are our nonce generated in step #4, followed by the 16 bytes
provided by the card, decrypted in step #3, except where every byte is shifted
to the left by one place (the 0th byte is copied to the end).
The card will reply with 00 indicating a successful operation, followed
by 16 bytes, which when decrypted, is our session nonce from step #4, shifted
to the left by one byte in the same way that we did in step #5 with the card’s
nonce.
At this point, both the reader and card have confirmed the other party has
the same symmetric secret key. The session is now “authenticated” and a
“session key” is derived using the two nonce blocks. Two hashing keys (K1
and K2) are derived from this key, which is used to maintain an ongoing
CMAC hash of the messages
coming and going to/from the card.
From here on out, the session is “authenticated”, and responses from the card
which were previously “plain” will now contain a 8-byte CMAC signature,
which can be used to ensure that the replies in question come from the
active session.
In my implementation of the handshake
I opted to encode the handshake state into rust types, just so I wouldn’t make
any mistakes. The Handshake type contains the session internals (session
nonce values, keying state, to include IV, etc). This means the authentication
flow (from within my code) uses the Handshake struct to generate the commands
to send to the card in order:
/// Create a new `Handshake`, and return the
/// start auth command (something like `AA 00`)
fnHandshake::<Initial>::begin(
output: &mut [u8],
key: [u8; 16],
key_id: u8,
) -> (Self, &[u8]);
After we get a reply back from the card (the encrypted version of the card’s
session nonce, sometimes called Rnd_B in code I’ve seen), we transition
states from Initial into HalfOpen.
/// Given the card's encrypted response, generate
/// our session nonce and generate a reply
/// (something that starts with `AF` followed by
/// 32 bytes of encrypted data).
fnHandshake::<Initial>::rnd_b(
self,
output: &mut [u8],
input: &[u8]
) -> (Handshake::<HalfOpen>, &[u8]);
Now that we’re “HalfOpen”, we’re waiting to hear back from the card to ensure
that it, too, can byte-shift our provided nonce. Once we have the card’s reply,
we can check it using our complete helper, transitioning from HalfOpen to
Successful.
/// Check to ensure that the card replied with
/// our nonce byte-shifted by one place, indicating
/// that they know the symmetric secret in
/// this key slot.
fnHandshake::<HalfOpen>::complete(
self,
input: &[u8]
) -> Handshake::<Successful>;
Once the Handshake is successful, the only thing left to do is consume
the Handshake struct and turn it into the shared session key by running
it through the key derivation function.
/// Consume the `Handshake` struct and return the
/// new shared session secret key.
fnHandshake::<Successful>::into_key(self) -> [u8; 16];
From here on out we can use this session key for the remainder of our
interactions with the card – signing messages from (and sometimes to!) the
card, or encrypted messages to and from the card. This key is used in CBC block
mode, where the session IV is updated with the last block of the encrypted
data.
Unit Testing
A nice proprietary of the SKA scheme we’re using as part of DESFire is that the
derived session key is actually deterministic if you control your nonce RNG
(ok, actually, pretty true for most key agreements, but anyway), which means it
is possible to capture traffic over the NFC interface, and “replay” the NFC I/O
with cooked RNGs and ensure byte-identical messages and keys are generated.
Within desox-rs this is called replay (I’m creative), and I’ve got a few
replay sessions checked into VCS, which exercise a signficant amount fo the API
surface. All were derived from an actual session with a real DESFire card, and
can be updated with a live card and a --cfg flag.
Each replay file is a set of lines (request-response transactions), each
containing two space-delimited hex encoded NFC messages. For instance,
here’s an authentication handshake in replay format:
The code that generated that exchange came from the test stored adjacent
to that file – a handshake with the default DES key (all zeros), and
an RndA value hardcoded to 32c28fdafd3960de.
Since the card’s RndB is similarly unchanging (I’m replaying this file every
time), this will always derive the same session key, which means messages
(including encrypted ones or CMAC signed responses) will be identical, as well.
If you’re playing with the DESFire yourself, feel free to grab my replay
files if you need a
“known good” baseline.
By default this will run using the
MockBackend,
replaying each file – expecting a byte-identical request, and responding with
the harcoded customary reply. If the code (or test!) needs to change, updating
the tests is done by swapping the MockBackend out for a real one. Since I
had to do this a bunch during development, running cargo test
with RUSTFLAGS="--cfg desox_replay_rw" will, on run, overwrite the replay
file(s) for the executed test(s), ensuring all line-protocol changes are
explicitly caught and reviewed.
Observations
Most commands, even ones which require authentication, are transmitted without
CMAC signature(s) or encryption. CMAC signatures from the reader to the card
are not really used (except for writes to a file which specifies communication
must be CMAC signed), ditto for encryption (although that one is used for key
change operations, in addition to file writes on files that specify encrypted
communication must be used). The vast majority of commands take a “plain”
request from the reader, and return a CMAC signed response.
By my eye, this means that a malicious reader, or something otherwise capable
of holding the card online after communication with an authentic reader is
complete are able to execute privilaged commands (since one can simply ignore
the CMAC signatures on responses), so long as the command doesn’t require the
reader to provide CMAC signatures (or encryption), or allow the card to power
down.
Fun with DESFire
I’ve played around a bit with ways to use the DESFire cards in interesting
configurations, given what they’re capable of. Here’s some half-baked thoughts
I had while mucking around with the cards – these are all poorly thought out
sketches of some things we can do given the specific tradeoffs I see with the
DESFire card. It’s also worth noting that I don’t have any of the actual
documentation, and am not a cryptographic grown-up, so take these sketches with
a massive grain of salt.
The first thing that came to mind when implementing this is how the
authentication scheme can shift the boundary of what is and is not trusted
(assuming good secure keying, and provided the key slots and card/application
permissions are configured correctly). Rather than push the key material out to
the machine connected to the NFC reader (“reader machine”), I instead tried
turning the NFC reader and computer into something psuedo-untrusted by “merely”
having it pass messages from the card to a trusted remote system (“remote
machine”). This means that the “reader machine” is exchanging NFC data with the
card, but that data is being decrypted, encrypted and processed by the trusted
“remote machine” – the reader is unable to derive the session key.
For each of these, I wind up needing to authenticate – so there’s still a few
latent risks, but these can mostly be mitigated by asking for a readbacks of
any changed file(s), setting key permissions carefully, and requesting the
card’s UID via the encrypted channel – all of which would require the
symmetric secrets (which undermine the whole security model if comprimised).
This general construction is also subject to a hostile takeover of the
untrusted “reader machine”, since most commands (including destructive ones!)
are sent in “PLAIN” mode – the reader machine can wait until authentication
is complete and then inject commands into the card and “simply” ignore the CMAC
signatures on responses, severing ties with the remote machine. As such, we
also need to take steps to ensure that the key being used is not one that
allows any access beyond what is allowed. Here were some ideas I sketched out
off the back of this theory.
The “second-factor”
Given some established (and authenticated) connection, part of the initial
authentication flow may use the DESFire card to prove physical control over it
as part of a handshake. This can serve as a second factor during some
authentication flow, requiring physical card presence at a reader to fully
initialize a connection. This does have one glaring downside, however – it’s
phishable. To use this “for real”, we’d need to take some steps to prevent
obvious MITM flows (XOR the NFC messages with the URI as seen by the client?),
but maybe there’s something interesting there.
This also has a second interesting attribute – when used as part of a physical
system authentication flow, this becomes a logical place to inject access
control, being able to determine if some person is permitted to operate some
device at that particular time (Is “Joe” current on his Laser Cutter
certifications?) I think of the ideas I landed on, while conceptually
interesting (using an employee id card as a 2FA token, it’s very fast), this
one is the least likely to turn into something real.
The “encrypted-cookie”
This construction, when paired with an encrypted DESFire file, allows the
“remote machine” to read/write an ’encrypted cookie’ to the card – storing
small amount of encrypted data that the “remote machine” can read/write, but
not the “reader machine”, since this uses an encrypted and authenticated
channel from the “remote machine” directly to the DESFire card, without any
intermediate hosts needing to be fully trusted. I keep calling this the
“encrypted cookie” in my head because it feels conceptually similar to how Ruby
on Rails and Laravel handles cookies.
We’d need to take a few extra steps here (for instance, ensure that you read
the cookie back over the encrypted channel after writing to prevent a malicious
reader from dropping writes) to secure the system, but it feels like the
structure of this is definitely decent.
The “takeover”
This time, let’s say the computer attached to the NFC reader (“reader machine”)
is semi-trusted. For this scheme, our trusted “remote machine” and the
“reader machine” pass messages over the network to handle authentication to the
card (as above), where the handshake data is being decrypted, encrypted and
processed by the trusted “remote machine” as usual. However, once the
authentication handshake is complete and a session key has been derived, the
“remote system” return the session key to the “reader machine”, giving it a
one-time-use key and authenticated session to the card.
We need to be careful about global/application permissions and key access
control to files – but in this construction, we can allow the “reader machine”
to take over privileged actions using a scope-limited DESFire key without
handing over the card’s true keying material (preventing cloning of the card).
This can be helpful to ensure messages to/from the card are truely from the
card (verifying CMAC signatures), enables the “reader machine” to directly
read/write to/from encrypted file(s), but allows the symmetric key material to
remain in as few places as possible – which is critical given compromising
that secret will undermine the security of the entire system.
Starting with strongSwan 6.1.0-1 (currently
in Debian unstable and targeted at Debian 14 Forky), the IKEv1
protocol has been disabled. This is aligned with
upstream decision. Considering IKEv2 is already nearly old
enough to drink in the USA (RFC 4306 will turn
21 next December) and IKEv1 has weaknesses, the disabling is
long overdue amd will permit upstream to remove some code in the
upcoming years.
At this point there is no good reason not to migrate to IKEv2
and exposing IKEv1 code in all Debian installation is no longer
relevant. All IKEv1 users using Debian 13 Trixie (either site to
site, gateway or roadwarrior client) should investigate IKEv2
protocol (or other options).
Note that some plugins have also been disabled upstream for
security/maintenance reasons and we followed suite in Debian. The
Debian relevant ones are: af-alg, led, padlock.
Replacing lxc with Incus for Debian CI, by Antonio Terceiro
At the beginning of this month,
the default backend for tests was changed to incus-lxc,
leaving only a few dozen packages explicitly configured to run as lxc. Those
packages got bug reports filed
and once those bugs are fixed they will be migrated over to incus-lxc. This
marks an important milestone for Debian CI, as the low level of isolation
between the worker host OS and the OS under test when using lxc was a
significant source of instability in our platform. Common causes for test
failures when comparing runs under plain lxc with runs with incus-lxc are
documented in the wiki page
linked from the bug reports.
security-tracker git performance, by Helmut Grohne
Developers working with Debian’s security-tracker
have reporteddegrading
performance for a while. The options for solving this are few with repository
sizes now reaching 30GB for a repository whose working tree is a mere 60MB.
While there have been a number of proposals for changing the storage layout,
Helmut evaluated options not requiring such changes. Much of the problem hinges
on the 50MB data/CVE/list file that is updated in most commits. Efficiency
hinges on representing its content in git packs.
Practically, git frequently fails to represent its content as a delta and stores
a full copy that is typically compressed to 12MB. Add a few thousand 12MB full
blobs and you quickly have a large repository. In particular, the copy at
salsa.debian.org stores many such full blobs, so pulling from it consumes
significant bandwidth.
One might think that running git gc helps, but its utility is limited here.
When git stores objects in packs, it stores the
history in reverse.
It starts with the current version and represents older objects as differences
(deltas) to more recent objects. A delta effectively is a sequence of copying
ranges from a base object and insertion of new content. Given that humans tend
to add content over time, those additions are often represented as deletions.
The crux here is finding that base object. Given that the data/CVE/list file
is large, finding it involves comparing quite a few versions of it with each
other. This requires both a significant amount of RAM and CPU time. How many
objects git considers for this comparison is controlled with the --window
option. It is beneficial if the base object does not come from a direct child
commit but skips over commits. In doing so, long chains of deltas are avoided.
The --depth option controls the maximum chain length.
In this search, git combines all objects into a single window to facilitate file
renames. As such, it tends to compare data/CVE/list with data/DSA/list,
data/DLA/list and others. This is less than helpful and tends to evict all
data/CVE/list versions from the comparison window such that a new full blob of
it becomes required. Since the security-tracker repository rarely renames files,
we can ask git to instead consider one window per filename
via --path-walk. Once doing so, it becomes quite a bit better at finding
suitable deltas. The technique is less applicable to older history (2025 and
earlier), but given a lot of RAM and a bit of partitioning, git gc can shrink
that as well. Combining these techniques, we can shrink the repository into
700MB and keep new growth somewhat under control.
Temporarily, Helmut is providing a proof-of-concept mirror at
git://git.subdivi.de/~helmut/security-tracker.git using these techniques.
Avoid pulling from it directly as it does not provide a secure transport. While
it does reduce the amount of data being downloaded, it does not resolve a number
of related problems. After downloading, a git client will still expend
considerable amounts of CPU on verifying received deltas and attempting to
git blame data/CVE/list is not improved in any way. Still, there is work on
integrating some of the improvements back into salsa.
OpenSSH GSS-API split, by Colin Watson
In an option review
Colin did in 2024, shortly after the xz-utils backdoor,
he explained that having GSS-API authentication and key exchange support in the
main OpenSSH packages is problematic. The key exchange patch is large and
intrusive. Even linking to the necessary libraries isn’t without risk: as the
Ebury malware attack demonstrated
way back in 2009, each extra library linked into security-critical daemons such
as sshd (or nowadays into its privilege-separated helper programs) can modify
the behaviour of the daemon even if you aren’t doing anything that would involve
calling into that library. Of course some of that risk remains, but as
Damien Miller wrote,
minimizing the number of libraries that end up in the address space of sshd
and friends is still valuable.
This split is now complete in testing. As of openssh 1:10.4p1-5, the OpenSSH
client and server are built without GSS-API authentication and key exchange
support. If you need those features, install openssh-client-gssapi or
openssh-server-gssapi instead, as appropriate. Debian 13 (trixie) already has
packages with those names that just depend on the regular openssh-client and
openssh-server so that you can pre-emptively install them, as
documented in the release notes.
The new openssh-*-gssapi packages have relatively tight dependencies on
openssh-common, in order for the testing migration system to ensure that we
can’t forget to keep them up to date. This will mean a bit more ongoing work on
each new upstream version, but it should be manageable.
Catching up on DebConf video publication, by Stefano Rivera
DebConf 25 videos suffered terribly
from a bug in voctomix that
stopped us from being able to publish the videos immediately after the
conference. Ivo De Decker did some work on the videos earlier this year, fixing
enough of the audio problems to make the videos at least intelligible.
While at MiniDebConf Winterthur Stefano
published all the videos from 2025 and 2026 to PeerTube
and YouTube.
DebConf 25 and DebConf 26 videos as well as all the videos from miniconfs that
had got caught up in the backlog were published.
Miscellaneous contributions
Carles used po-debconf-manager
to review and submit Catalan translations for six packages.
Carles prepared a prototype
of building webwml and running “tidy” (linter) in Salsa.
Carles created different webwml
merge requests
with different fixes: invalid links to different architectures, 404s to external
sites, fixed templates with invalid URL to favicon.ico, making USE_SAMPLE_FILES=1
to avoid fetching external files, typos in English, etc.
Antonio did several Salsa maintenance tasks,
including his first platform security update and investigating an issue that was
causing the background tasks to be severely delayed, imparting the site usability.
Thorsten tried to fix some bugs in hplip and cups. Unfortunately this did not
result in an upload this month, but stay tuned!
Helmut continued to report undeclared file conflicts and correspond about them.
Helmut reviewed and merged Johannes Schauer Marin Rodrigues’ work on adding
hurd support to debvm.
Helmut fixed a pile of minor issues in the support libraries underpinning
unschroot.
Helmut adapted rebootstrap to archive regressions and improved its handling of
non-default gcc versions.
Santiago continued helping Aryan Karamtoth with the GSoC project on
introducing livepatching support for linux. Several challenges have been
identified in the recent couple of months, and Santiago is trying to guide Aryan
to address them and design the solution. The mentoring is done in collaboration
with Emmanuel Arias.
Lucas onboarded a co-maintainer for Valkey.
Lucas has started to work on a draft for the Debian Outreach project for
onboarding newcomers interested in Debian packaging via a video course.
Stefano worked on the after-math of DebConf 26, handling the bursary expense
reimbursement process and winding down the conference finances.
Stefano uploaded Python 3.15 RC 1 to Debian unstable.
Stefano did some budgeting and travel planning for the DebConf 27 site-visit
in Asahikawa, Japan. The DebConf committee sends a couple of members to meet
with the local team and view the venue together, in advance of the next DebConf.
The Reproducible Builds project relies on several projects, supporters and sponsors for financial support, but they are also valued as ambassadors who spread the word about our project and the work that we do.
Today, however, we will be talking with Jochen Sprickerhof,
one of the newer members of the Reproducible Builds project core team.
Vagrant Cascadian: Could you tell me a bit about yourself? What sort of things do you work on?
Jochen Sprickerhof:
I am a freelance programmer working on Open Source. Mainly doing Debian, F-Droid and some smaller software projects. In general I made it a habit to look into every software I use and try to fix bugs or add features I need. In Debian, I maintain about 180 packages with topics covering home banking, build systems and robotics. Most of my time, I currently work on reproduce.debian.net, where we try to bit-for-bit reproduce the packages distributed by Debian.
Vagrant: Could you describe the path that lead you to working on reproducible builds?
Jochen:
I started my Debian journey as a teenager, converting my school to Debian and serving as its system administrator for 13 years. After studying Applied System Science, I joined the university’s robotics labs, where I worked on the Robot Operating System (ROS) and the Point Cloud Library (PCL). In the end, I enjoyed programming more than writing papers, so I eventually left academia for a robotics startup. Some years ago, I realized that the open source work I was doing in my spare time was actually the work I cared most about. Nowadays I am really grateful that I can spend my days working on things I find important and have lots of fun with.
Vagrant: What projects did you recently make big progress on?
Jochen:
A recent example is metasnap.debian.net. It is a ‘meta archive’ of
snapshot.debian.org which is itself archive of all packages in Debian. But let
me explain it the other way round: with reproduce.debian.net, we try to reproduce the packages as they are distributed by the Debian archive. For that, we need the same build environment (compilers, libraries, build tools, etc) that was used by Debian back when the original package was compiled. Luckily, snapshot.debian.org has all those packages, but they are not easily accessible via apt, Debian’s package manager. So, metasnap provides a mapping from a package name and version pair to the APT repo on snapshot.debian.org needed to download it from. It was created by josch some time ago, and it’s awesome work. But when we tried to reproduce more and more packages on reproduce.debian.net, we found that some were missing packages from the build environment — even though they where visible on snapshot.debian.org. We found that metasnap excluded some archive areas because they where not expected to be needed. Reimporting all the data took more than two months and surfaced a couple more flaws.
With this fixed, we were able to build more packages, only to find out that metasnap also needs better support for version numbers. Luckily we were able to rewrite the data in a day instead of starting the import again.
Vagrant: You have been working on infrastructure to support reproducible builds for a while. Has recent adoption of reproduce.debian.net into the Debian release tooling changed the focus of your work?
Jochen:
Quite a bit. When we started reproduce.debian.net in 2024, only around 33% of the packages could be reproduced successfully. Today we are above 98%. Most were not bugs in the packages themselves but in the infrastructure. Similar to the metasnap issue I reference above, packages just needed a rebuild because something else, like the toolchain, was fixed in the meantime. In May, people from the Debian release team and the Reproducible Builds project sat together and decided that the overall state is good enough, and now packages that regress on reproducibility are blocked from entering the next Debian release. But that does not mean all the work is on the shoulders of Debian package maintainers. Since then I have been constantly looking at the migration tooling to spot regressions and provide fixes. Furthermore, a couple of maintainers reached out to us for help and I hope more will do so in future.
Vagrant: What is one small thing you (or others) have not yet gotten to that you would really like to see?
Jochen:
The central tool to reproduce Debian packages is debrebuild, also written by josch. Currently it has two ways to retrieve the build dependencies of a package. Either it uses metasnap.debian.net (as explained above), or it can access the Debian unstable APT repository directly. This allows to test packages locally before everything is indexed on metasnap by compiling against Debian unstable. But actually there are many other APT repositories to query, like Debian stable or even derivatives. Adding support for an optional list of APT repositories in debrebuild would be great. That would also be a big step to support reproducing other Debian based distributions.
Vagrant: … and one big thing?
Jochen:
It would be great to integrate metasnap.debian.net into snapshot.debian.org. There is some discussion on it already in Debian bug #650783.
Vagrant: What are the tools you use the most?
Jochen:
According to my fish shell history:
$ history | cut -d' ' -f1 | sort | uniq -c | sort -nr | head -10
36199 git
20941 vi
12271 rm
8599 cd
7917 ls
6407 apt
5631 grep
4249 mv
3655 dpkg
2873 cp
Vagrant: So, is the fish shell reproducible? I remember it did not used to be…
Vagrant: Oh, that’s a nice URL to check for reproducible package… you can just pass the source package name to check the current results?
Jochen:
Yes. Another one is udd.debian.org/reproducibility/, where you
can list all packages of a Debian maintainer. It also lists source reproducibility and has nice filters as well.
Vagrant: What tools do you use specifically working on reproducible builds?
Jochen:
I don’t have statistics for that, but I would say sbuild to build the package, debrebuild to reproduce it, and diffoscope to analyze the differences. Obviously I also need run apt source <package> or use git-buildpackage to get the sources and all the tools I mentioned above.
Vagrant: So how many packages are left to build reproducibly, and once those are finished, what is next?
Jochen:
Right now, reproduce.debian.net shows over 98% reproducibility, though there are still over 650 package left and some will probably need a lot of work. But actually I think making packages reproducible is just the first step. For me, this is a project to build confidence in the system. To reproduce a package we have two parts: the source of the package and the build environment. Fixing the packages means gaining confidence in the first part but we still rely on the individual build environments for each package as we need to use the same compiler that was used when the package was build initially. Because of this, we have to keep around every historical version of all toolchain packages. I really would like to remove this extra archive, which means we would have to rebuild all of Debian around release time. I am dreaming of a Debian release where you could bit-for-bit reproduce every package just from the released versions. Due to how Debian works, however, this is not a trivial rebuild and it would need some work on the infrastructure. By the way, initially there was a third component to pay attention to: any connection to the outside world during the build. Luckily we fixed the Debian build daemons to not allow network connections during the build some time ago.
Vagrant: Thanks for all that work, and taking the time to tell us a bit about yourself!
Jochen:
Thanks a lot for the interview!
For more information about the Reproducible Builds project, please see our website at
reproducible-builds.org. If you are interested in
ensuring the ongoing security of the software that underpins our civilisation
and wish to sponsor the Reproducible Builds project, please reach out to the
project by emailing
contact@reproducible-builds.org.
I asked the banker who is my reference at the bank something like this:
Give that we are talking about the consequences of the tantrum of a fascist
foreign government, what happened to them (who are also people close and dear
to me), in some future can very well happen to me.
Suddenly my risk profile shot up under the roof.
What do you suggest me to do? Should I find a trusted source of gold bullions
to bury under the cellar at home?
The answer was something like this:
Sadly YES, given that the USA have a sort of financial monopoly they can
entitle themselves to arbitrarily define a person/organization as a terrorist
without any trial or judicial course, and as a consequence apply sanctions
that cannot be effectively counteracted, not even abroad.
I didn't have this in my 2026 bingo card, but here we are.
For more details, see:
the A/I press release under "12. Banca Etica: the sanction also affected an Italian bank account"
After having witnessed how easy it is for good people to lose a .org domain
over a fascist tantrum (you can follow the Autistici/Inventati story
here and
here), I've started moving all my infrastructure to
differently managed TLDs.
enricozini.org and enricozini.com will keep being functional for the time
being, as dropping a domain makes it available for squatting and impersonation.
These new domains are now online, with working web and emails:
A new version 0.0.7 of the td package for accessing
the twelvedata API for
financial is now on CRAN, and
has been built for r2u.
This release combines the standard set of maintenance changes that
accrue in a four and a half year period (!!) as that much time has past
since the previous release. But it also contains two contributed
functions to retried, respectively, a profile (available under a paid
plan) and a set of main fundamental data statistics, both provided
Kenneth Rose.
The NEWS entry follows.
Changes in version 0.0.7
(2026-09-13)
Added fun_statistics and fun_profile
function
Expanded README.md with additional badges, and updated
URLs
The third release (in twelve years !!) of the sanitizers package
is now on CRAN. sanitizers
provides ‘true positives’ for programming errors detected by the Address
Sanitizer and friends such as the Undefined Behavior Sanitizer. This
permits validation of the setup when chasing such bug reports: it allows
us to ascertain that the compiler (and instrumented R version) are
correctly set up and the errors we expect to be reported are in fact
reported. That established, a proposed fix no longer exhibiting that
same error will then likely be a suitable one.
A little over twelve years since the first release, and three years
since the second one, this update brings chiefly internal package
changes and maintenance. No functional changes, no behavioural
changes.
The brief NEWS entry follows.
Changes in version 0.1.2
(2026-09-12)
Expanded README.md with additional badges, and updated
URLs
Updated continuous integration multiple times
Switched to Authors@R
Added usage, arguments and
value sections to manual page