- A lot
- Everyone has a few universal basic qualities, and some special qualities. To me life is pursuit of exploring world based on those qualities and maturing those qualities as one goes on about exploring world/life with those qualities.
Discovering and enhancing experiences as one goes through them.
- life is endless suffering
- my answer might change daily, but this is what I ve noticed and feel recently. Life is a spectrum with two distinct ends: what we control and what we don t. At birth, the spectrum is largely tilted toward control, but throughout our lives, it gradually shifts toward the other side. Ultimately, as we approach death, we lose all control over any aspect of our existence, reaching the other end of the spectrum.
tho this isn t universal, privilege plays a huge part in what you control tho i believe it holds true for the majority
but yeah man, meaning and purpose are dynamic, it s in their nature to change i can give you a different answer this evening itself xD
- Funeral Monologue from Synecdoche, New York. https://www.youtube.com/watch?v=Z9PzSNy3xj0
- Zindagi ek nadiya hai, Aur mujhe tairna nahi aata
(translation - Life is a river, and I don t know how to swim)
On a more serious note, Life is what you make it out for yourself. The only established truth is that it will end. We can never know if there is something after or if there was something before. So try to live a life that you feel aspired by? But this question was beautifully answered by that book which you had about that dying professor
(Me - He was talking about Tuesday s with Morrie)
- My answer is 42
- One, it s living on your own terms, you define everything for yourself, success, normal, whatever. You get to curate your version of it no matter the societal norms.
It s an accumulation of experiences - friends, parents, work, activities, doing shit loads. Sab try karo- travel, zumba, art, music, workout, sports, dil kara ye karna hai karlo. (translation - If your heart wants to do it, just do it.)
Then I think relationships - all that you ve nurtured, people forget maintaining people because of work. It takes efforts to keep people in your life, everyone that comes has a place in yours, how well thats stays is upto you. You also get to curate your people, who stays who don t. Family toh hai hi (translation - family is there) but everyone else that comes along can make it pretty good.
So I don t want to be 50 and be like chalo ab kuch apne liye karte hai (translation - Come on, now let s do something for ourselves) Do whatever shit you want today. Not everything costs money, and if it does get thrifty
But do keep healthy while doing all of that
- Being alive so that my daughter can grow up and i can help raising her kids as well. Raising kids without mother is tough :P
- Definitively, I feel like Life is a by product of proteins and energy working together. But in a more personal sense, Life is a dumb joke played onto us. It s a rat race. But rats exists because of life and then it becomes a chicken-egg problem
Honestly, I don t give good answers to life questions. I m generally the one asking
Life can be like a box of chocolates, you don t know what you re gonna get untill you experience the chocolate(assuming the chocolates are heterogenous and contains a mix of everything)
Camus once said, Life is a revolt , and one of his students added more spice to it like Life is a revolt against the meaninglessness of existence"
I kinda feel like Life is the pursuit of every person s search for meaning
- Imprisonment waiting for execution
I have one more thought while we are on the topic , game with pre defined starting position and predefined destination , path to reach is a maze
- A phase where you can have a really good time or really bad one, usually the mix of both. A phase where you are prisoner to responsibility and materialistic wants.
It s a hell for you, where you try to create heaven for others. Being born was never your choice, but ending is always in your hands but you are a prisoner. You fear that leaving this world behind will destroy the heavens you created for others and they will be back to hell. But eventually everyone moves on watching the hourglass of their life.
Once you are left with no desires or no one to create heavens for, you look arround yourself. You see everyone chasing something, everyone scared of their limitted life time sliping away yet you want it to end sooner.
Doesn t matter if it was all good till now, or all bad. The other half is waiting for redemption. If it was all good, it s best time to die don t wait for the bad to start. If was all bad, it s still the best time to die what if it was the good one and more worst is waiting for you. We desire to be remembered, yet we want to free from this loop of suffering.
Someone once said, life is a suffering, chose your sufferings.
- Life to me is to live without regrets and live with freedom.
Life is always unpredictable and this unpredictability makes it more interesting and worth it.
- As of now, for the state of mind that I am in , I think for me life is about subtle struggle, subtle inconveniences and yet moving forward cause that s all I know.
I am not sure if any of this has any meaning, but sometimes I feel I was born of a purpose and that the universe has my back.
For me it s about raising my consciousness, understanding people to their depths, gaining moderate material success and helping people to some extend.
I have tried to seek a grander meaning but I have failed.
Life for me is what I make out it.
In my times of great success i rarely think about life for I am busy enjoying it, whatever you may call that state of mind.
- For me its the little things that you enjoy with YOUR people
- Life to me is about living and loving, and doing it in a way that sustains. It s the people who shape you, the work you get absorbed in, the quiet moments in between. There s also the wanting, the drive to figure out what s worth going after and how to get there, but that s just one part of it, not the point of it. And none of it happens in a vacuum. I m aware of the privileges that let me live this way, and I try to hold on to that gratitude. In the end, life has both a material and a non-material side, and a lot of what we do is chasing material things in an attempt to satisfy something non-material within us
- Mere liye (translation - for me) life is staying at my home and studying random economics papers. That s when I enjoy myself the most.
- Very complicated
Some days I wish this life never ended and some time I feel it would be better if it stopped at that moment.
It all depends on the events that happen in the so called life .
So life to me is a string of events that happen anyway and you get to make some decisions which can turn it in any direction and then you wonder how did that happen.
- not forgetting to breathe, learn, eat, game, take a good shit, love, sleep.
- To be honest it changed with time! At 19 it was about freedom, wasn t sure what freedom meant but i wanted that! To be free from everything, maybe because parents still controlled a part of my life. Then came 22-24 where i was working, trying to figure out what i want, the meaning changed from freedom to living for myself. To earn more, to be greedy about myself and pursue whatever would help me gain more steps in my career.
Came my mba life, switched my life from doing for myself to trying everything out to have no regrets. Life meaning was just about living with no regrets, invested, gambled, did everything to earn that tag of yeah, have tried that . Now it has all switched to, it was all just a fake facade. Life turned to having a meaningful life rather than finding meaning in what i am doing. Living for people around me, chhoti chhoti cheezo m khushi (translation - happiness in small things(?)) isn t really a topic of conversation but more of happy thing for me. So it changed, and m quite happy to be honest. Life did show me a lot of failures, but was privileged enough to face those failures. Gained a lot of learnings if not money
Hopeful for more learnings and change meaning of life with time
- A task.
- You have different answers at different times You learn different meanings at different times When you are studying, basically it is about job, finding a partner then it becomes, house, car other things based on your income in between, there can be passion too
Free Software was a passion, electoral politics too, but both kind of faded and I want cooperative and user driven development now (prav - something that motivates me every day) and these days learning Chinese and watching Cdrama takes a huge part of my leisure time it is heavily subjective and also influences by previous experiences people around you, how much influence they have on you
it also depends on if they had to struggle in their life or not, for some life did not give much troubles and trouble itself can be relative people who never had to struggle may find even smallest challenges as troubles like if you own a car, your worry is finding a parking slot
- I am too young to think about lyfe
- A ticket to see the show on earth, I guess
I guess life is different depending on the mood. It is a very broad question.
(Me - What is it in this present mood?)
Learning stuff (like I am learning a new language) and being happy but also to regulate emotions in a world where being optimistic is getting harder each day.
Life is also having a unique set of glasses you wear. Both in terms of looking from your eyeballs and your psychological perspective. Both are unique and cannot be replicated.
It is interesting what people on their deathbed think of life. If I know I am dying, my perspective would change a whole lot.
Life is finishing reading books while we are alive
Life is sleeping after a good XMPP chat
- Dukh dard peeda (translation - surrow pain suffering)
- uhh to word it? life is just like a journey from A to somewhere and its all about what paths you take and what line you get on to me, just a series of short adventures that all connect to a larger sequence until you can t have any more adventures-
(Me - eee, THE END. drop dead, like a coin)
yeaaaah- I am not really for spirituality of an afterlife, to me life just ends at some point, after which point there fails to remain a discernable you, and some X time after which, you will be last remembered, try to make that last time a good one I guess?
(Me - no soul?)
uhhh not in the way most people think of it i guess?
theres just a lot ofyous, theres the physical you, there is the idea of you, there is the expectation of you, and one of the undefinable you I would label as the soul maybe? like the part thats not physically you, but also certainly you
(Me - can t say I understood part, but I get you in this sense)
mhm- well its about just questioning who you are more so questioning what life is-, I have sadly spent way too much time trying to figure that out
- Making the best of the time you have
- living a full range of experiences and embracing the good ones, seeing all that the world has to offer. In the end we were always just stardust. Might as well enjoy it when we are stardust with a consciousness of our own.
- For some reason or the Universe s /dev/random I was born here as a biological being, and from my experience I understood living is hard and the best way to live is by embracing it. Loving everyone and everything around you. Be happy and joyful until you naturally say good bye to this world.
- Life is being fucked by everything and you just have to figure out and try to stick to the things worth being fucked forNote: Following was transcribed from a audio message.
- There are five conditions to become a life to survive in the environment. I think there s five conditions by the biological definitions and reproduction is one of the factor virus is not considered a life form because it cannot reproduce on its own but technically it s kind of a life because it reproduces using the DNA ability this is the biological definition. Do you want a philosophical definition?I m grateful for all the replies, outlooks, and subsequent conversations I got to have after this question with everyone. After all, it was a deeply personal question. It does fit in nicely with my definition of life:
My definition is kind of the same except that you get life experiences along with it as a human. Extra benefits is that you are not an NPC. All other organisms are NPCs. But humans can interpret the world and change it to their liking. That is life in the case of a human. But then many humans are mostly NPCs. But they still can change the life. Okay, fuck this. Where is this even going?
A human is an exception in the case of life, because human is not an NPC. Human can interrupt the world, human can change it to its liking, which is why we are such a successful organism on this planet. That is life to me. That s a human. But all of this is kind of meaningless, because the biological impurity of a human being still exists, so you still have the urges to reproduce, which kind of makes it like just another organism. But then, humans are yet to evolve to overcome that biological imperative.
hz.tools will be tagged
#hztools.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.
| Flag | Description |
| 0x01 | Critical (tag must be understood) |
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 |
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
sparky)
stores Frequency data internally, which makes conversion between the two
natural.
| 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 |
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
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.
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,
format and
byte_order field sent in the related Stream Header.
01, // id
ab, cd, ab, cd, // iq samples
01, // id
00, 00, b5, e6, 20, f4, 80, 00 // frequency (200 MHz)
01, // id
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 |
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)
// 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
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.
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.
hatchling, python-mitogen,
python-virtualenv, python-discovery, dh-python, pypy3, python-pipx,
and git-filter-repo.crun, libmaxminddb, librdkafka,
lowdown, platformdirs, python-discovery, sphinx-argparse-cli, tox,
tox-uv.DPKG_ROOT to support installing hurd.riscv64.
After another NMU,
python-memray finally migrated.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.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.
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.
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.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
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.
LC_ALL=C llama-server \
-ngl 256 \
-c $(( 42 * 1024)) \
--temp 0.7 \
--repeat_penalty 1.1 \
-n -1 \
-m Qwen3-Coder-30B-A3B-Instruct-Q5_K_S.gguf
It only takes a few minutes to load the model for the first time
and prepare a nice API server for me at
https://my.reverse.proxy.example.com:8080/v1/, available
(note, this sets up the server up without authentication; use a
reverse proxy with authentication if you need it) for all the API
clients I care to test. I switch models regularly to test different
new ones, the Qwen3-Coder one just happen to be the one I use at the
moment. Perhaps these packages is something for you to have fun with
too?
As usual, if you use Bitcoin and want to show your support of my
activities, please send Bitcoin donations to my address
15oWEoG9dUPovwmUL9KWAnYRtNJEkP1u1b.
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:
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.
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 viaChanges in littler version 0.3.23 (2026-04-12)
- Changes in examples scripts
- Correct spelling in
installGithub.rto lower-case h- The
r2u.rnow recognises resolute aka 26.06installRub.rcan 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)
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.
| Publisher: | Ace |
| Copyright: | November 2024 |
| ISBN: | 0-593-81590-4 |
| Format: | Kindle |
| Pages: | 324 |
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.
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.
In Debian this month,
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.
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.
pkgjs_lock_json_file_issue.
Lastly, Bernhard M. Wiedemann posted another openSUSE monthly update for their work there.
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.
test_code_is_black_clean test in the autopkgtests. (#1130402). [ ]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:
minify (rust random HashMap) / (alternative by kpcyrd)rpm-config-SUSE (toolchain)python-nxtomomill.dh-fortran.python-discovery.kanboard.moltemplate.stacer.libcupsfilters.django-ninja.python-agate.aetos.python-bayespy.
Once again, there were a number of improvements made to our website this month including:
diffoci Arch Linux package on the Tools page. [ ]
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.
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?
#reproducible-builds on irc.oftc.net.
rb-general@lists.reproducible-builds.org
It s been about a month since I wrapped up my Outreachy internship, but my journey with Debian is far from over. I planned to keep contributing and exploring the community, and these past few weeks have been busy
For the openQA project, we decided to explore how accurate local language installations are and see if we can improve the translations. While exploring this, I started working on automating a test for a specific bug report: Debian Bug #1111214
This is a test I had started by writing a detailed description of the installation process to confirm that selecting the Spanish_panama locale works accurately. I spent time studying previous language installation tests, and I learned that I needed to add a specific tag (LANGUAGE-) to the needles (visual test markers).
Since the installation wasn t in English anymore, taking the correct screenshots and defining the areas took quite some time. I used the following command on the CLI to run the test:
openqa-cli api -X POST isos ISO=debian-live-testing-amd64-gnome.iso DISTRI=debian-live VERSION=forky FLAVOR=gnome LANGUAGE=spanish_panama ARCH=x86_64 BUILD=1311 CHECKSUM=unknown
While working on this, I got stuck at the complete_installation step. Because the keyboard layout had changed to Spanish, the commands required to confirm a successful install weren t working as expected. Specifically, we had an issue typing the greater than sign (>).
My mentor, Roland Clobus, worked on a clever maneuver for the keys (AltGr-Shift-X), which was actually submitted upstream to openSUSE.
In this step, I also had to confirm that the locale was correctly set to LANG= es_PA.UTF-8 . I had to dig into the scripts and Linux commands to make this work. It was a bit intimidating at first, but it turned out to be a great learning experience. You can follow my progress on this Merge Request here. I m currently debugging a small issue where the home key seems to click twice in the final step, and after that, the test would be complete
.
Beyond the code, I ve been getting more involved in the social side of Debian:
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/
--http3 or --http3-only.
Because I am bad at giving up on things, I ve been running my own email
server for over 20 years. Some of that time it s been a PC at the end of a
DSL line, some of that time it s been a Mac Mini in a data centre, and some
of that time it s been a hosted VM. Last year I decided to bring it in
house, and since then I ve been gradually consolidating as much of the rest
of my online presence as possible on it. I mentioned this on
Mastodon and a
couple of people asked for more details, so here we are.
First: my ISP doesn t guarantee a static
IPv4 unless I m on a business plan and that seems like it d cost a bunch
more, so I m doing what I described
here: running a Wireguard link
between a box that sits in a cupboard in my living room and the smallest
OVH instance I can, with an additional IP
address allocated to the VM and NATted over the VPN link. The practical
outcome of this is that my home IP address is irrelevant and can change as
much as it wants - my DNS points at the OVH IP, and traffic to that all ends
up hitting my server.
The server itself is pretty uninteresting. It s a refurbished HP EliteDesk
which idles at 10W or so, along 2TB of NVMe and 32GB of RAM that I found
under a pile of laptops in my office. We re not talking rackmount Xeon
levels of performance, but it s entirely adequate for everything I m doing
here.
So. Let s talk about the services I m hosting.
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:
mailman-web migratemailman-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;
TRUNCATE TABLE django_migrations CASCADE;
TRUNCATE TABLE django_content_type CASCADE;
TRUNCATE TABLE auth_permission CASCADE;
TRUNCATE TABLE django_site CASCADE;
ALTER TABLE hyperkitty_attachment ALTER COLUMN name TYPE text
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, skippingThese 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.
reset sequences from pgloader should take care of this, but just in case:
mailman-web sqlsequencereset hyperkitty mailman_django auth mailman-web dbshell
ANALYZE VERBOSE;
baseUnset function.
:wq for today.
| Publisher: | UpLit Press |
| Copyright: | February 2026 |
| ISBN: | 1-917849-15-X |
| Format: | Kindle |
| Pages: | 423 |
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
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