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What will people do when AI can handle most current white-collar tasks?
I don't know.
And that's the whole point.
Nobody knew what displaced agricultural workers would do, either,
-- until they did it.
The absence of a visible next chapter isn't evidence that there won't be one.
It's evidence that we're bad at predicting what humans will invent when constraints shift.

@heiseonline@social.heise.de
2026-02-26 10:59:00

Caracol 3D-druckt in einem Stück 6-m-Katamaran in 160 Stunden
Der Bootsbau könnte vereinfacht werden, indem ganze Bootsrümpfe im 3D-Druckverfahren ausgedruckt werden. Mit genauer Vorbereitung klappt das auch.

@inthehands@hachyderm.io
2026-01-25 15:41:44

This is a fashion trend. It’s not just functional; camo serves no purpose of disguising whatsoever on Minneapolis streets. Militaries are dressing the part — and ICE is playing dress-up.
Avery Trufelman’s excellent podcast Articles of Interest spent an entire season on this topic, under the name “Gear.” Here’s on relevant episode.
2/2
articlesofinterest.substack.co

@timbray@cosocial.ca
2026-01-26 20:38:08

#genAI

I showed Gas Town to my business partner Rich and he said “oh it's SOAP/WSDL for agents” and I am still processing that.
@simon_brooke@mastodon.scot
2026-03-25 17:40:37
Content warning: Implementing infinity in Lisp arithmetic

David fucking Hilbert wrote 'after infinity, counting continues naturally, infinity plus one, infinity plus two, and so on' (I'm quoting from memory, so could be slightly wrong).
I consider this anathema. I'm proposing that any computation which adds any number to infinity, or multiplies any number by infinity, should return infinity.
This is, as I understand it, the intuitionist heresy.
Is there anyone prepared to argue I shouldn't do this?

@arXiv_csLG_bot@mastoxiv.page
2026-02-25 12:33:22

Crosslisted article(s) found for cs.LG. arxiv.org/list/cs.LG/new
[1/3]:
- SMaRT: Online Reusable Resource Assignment and an Application to Mediation in the Kenyan Judiciary
Farabi, Pinto, Lu, Ramos-Maqueda, Das, Deeb, Sautmann
arxiv.org/abs/2602.18431 mastoxiv.page/@arXiv_csCY_bot/
- Benchmarking Distilled Language Models: Performance and Efficiency in Resource-Constrained Settings
Sachin Gopal Wani, Eric Page, Ajay Dholakia, David Ellison
arxiv.org/abs/2602.20164 mastoxiv.page/@arXiv_csCL_bot/
- VISION-ICE: Video-based Interpretation and Spatial Identification of Arrhythmia Origins via Neura...
Dorsa EPMoghaddam, Feng Gao, Drew Bernard, Kavya Sinha, Mehdi Razavi, Behnaam Aazhang
arxiv.org/abs/2602.20165 mastoxiv.page/@arXiv_csCV_bot/
- Benchmarking Early Deterioration Prediction Across Hospital-Rich and MCI-Like Emergency Triage Un...
KMA Solaiman, Joshua Sebastian, Karma Tobden
arxiv.org/abs/2602.20168 mastoxiv.page/@arXiv_csCY_bot/
- Cross-Chirality Generalization by Axial Vectors for Hetero-Chiral Protein-Peptide Interaction Design
Yang, Tian, Jia, Zhang, Zheng, Wang, Su, He, Liu, Lan
arxiv.org/abs/2602.20176 mastoxiv.page/@arXiv_qbioBM_bo
- Enhancing Heat Sink Efficiency in MOSFETs using Physics Informed Neural Networks: A Systematic St...
Aniruddha Bora, Isabel K. Alvarez, Julie Chalfant, Chryssostomos Chryssostomidis
arxiv.org/abs/2602.20177 mastoxiv.page/@arXiv_csNE_bot/
- Data-Driven Deep MIMO Detection:Network Architectures and Generalization Analysis
Yongwei Yi, Xinping Yi, Wenjin Wang, Xiao Li, Shi Jin
arxiv.org/abs/2602.20178 mastoxiv.page/@arXiv_eessSP_bo
- OrgFlow: Generative Modeling of Organic Crystal Structures from Molecular Graphs
Mohammadmahdi Vahediahmar, Matthew A. McDonald, Feng Liu
arxiv.org/abs/2602.20195 mastoxiv.page/@arXiv_condmatmt
- KEMP-PIP: A Feature-Fusion Based Approach for Pro-inflammatory Peptide Prediction
Soumik Deb Niloy, Md. Fahmid-Ul-Alam Juboraj, Swakkhar Shatabda
arxiv.org/abs/2602.20198 mastoxiv.page/@arXiv_qbioQM_bo
- Regressor-guided Diffusion Model for De Novo Peptide Sequencing with Explicit Mass Control
Shaorong Chen, Jingbo Zhou, Jun Xia
arxiv.org/abs/2602.20209 mastoxiv.page/@arXiv_qbioQM_bo
- The Sim-to-Real Gap in MRS Quantification: A Systematic Deep Learning Validation for GABA
Zien Ma, S. M. Shermer, Oktay Karaku\c{s}, Frank C. Langbein
arxiv.org/abs/2602.20289 mastoxiv.page/@arXiv_eessSP_bo
- Gap-Dependent Bounds for Nearly Minimax Optimal Reinforcement Learning with Linear Function Appro...
Haochen Zhang, Zhong Zheng, Lingzhou Xue
arxiv.org/abs/2602.20297 mastoxiv.page/@arXiv_statML_bo
- Multilevel Determinants of Overweight and Obesity Among U.S. Children Aged 10-17: Comparative Eva...
Joyanta Jyoti Mondal
arxiv.org/abs/2602.20303 mastoxiv.page/@arXiv_csAI_bot/
- An artificial intelligence framework for end-to-end rare disease phenotyping from clinical notes ...
Shyr, Hu, Tinker, Cassini, Byram, Hamid, Fabbri, Wright, Peterson, Bastarache, Xu
arxiv.org/abs/2602.20324 mastoxiv.page/@arXiv_csAI_bot/
- Circuit Tracing in Vision-Language Models: Understanding the Internal Mechanisms of Multimodal Th...
Jingcheng Yang, Tianhu Xiong, Shengyi Qian, Klara Nahrstedt, Mingyuan Wu
arxiv.org/abs/2602.20330 mastoxiv.page/@arXiv_csCV_bot/
- No One Size Fits All: QueryBandits for Hallucination Mitigation
Nicole Cho, William Watson, Alec Koppel, Sumitra Ganesh, Manuela Veloso
arxiv.org/abs/2602.20332 mastoxiv.page/@arXiv_csCL_bot/
- Learning During Detection: Continual Learning for Neural OFDM Receivers via DMRS
Mohanad Obeed, Ming Jian
arxiv.org/abs/2602.20361 mastoxiv.page/@arXiv_csIT_bot/
- Detecting and Mitigating Group Bias in Heterogeneous Treatment Effects
Joel Persson, Jurri\"en Bakker, Dennis Bohle, Stefan Feuerriegel, Florian von Wangenheim
arxiv.org/abs/2602.20383 mastoxiv.page/@arXiv_statME_bo
- Selecting Optimal Variable Order in Autoregressive Ising Models
Shiba Biswal, Marc Vuffray, Andrey Y. Lokhov
arxiv.org/abs/2602.20394 mastoxiv.page/@arXiv_statML_bo
toXiv_bot_toot

@boris@cosocial.ca
2026-01-25 18:30:07

📍 Timbertrain Coffee Roasters - Depot
Cafe · Vancouver, British Columbia, Canada
Boxing Week on sale coffee, and a little peaceful time with me and a cappuccino.
#BeaconBits bsky.app/profile/bmann.ca/po…

@mgorny@social.treehouse.systems
2026-03-25 07:40:34

Since my job is stable now and I have saved up some money, I have decided to stop accepting donations via GitHub Sponsors and Ko-fi. I would like to thank everyone who helped me over the years. There are people who need the help much more than me right now.
If you needed a suggestion, @… is doing a lot more than me for #Gentoo these days and will certainly appreciate your help. He's also way nicer than I'll ever be.
github.com/sponsors/thesamesam
ko-fi.com/thesamesam
To the best of my knowledge, Gentoo project does not need extra money right now, but there are other awesome projects such as Disroot or many Fediverse instances that would definitely use some help. However, in general I'd suggest towards supporting individuals rather than projects: people need money to live, and can use your donations directly, while projects are often bound by red tape.
Finally, please support human artists and craftspeople (and I'm counting human software developers in that). Donate to projects and people who resist enshittification and who refuse to use LLMs. They need the money.
Once again, thanks for all.

@krasse_eloquenz@literatur.social
2026-02-26 18:31:48

Heute uffe Arbeit gelernt: Im Englischen gibt es so etwas wie eine Käseschraube. Die heißt so, weil se einen Goudalaib aufm Kopp hat.
Bei uns heißt se Pan-Tau-Schraube.
m.dict.cc/englisch-deutsch/che

I hate clicking a link and it leads to a paywall or Medium or some other anomic nonsense...
BRING BACK BLOGS!
(and, yes, I realise a lot of us have had them since the '90s and still post on there - I'm about to copy this to mine.)
(bzangy.com, thank you for asking)

@vosje62@mastodon.nl
2026-02-25 06:32:00

Gaslight 1944 Crime/Mystery
#gaslighting #SotU

@kexpmusicbot@mastodonapp.uk
2026-01-26 19:36:54

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Grandaddy:
🎵 A.M. 180
#Grandaddy
nightgarden.bandcamp.com/track
open.spotify.com/track/1tMHDdJ

@stefan@gardenstate.social
2026-02-27 02:50:09

I'm no expert but I've only even heard of one of these.
10 Hidden Anime So Good You'll Finish Them in One Night by Top10Guy
#anime

@aral@mastodon.ar.al
2026-01-25 14:30:07

Just got these messages from @seengoals@mastodon.social, one of the members of Gaza Verified, basically accusing me of running a fundraiser for Gaza and keeping the proceeds (I have no fundraiser on any fundraising site anywhere) and extorting me to share his fundraiser or he’ll apparently go public with it.
So here’s what’s going to happening instead: Nabil has been removed Gaza Verified (

Screenshot of Signal message from Nabil Zaqout to me. The full text is in the alt text of the Mastodon screenshots apart from this section: Do you think I believed you when I asked you why you were doing this to the people of Gaza, and you told me we're all human and we empathize with each other? Your answer was my first suspicion and the beginning of my analysis, but I remained silent until I got what I wanted. Do you think I believed you when you said you wanted to use Single instead of Whats…
Screenshot of direct message from Nabil: Nabil @10h
@seengoals@mastodon.social
@aral Don't test my intelligence or make me angry. I want to vent my anger on those who stole from us, our donations, and our lives personally, and I don't want to describe it any further. I just want a clear and straightforward answer. I don't want any other talk. Will you support this campaign of mine: chuffed.org/project/urgent-nab... or not?
Private Mastodon message from Nabil to me: 
@ 10h.
@seengoals@mastodon.social
@aral I know what this campaign is that appears to be for someone from Gaza, and it's basically for you personally. I analyzed it, and it's for someone supposedly from Rafah, who knows nothing about it. I'm currently in Egypt, and this is my campaign: chuffed.org/project/urgent-nab...
I've discovered that more than one celebrity who supposedly supports the people of Gaza is actually exploiting this to create a campaig…
Three private messages from Nabil to me: 
• 10h
@seengoals@mastodon.social
@aral I certainly won't tell you the details of the conclusive evidence for what I'm saying, so you don't delete it and protect yourself. I'll just give you clear hints. If you want to verify what I'm saying, simply ignore me again, and you'll see the evidence in the media and trending topics.
@
Private mention
Nabil
@seengoals@mastodon.social
@aral & of course, I'll release a video myself to explain everything and show …
@chiraag@mastodon.online
2026-02-26 02:31:02

I'm sorry, *what*
discourse.ardour.org/t/basis-f
> Ardour’s latency delay compensation was the subject of a Ph.D thesis.
And somehow this is the first I'm hearing about this. Completely unpretentious…

@sean@scoat.es
2026-03-25 15:47:23

Regularly, I use the following for near-realtime communications ("text messages”).
- SMS/RCS/iMessage (friends, family)
- Facebook Messenger (friends, family)
- What's App (friends)
- ActivityPub/Mastodon (friends)
- Matrix (friends, work)
- Discord (work)
- Mattermost (friends, locals)
I'm sure I'm missing some.
The fact that no one is allowed to make a single piece of software (for wide distribution) that talks on all of thes…

@khalidabuhakmeh@mastodon.social
2026-02-26 13:34:45

*wiggles a car lock back to life*
Me: “I'm a car mechanic now. Time to transition careers. The car life chose me, I didn't choose it.”
Update: lock stopped working again. Back to the Code mines.

car GIF
@azonenberg@ioc.exchange
2026-02-26 17:09:30

Anyone have suggestions on CI platforms/dashboards besides github actions?
I'm looking at using CDash potentially for ngscopeclient moving forward but need to work out specifics of how the jobs will actually be launched etc.
(I liked CDash years ago when I used it for my thesis but havent touched it in forever)

@rasterweb@mastodon.social
2026-02-26 20:59:57

Okay, RPM Challenge is done. I made a terrible album aptly titled "Space Farts" which you probably do not want to listen to.
I made it for me, so if anyone else listens, cool... and if not, that's okay too.
peteprodoehl.bandcamp.com/albu

@yetiinabox@todon.nl
2026-02-25 10:06:46

I'm in a "Trans Ally" course this morning. There are no trans people actually on the course, either as teachers or as participants.
Fortunately, I have you lot ! I'm guessing I've learned more from my own family and the eloquent trans activists here than I ever will in a formal course...
#trans #transally

@darkrat@chaosfurs.social
2026-03-25 11:30:49

Really neat to live in a city with a lot of japanese expats.
Found a new japanese supermarket, just 5min from my place.
Now I don't need to drive 20min into the city center to get good gyoza skins
I'm kind of tempted to try to make a fusion of korean chicken buldak and gyoza

@denmanrooke@social.coop
2026-03-26 23:19:18

I'm starting to sell some of my sealed Magic the Gathering Draft Boosters and Play Boosters boxes I've acquired over the years while working on Magic sets.
Starting with this one: ebay.ie/itm/147225537683

@joxean@mastodon.social
2026-02-26 09:25:29

Mayhem, Liturgy of Death
#mayhem

Cover of Mayhem's album Liturgy of Death.
@blakes7bot@mas.torpidity.net
2026-03-25 13:33:02

Series D, Episode 08 - Games
BELKOV: And I'm the only one who can get them for you. It is a game Commissioner, and I hold the winning hand.
SERVALAN: No hand is a winning hand until it's played, Belkov. You should know that.
[Scorpio]
blake.torpidity.net/m/408/99 B7…

Claude Sonnet 4.6 describes the image as: "This image is from the classic BBC Television series **Blake's 7**. The scene takes place in a cave-like setting with rough stone walls, suggesting an underground or alien environment.

In the scene, a woman in a sleek black dress stands at the center, her hands clasped in front of her. She appears composed yet somewhat tense, as she is clearly being confronted or held under guard. Two figures dressed in dark, militaristic uniforms flank the scene — on…
@radioeinsmusicbot@mastodonapp.uk
2026-01-26 15:42:23

🇺🇦 Auf radioeins läuft...
MGMT:
🎵 Little Dark Age
#NowPlaying #MGMT
djsuzukid.bandcamp.com/track/m
open.spotify.com/track/2Y0iGXY

@AthanSpod@social.linux.pizza
2026-02-25 12:50:38

Finally getting around to upgrading my home server from Debian bookworm (12/oldstable) to trixie (13/stable).
`apt upgrade --without-new-pkgs` went smoothly enough, just a few config files with local tweaks.
Currently wishing I had FTTP for the `apt full-upgrade` downloads. I'm "languishing on only 80Mbps FTTC".
I expect to have some issues to sort out once this bit is done, and I still need to re-activate/update my third-party repositories....

@Kingu@sakurajima.moe
2026-03-25 11:03:48

I'm starting my day with the great CHITOSE SAKI and her 2& project!
"Live Idol Artist" is In my top 10 of the best J-Pop albums ever produced.
2&DOUBLE AND - LIVE IDOL ARTIST [Full Album]

@hex@kolektiva.social
2026-02-21 21:10:33

After the whole Adam Something "dating advice for leftist men" thing, I realized I should probably write something about that. I didn't, but I realized I should. Here I am sort of getting around to it.
I had a friend call me an "elder" at one point. I was like 35 at that time, but like... a lot of old leftists are just dead or in prison, so we take what we can get I guess. Being also an elder in the sense that I'm an elder millennial, who is also a parent and married for almost 10 years and all that, I guess I'm technically qualified.
So here it is, dating advice for (straight cis) leftist men:
1. Don't.
That's it, actually. That's the whole thing. Let me explain a bit.
First of all, this is dating advice for neuroatypical folks. We're way overrepresented in both extremes because this system wasn't built for us. And that's who is *the most* confused by all the relationship stuff, and most likely to try to apply all this masculinity/manosphere bullshit. I'm also talking a bit from experience here, as a neruo-spicy trying to "figure out" how to date within a paradigm entirely built around neurotypicals and their relationships. It's garbage. Throw it out. There's nothing worth saving.
His video had some line comparing not having sex to your house being on fire. I'm not gonna bother to quote it because I'm busy with actual life. But like, that's exactly what I'm talking about. I recognize that and it's horribly destructive. Men who buy in to patriarchy actually believe this, because those men value themselves based on (hetro) sex. Yeah, if you think you're worthless because you aren't "getting laid" then yeah, you're gonna feel like that's an emergency.
"Dating" as a paradigm turns humans into roles. It dehumanizes us all, and thus makes human connection much harder. It is a game that, like thermonuclear war, can only be won by not playing.
When you abandon "dating" and just act like a human, everything starts to be easier. There's no such thing as being "friend zoned" because you're just friends. Sometimes friendships become other things, sometimes they don't. It doesn't actually matter, because if you're actually there for friendship then you don't *need* anything else.
My grandma, at 98 I think, gave me some advice. My grandparents always got along well, and were married for enough decades that I listened really closely. She told me I should just do things I loved to do and everything else would work itself out.
And it kind of did.
I understand the fear, the idea that you'll die alone. I get that. I get the loneliness. It all hits a lot harder when you have ADHD emotions and past trauma. I get that. But that fear is self-manifesting. When you build your confidence, when you don't *need* to be "in a relationship," you have more room to actually build relationships. For me, dating was dehumanizing. When I abandoned that, I was able to actually be a good partner, and I was able to find my partner.
I would advise against marriage as well, but we did get married for legal reasons. It can still be hard to maintain that, to see each other as people rather than roles. That becomes extra hard as parents. But the times that we cut through that are the times we're closest. Those are the times when it becomes easier to remember that we're both humans and all human relationships need tending.
Roles don't need to be tended because they are classifications. Classifications are static. But relationships between humans are not. Humans are messy and chaotic. Humans have all kinds of complex needs and desires.
So yeah, don't date. Just be a human and see what happens. Maybe google "relationship anarchy" and see where it takes you.
If you have ADHD, it can be especially useful to understand that relationships with neurotypical folks can be especially difficult. Assume you're incompatible with 90% of the population as your baseline, and you'll start to understand why the standard "dating" thing has made you feel so alienated and miserable.
Neurotypical folks generally have no idea that atypicality exists, much less how it impacts relationships. Having to conform to a neurotypical relationship just adds additional mental strain unless you find someone (really special) who can do at least some of the work.
The ADHD thing was especially important for me. There were so many things I was told to do in specific ways by neurotypicals that never worked for me. Their advice always made me feel like a failure. When I was finally diagnosed, I realized they were just giving advice for the wrong type of brain. It was advice I could never use. Basically all dating advice I ever got fell into this same category.
That's my braindump. Maybe I'll develop it more in the future, but I'm busy so maybe not. I hope it helps someone who is struggling like I was.

@thomasfuchs@hachyderm.io
2026-02-26 14:52:47

I'm sure algorithms designed by people with biases and an agenda, based on data from people with biases and an agenda, marketed by people with biases and an agenda and used by people with biases and an agenda will act perfectly neutrally!
Anyway here's a good read on epistemic vigilance in [commercial] LLMs (tl;dr it's not possible) bsky.app/profile/mjcrockett.bs

@servelan@newsie.social
2026-01-25 20:39:26

Satellite imagery confirms Ukraine's Flamingo missiles scored 4/4 hits Russian Skif-M factory tied to Su-57 production (PHOTOS, MAP) - Euromaidan Press
euromaidanpress.com/2026/01/25

@grahamperrin@bsd.cafe
2026-01-26 21:32:27

@… thanks.
I'm pragmatic about levels of engagement here and elsewhere.
Looking at other instances' local live feeds, in isolation, was … erm … I'm not sure how to describe the overall experience, but it was worth it.

No!
Fuck you!
STOP!
GET OUT!
I'm fine, I'm breathing
I'm just angry
I'm 70 years old and I'm fucking angry
Oh, just fuck off
bsky.app/profile/acyn.bsky.soc

@netzschleuder@social.skewed.de
2026-03-26 11:00:05

moviegalaxies: Moviegalaxies, movies 410-466 (2018)
Social graphs for over 700 movies from the moviegalaxies.com website. Each node represents a character in a movie and each edge is a same-scene appearance between two characters in that movie. The weight gives the number of same-scene appearances. Networks are extracted from movie scripts automatically.
This network has 35 nodes and 96 edges.
Tags: Social, Fictional, Weighted

moviegalaxies: Moviegalaxies, movies 410-466 (2018). 35 nodes, 96 edges. https://networks.skewed.de/net/moviegalaxies#547
@janneke@todon.nl
2026-02-25 15:35:50

Everything Big Tech gets shittier and shittier. Yes I'm using an Android phone, bad. This is all self-inflicted.
Wondering about the weather tomorrow, I click "26 Feb Tomorrow" (yes it lists "Wed 25 Feb (2026)" for today, and "Fri" for the day after tomorrow, but the day of tomorrow shall not be named, apparently.).
It takes me to a website with ads (terrible!). But it lists "Tue 30". There isn't a Tue 30 in January, February, n…

@karlauerbach@sfba.social
2026-01-26 06:31:13

I wonder if Bessent knows that the word "fulsome" has more than one meaning. In particularly, one of its meanings is "particularly bad", or as the M-Webster dictionary puts it "aesthetically, morally, or generally offensive"
"Bessent: Greenland deal is ‘much more fulsome’ for the US"

@n8foo@macaw.social
2026-03-27 01:53:25

Just got back from middle school STEAM night. I did "Analog Synthesis: The Science of Sound"
“Learn how electronic music was made before computers, using electrical signals instead of digital technology…”
This went so well! I setup an ARP, a Moog, and an oscilloscope. We did waveforms, R2-D2 squeals, Close Encounters, Stranger Things, etc. A teacher let me borrow a big DIY subwoofer and we rattled the windows of that 8th grade math classroom! Haha!

@timbray@cosocial.ca
2026-02-26 21:48:13

RE: cosocial.ca/@timbray/116132712
Update: They opened!

Early crocuses, now open for business.
@kexpmusicbot@mastodonapp.uk
2026-01-27 03:52:02

🇺🇦 #NowPlaying on KEXP's #ElSonido
GAZZI:
🎵 Vacilar na' mšs
#GAZZI
gazzi.bandcamp.com/track/quier
open.spotify.com/track/1M4eZYY

@mgorny@social.treehouse.systems
2026-02-25 09:51:34

Perhaps the main difference between myself and vibe coders is that we have completely different backgrounds.
I've learned coding as a kid, with no friends and no Internet. I didn't do it because it was cool; nerdy stuff was the exact opposite of cool and was likely to get you bullied. I didn't do it because it promised good salary; as a 10-year old, I didn't ponder much about my future, let alone salary. I did it because I was bored, and it was something interesting to do.
I didn't do specific exercises, but rather created whatever I've found interesting. I wasn't graded, I had all the time in the world, and I've enjoyed solving problems. Even if I had access to the Internet, I doubt I would start looking for ready solutions and copy-pasting them. My code was always mine, and I was proud of it; at least at the time.
Of course, nowadays I do stuff I don't enjoy as well. But I'm a grown man who takes responsibility for what I do. And even if my code is shit, it is my shit, and 100% eco.
#NoAI #NoLLM

@boris@cosocial.ca
2026-01-26 16:23:13

@… this is a different kind of shape but a related theme of what is and isn’t necessary by @…
Substrates and algae

@timbray@cosocial.ca
2026-02-25 06:06:43

Amazon may be in fairly big legal trouble here: thebignewsletter.com/p/amazon-

@azonenberg@ioc.exchange
2026-01-27 00:56:51

Current summary of all of the GPU acceleration work I've been doing in ngscopeclient since v0.1.1.
Other than the CDR PLL and eye pattern which were high-priority targets that were worth the effort, and the Ethernet which I got nerdsniped on, these are all trivial inner loops of just a few lines that I threw at the GPU without any significant tuning, so there's probably more performance upside.
But I'm not complaining with what I've pulled off so far. (As you ca…

Logarithmic bar graph of filters and the speedups obtained since shipping v0.1.1

Filter  Speedup
AC Couple       10
Average 5.6
Base    17
CDR PLL 7.5
Clip    4
DDJ     16
Downconvert     5.8
Downsample (AA filter)  16.3
Downsample (no AA)      22
Duty Cycle      8
Emphasis        13.2
Envelope        14.5
Ethernet - 100baseTX    10
Eye pattern     25
Histogram       12
PAM Edge Detector       2
TIE     5.3
Vector Frequency        1040
Vector Phase    243
@radioeinsmusicbot@mastodonapp.uk
2026-01-26 10:33:46

🇺🇦 Auf radioeins läuft...
Gerry Read:
🎵 It'll Be All Over (DJ Koze Remix)
#NowPlaying #GerryRead
pamparecords.bandcamp.com/albu
open.spotify.com/track/7GFMKgq

@blakes7bot@mas.torpidity.net
2026-03-26 19:50:18

Series A, Episode 01 - The Way Back
BLAKE: I just want to make a statement in open court. I want those responsible for the massacre brought to trial.
VARON: I'm sorry?
BLAKE: There can be no justification for deliberate murder.
blake.torpidity.net/m/101/161 B7B5

@rasterweb@mastodon.social
2026-02-26 18:38:55

I'd love to get involved with this but I'm not sure I'll be healed up enough by March 7th... I'm also not an expert or a noob so I am somewhere in-between.
give.wisconsinbikefed.org/even

@vosje62@mastodon.nl
2026-01-26 13:13:12

"DrJHAmsterdam
‪@drjohamsterdam.bsky.social€
ICE/Border Patrol heeft opnieuw een vrouw in Minnesota neergeschoten.
De vrouw rende weg, maar werd in de rug neergeschoten.
Ditmaal met een niet-dodelijk wapen, maar het lijkt erop dat ze een deel van haar hand is kwijtgeraakt."
Bericht door @drjohamsterdam.bsky.social — Bluesky
#Minnesota #ice

@timbray@cosocial.ca
2026-02-25 18:35:59

Got spring crocuses if you want ’em: #Photography

Slender not-fully-open crocus blossoms rising out of moss and leaf mould.
@kexpmusicbot@mastodonapp.uk
2026-01-26 07:44:13

🇺🇦 #NowPlaying on KEXP's #Expansions
Make a Dance:
🎵 Young Man
#MakeaDance
makeadance.bandcamp.com/album/
open.spotify.com/track/1AA4Dgo

@mgorny@social.treehouse.systems
2026-03-26 10:28:42

So I'm walking out of the forest, found a way to cross the small river and I'm trying to get to the main road. The road straight ahead is going through a farmstead (surrounded by fence), with "private property, keep out", etm. So I'm turning to the side road. That one is going next to another farmstead (outside the fence), yet "private property", etm.
Seriously, what's wrong with these people?! Did the capitalism mess up their brains so much?! What am I supposed to do, walk straight through their fields?!
#AntiCapitalism

The price of silver smashed through the $90 mark Wednesday morning
for the first time in weeks
as the metal recoups gains it lost after a late January crash,
though the precious metal remains far from the record highs it previously hit above $120.
KEY FACTS
The price of silver is $90.68 as of 9:25 a.m. EST, up nearly 4% but down slightly from a high of $91.18 reached earlier in the morning.

@timbray@cosocial.ca
2026-01-25 18:24:42

A report from down in the photography trenches in Minneapolis: dpreview.com/interviews/633679

Federal troops surround photographer, from photographer's PoV.   Photo by John Abernathy
@blakes7bot@mas.torpidity.net
2026-01-25 13:38:55

Series A, Episode 10 - Breakdown
JENNA: Not a chance.
VILA: What was all that about? Everything is running smoothly.
blake.torpidity.net/m/110/216 B7B3

@boris@cosocial.ca
2026-01-26 17:30:12

I am about to fly across the country in a bit, and I think I’m going to play Last Epoch the whole way.
It’s an Action RPG that has a fully offline mode. lastepoch.com

@kexpmusicbot@mastodonapp.uk
2026-03-25 06:06:22

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Soccer Mommy:
🎵 I'm on Fire
#SoccerMommy
sopharela.bandcamp.com/album/h
open.spotify.com/track/1ZGTTfJ

@timbray@cosocial.ca
2026-01-26 17:26:03

Hey, FTC is appealing the Meta (Facebook/Insta/WhatsApp) antitrust case: apnews.com/article/ftc-meta-ap
(Disclosure: I’m an expert witness for FTC in this litigation.)

@blakes7bot@mas.torpidity.net
2026-01-26 18:22:51

Series C, Episode 08 - Rumours of Death
TARRANT: You're offering to let her go. That's not the same thing.
AVON: What are you talking about?
blake.torpidity.net/m/308/510 B7B4

Claude Sonnet 4 describes the image as: "This image appears to be from a dramatic scene in a television production, likely from the science fiction series "Blake's 7" based on the setting and period. The scene takes place in what appears to be a stone dungeon or prison-like setting with brick walls and chains visible in the background.

The setting is dimly lit and atmospheric, creating a tense, dramatic mood. One person is wearing period costume including a brown leather vest or jerkin with de…
@kexpmusicbot@mastodonapp.uk
2026-01-26 03:26:43

🇺🇦 #NowPlaying on KEXP's #SundaySoul
Brenda Lee Eager:
🎵 When I'm With You
#BrendaLeeEager
expansionsingles.bandcamp.com/
open.spotify.com/track/0K7rOxb

@kexpmusicbot@mastodonapp.uk
2026-02-25 08:32:14

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Bel Cobain:
🎵 Am I Dumb
#BelCobain
belcobain.bandcamp.com/track/a
open.spotify.com/track/1sIVgEv

@blakes7bot@mas.torpidity.net
2026-01-25 20:08:59

Series C, Episode 11 - Moloch
GROSE: [To a waitress] More wine! [to Servalan] Real wine, from grapes, you know. You like wine?
SERVALAN: Not particularly, no.
blake.torpidity.net/m/311/195 B7B5

@timbray@cosocial.ca
2026-02-27 04:26:43

In The Information newsletter, on Block layoffs. Quote:
The best way to destroy public support for AI is for companies to use it primarily to slash jobs. Dorsey says that’s coming: “Within the next year, I believe the majority of companies will reach the same conclusion and make similar structural changes.” …Block’s stock, which had been in a slump in recent months, soared 24% in after-hours trading. Investors seem to like the profit implications of a company cutting nearly half the st…

@kexpmusicbot@mastodonapp.uk
2026-02-26 20:57:34

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Russian Blue:
🎵 HANDS!
#RussianBlue
russianbluetheband.bandcamp.co
open.spotify.com/track/22VH7FN

@blakes7bot@mas.torpidity.net
2026-02-25 16:51:07

Series B, Episode 08 - Hostage
BLAKE: Zen. Forward vision.
VILA: Four more?
BLAKE: Bearing?
AVON: Two seven zero.
BLAKE: Cally?
CALLY: Four hundred spacials and closing.
blake.torpidity.net/m/208/29 B7B4

@timbray@cosocial.ca
2026-01-26 17:54:59

Gregor Macdonald's “Cold Eye Earth” is an excellent big-picture newsletter on energy trends and why it’s so freaking difficult to reduce global emissions. There are grounds for optimism, but still… coldeye.earth?r=wabr

@kexpmusicbot@mastodonapp.uk
2026-01-26 13:48:49

🇺🇦 #NowPlaying on KEXP's #Early
Russian Blue:
🎵 Patience
#RussianBlue
russianbluetheband.bandcamp.co
open.spotify.com/track/69tTVvt

@blakes7bot@mas.torpidity.net
2026-03-26 10:24:22

Series B, Episode 02 - Shadow
BEK: What for? There's nothing left there.
BLAKE: Well, it's your territory. At least you know who you're fighting now.
BEK: What have I got left to fight for?
blake.torpidity.net/m/202/648 B7B2

@kexpmusicbot@mastodonapp.uk
2026-01-25 07:01:30

🇺🇦 #NowPlaying on KEXP's #SonicReducer
Gottlieb:
🎵 Scarcity
#Gottlieb
gottlieblosangeles.bandcamp.co
open.spotify.com/track/0whF2nm

@timbray@cosocial.ca
2026-01-27 01:26:30

Was making a cuppa for my wife who is working through a little Christmas-gift box of fancy tea and it’s pretty well all gone, as I was gathering the last cupsworth I snickered because there was a tune going through my head 🎵“Twigs and seeds, twigs and seeds…” 🎵
#IYKYK

@blakes7bot@mas.torpidity.net
2026-03-25 19:56:25

Series C, Episode 11 - Moloch
DAYNA: They've still got to control it all.
AVON: The computer controls it. They don't need to do anything. And, in evolutionary terms, what you don't need, you lose.
blake.torpidity.net/m/311/445 B7B5

Claude Sonnet 4.5 20250929 describes the image as: "This image shows a scene from the classic BBC Television series "Blake's 7". The actor Paul Darrow is depicted wearing a distinctive black leather costume with metallic studs and white trim details characteristic of the show's futuristic aesthetic. He is holding what appears to be a cup while standing next to a retro-futuristic communication or viewing device with a domed top. The device features a small screen displaying another person's face…
@kexpmusicbot@mastodonapp.uk
2026-01-25 20:48:04

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Russian Blue:
🎵 Patience
#RussianBlue
russianbluetheband.bandcamp.co
open.spotify.com/track/69tTVvt

@timbray@cosocial.ca
2026-01-26 04:53:00

RE: mastodon.social/@emilylowan/11
She's got several good points, notably including the fact that the food biz is highly monopolized; the only big grocery store in walking distance for our family is one of Jimmy's.

@kexpmusicbot@mastodonapp.uk
2025-12-27 01:36:02

🇺🇦 #NowPlaying on KEXP's #DriveTime
Romy:
🎵 Love Who You Love
#Romy
romyromyromy.bandcamp.com/albu
open.spotify.com/track/2uvcftC

@blakes7bot@mas.torpidity.net
2026-01-26 21:26:21

Series B, Episode 08 - Hostage
TRAVIS: What else did you think I was going to do with Blake, you old fool.
MOLOK: [Enters room and points gun at Vila.] You.
VILA: Me?
MOLOK: You.
blake.torpidity.net/m/208/547 B7B5

@kexpmusicbot@mastodonapp.uk
2026-02-27 01:00:51

🇺🇦 #NowPlaying on KEXP's #DriveTime
Life Without Buildings:
🎵 New Town
#LifeWithoutBuildings
gargleblastrecords.bandcamp.co
open.spotify.com/track/6fNtjb3

@blakes7bot@mas.torpidity.net
2026-03-26 16:47:01

Series C, Episode 13 - Terminal
AVON: Keep monitoring all systems. I do not want even a fractional error.
ZEN: Confirmed.
[Teleport room. Dayna and Cally are playing a board game. Vila is kibitzing.]
blake.torpidity.net/m/313/6 B7B4

@kexpmusicbot@mastodonapp.uk
2026-01-26 12:48:18

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Ethel Lindsey:
🎵 Your Winner
#EthelLindsey
favoriterecordings.bandcamp.co
open.spotify.com/track/6wojswZ

@timbray@cosocial.ca
2026-03-24 19:19:10

Got maximal hair-on-fire financial doomerism about the #GenAI bubble if ya want it: wheresyoured.at/the-ai-industr
Genuinely scary.
[But: To…

@blakes7bot@mas.torpidity.net
2026-01-26 13:39:21

Series A, Episode 10 - Breakdown
VILA: Let's hope they don't even think about it.
[Farren's office]
FARREN: I've never seen a ship remotely like it before. What do you think, Professor Kayn?
blake.torpidity.net/m/110/356 B7B3

@kexpmusicbot@mastodonapp.uk
2026-01-26 13:26:51

🇺🇦 #NowPlaying on KEXP's #Early
Melody’s Echo Chamber:
🎵 Burning Man
#MelodysEchoChamber
melodysechochamber.bandcamp.co
open.spotify.com/track/4FO40gt

@kexpmusicbot@mastodonapp.uk
2025-12-27 04:41:01

🇺🇦 #NowPlaying on KEXP's #Continent
Jembaa Groove:
🎵 Bassa Bassa
#JembaaGroove
jembaagroove.bandcamp.com/albu
open.spotify.com/track/4SnMDKZ

@blakes7bot@mas.torpidity.net
2026-01-25 13:58:36

Series A, Episode 04 - Time Squad
BLAKE: [To Jenna] Put Zen on constant scan. I want to know immediately if those Federation ships come into this system.
JENNA: Of course. [goes to teleport controls]
blake.torpidity.net/m/104/263 B7B3

Claude Sonnet 4 describes the image as: "This image appears to be from the British science fiction television series "Blake's 7" from the late 1970s/early 1980s. The scene is set in what looks like a futuristic spacecraft interior with metallic steps and control panels. The setting has the characteristic low-budget but imaginative production design typical of British sci-fi from that era.

The scene shows three characters in a tense moment on what appears to be the flight deck or control area o…
@kexpmusicbot@mastodonapp.uk
2026-02-26 16:58:28

🇺🇦 #NowPlaying on KEXP's #MorningShow
Pink Breath of Heaven:
🎵 Look Inside
#PinkBreathofHeaven
pinkbreathofheaven.bandcamp.co
open.spotify.com/track/4CnN8iH

@blakes7bot@mas.torpidity.net
2026-02-25 10:45:28

Series A, Episode 13 - Orac
BLAKE: What is it?
CALLY: Look. [She puts her hand up to show some sort of barrier. Blake does the same.]
BLAKE: It's a force barrier. The question is are we on the outside unable to get in or....
blake.torpidity.net/m/113/176 B7B2

Claude Sonnet 4.5 describes the image as: "This image appears to be from a science fiction television production, likely from the late 1970s or early 1980s based on the visual quality and styling. The scene is set in what looks like a quarry or industrial location with concrete structures and rough terrain in the background.

Two figures stand in the frame wearing distinctive costumes that suggest a futuristic or space-faring setting. The person on the left wears a brown and black outfit with w…
@kexpmusicbot@mastodonapp.uk
2026-01-26 01:13:41

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Joey Bada$$:
🎵 Land of the Free
#JoeyBada$$
caobadeelers.bandcamp.com/albu
open.spotify.com/track/7Bjygzv

@blakes7bot@mas.torpidity.net
2026-01-26 21:46:28

Series B, Episode 08 - Hostage
MUTOID: We are calculating at time distort nine. That is our safety maximum.
SERVALAN: I thought this ship was capable of time distort ten?
MUTOID: That is the emergency maximum.
blake.torpidity.net/m/208/380 B7B5

@kexpmusicbot@mastodonapp.uk
2026-02-26 20:50:04

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Pink Breath of Heaven:
🎵 Blue Is the Morning
#PinkBreathofHeaven
pinkbreathofheaven.bandcamp.co
open.spotify.com/track/1iq1pRM

@blakes7bot@mas.torpidity.net
2026-01-26 14:19:16

Series D, Episode 09 - Sand
TARRANT: If he's still inside the ship then he's probably safe. Oh you're very clever Servalan; why can't you work it out? Sand slides. Sand higher than the windows.
SERVALAN: Are you serious?
blake.torpidity.net/m/409/245 B7B3

Claude Sonnet 4 describes the image as: "This image appears to be from a scene in the British science fiction television series "Blake's 7," which aired from 1978 to 1981. The setting shows a futuristic interior with distinctive purple/magenta lighting and metallic surfaces, characteristic of the show's space-age aesthetic. Two characters are engaged in what appears to be an intense conversation or confrontation. One figure is shown from behind wearing what looks like a dark, form-fitting outfi…
@kexpmusicbot@mastodonapp.uk
2026-01-26 16:39:22

🇺🇦 #NowPlaying on KEXP's #MorningShow
Tears for Fears:
🎵 Shout
#TearsforFears
gianmarcofabbretti.bandcamp.co
open.spotify.com/track/2gQaQUh

@kexpmusicbot@mastodonapp.uk
2026-01-25 15:36:37

🇺🇦 #NowPlaying on KEXP's #PacificNotions
Solitary Dancer:
🎵 Crown Shyness
#SolitaryDancer
privatepossessions.bandcamp.co
open.spotify.com/track/6MoYdSE

@blakes7bot@mas.torpidity.net
2026-01-26 18:03:43

Series B, Episode 06 - Trial
BERCOL: Bercol! Senator Bercol. Head of the Information Bureau. Ex-officio member of the High Council. [The door opens and he passes through.]
LYE: [Laughs] Thought he was going to run for it.
blake.torpidity.net/m/206/11 B7B4

@kexpmusicbot@mastodonapp.uk
2026-01-25 23:30:09

🇺🇦 #NowPlaying on KEXP's #VarietyMix
Mason Jennings:
🎵 Ballad of Paul and Sheila
#MasonJennings
masonjenningsmusic.bandcamp.co
open.spotify.com/track/7CKcKu4

@blakes7bot@mas.torpidity.net
2026-02-25 20:12:46

Series B, Episode 07 - Killer
VILA: Under control? You know this could be another Casarus.
AVON: What?
VILA: You remember the Casarus swamp fever, killed millions.
AVON: Well there aren't millions here, so don't worry about it.
blake.torpidity.net/m/207/542

@kexpmusicbot@mastodonapp.uk
2026-01-26 06:58:17

🇺🇦 #NowPlaying on KEXP's #Expansions
Daniel Steinberg:
🎵 Lift Me Up (Extended Mix)
#DanielSteinberg
armsandlegsrecords.bandcamp.co
open.spotify.com/track/0HeRjXg

@blakes7bot@mas.torpidity.net
2026-01-26 22:26:09

C10 - Ultraworld
TARRANT: Oh, and what would you advise? That we sit around exchanging speculations? You heard the transmissions. Cally's in trouble. She needs help. In my book you don't ignore a call from a fellow crew member.
AVON: Meaning?
blake.torpidity.net/m/310/121

@kexpmusicbot@mastodonapp.uk
2026-01-26 22:37:25

🇺🇦 #NowPlaying on KEXP's #AfternoonShow
Dennis Brown:
🎵 Promised Land
#DennisBrown
mentalhygienemusic.bandcamp.co
open.spotify.com/track/3SmlQ9S

@kexpmusicbot@mastodonapp.uk
2026-01-25 08:27:29

🇺🇦 #NowPlaying on KEXP's #SeekAndDestroy
Sepulchral Curse:
🎵 House of the Black Moon
#SepulchralCurse
darkdescentrecords.bandcamp.co
open.spotify.com/track/6zPHIt9

@kexpmusicbot@mastodonapp.uk
2026-01-26 08:07:44

🇺🇦 #NowPlaying on KEXP's #MidnightInAPerfectWorld
Delano Smith:
🎵 Midnight Hours
#DelanoSmith
delanosmithdetroit.bandcamp.co
open.spotify.com/track/3o1ZjSj

@kexpmusicbot@mastodonapp.uk
2026-01-26 06:11:43

🇺🇦 #NowPlaying on KEXP's #Expansions
Man Power:
🎵 Luo Land
#ManPower
manpowermememe.bandcamp.com/al

@kexpmusicbot@mastodonapp.uk
2026-01-26 19:04:56

🇺🇦 #NowPlaying on KEXP's #MiddayShow
Can:
🎵 I'm So Green
#Can
canofficial.bandcamp.com/track

@kexpmusicbot@mastodonapp.uk
2026-02-27 03:43:59

🇺🇦 #NowPlaying on KEXP's #EasternEchoes
Grrrl Gang:
🎵 Mother’s Prayers
#GrrrlGang
grrrlgang.bandcamp.com/track/m

@kexpmusicbot@mastodonapp.uk
2026-01-26 04:56:54

🇺🇦 #NowPlaying on KEXP's #SundaySoul
Fabulous Caprices:
🎵 Groovy World
#FabulousCaprices
goldminesoulsupply.bandcamp.co