Tootfinder

Ukrainian drone attack sets Russian pipeline ablaze in Krasnodar Krai, officials say: https://benborges.xyz/2025/12/21/ukrainian-drone-attack-sets-russian.html

Produktvorschau: Diese Hardware plant Apple wohl für 2026
Das neue Jahr läuft – und Apples Pipeline ist gut gefüllt. Es dürfte zu einigen Änderungen im Angebot kommen. Ein Überblick.
https://www.

Woho. Endlich ne sinnvolle ffmpeg Pipeline um AV1 per QSV auf ner (integrated) ARC zu fahren. SD-Content mit ~220fps bei quasi keiner Systemlast ist schon sehr nett.

Ich frage mich echt, wann die EU Ungarn rausschmeisst, die graben Subventionen ab, aber blockieren alles was mit Ukraine zutun hat.
Orban ist Putin sowas von dick Freund und der Kerl tut das ja nicht so heimlich, sondern direkt öffentlich, das ist echt beschissen ..
https://www.tag…

Streit über Pipeline: Ungarn blockiert Milliarden-Darlehen für die Ukraine
Die Bestätigung eines dringend benötigten EU-Hilfspakets über 90 Milliarden Euro für die Ukraine galt als Formalie. Im Streit die über beschädigte Druschba-Ölpipeline hat Ungarn nun eine Blockade angekündigt.

Fossil-fuel propaganda is stalling climate action; here's what we can do about it #fossilfuel

Fossil-fuel propaganda is stalling climate action; here's what we can do about it
2025 has been a year of setbacks for Canada's climate policy. In November, the federal and Alberta governments signed a memorandum of understanding to remove strict climate policies in the province and to support the construction of a new pipeline from Alberta to northern British Columbia.

g'damit. why is it that even #ubuntu 25.10 still only has #libsodium v1.0.18? 1.0.20 is even getting stale (actually i just checked v1.0.21 is out since two weeks) and all i need is only 1.0.19, breaks my CI/CD pipeline.

EU says it is not pressuring Ukraine to speed Druzhba pipeline repairs: https://benborges.xyz/2026/02/21/eu-says-it-is-not.html

RE: https://mastodon.de/@ErikUden/113510557710417563
Nun hat eine Spiegel-Recherche ergeben das die CIA von der Nord Stream 2 Pipeline Sprengung im Voraus wusste. Selbstverständlich hatte sie nichts mit der Bildung und oder Ausstattung des Ukrainischen Teams …

The dbcooper package turns a database connection into a collection of functions. #rstats #database

✨ AI enhancement adds explanations, examples & best practices automatically
🔧 MCP integration with 27 tools & fully automated pipeline
✅ 1200 tests, MIT licensed, v2.7.0
https://skillseekersweb.com/

Scotland "..there are 17 live planning applications for hyperscale data centres across the country, with more in the pipeline; enough to increase energy demand by 4,450-4,950 megawatts."
Scottish government face calls for data centre moratorium | Morning Star
https://www.

Estimating Spatially Resolved Radiation Fields Using Neural Networks
Felix Lehner, Pasquale Lombardo, Susana Castillo, Oliver Hupe, Marcus Magnor
https://arxiv.org/abs/2512.17654 https://arxiv.org/pdf/2512.17654 https://arxiv.org/html/2512.17654
arXiv:2512.17654v1 Announce Type: new
Abstract: We present an in-depth analysis on how to build and train neural networks to estimate the spatial distribution of scattered radiation fields for radiation protection dosimetry in medical radiation fields, such as those found in Interventional Radiology and Cardiology. Therefore, we present three different synthetically generated datasets with increasing complexity for training, using a Monte-Carlo Simulation application based on Geant4. On those datasets, we evaluate convolutional and fully connected architectures of neural networks to demonstrate which design decisions work well for reconstructing the fluence and spectra distributions over the spatial domain of such radiation fields. All used datasets as well as our training pipeline are published as open source in separate repositories.
toXiv_bot_toot

What happened in Gramzow is just awful, and I really hope they can remove all the oil
There something interesting linguistically, though. They're all using “die PCK Schwedt,” which sounds odd. Apparently, “PCK” has lost the property of being an acronym for “das Petrol-Chemische Kombinat” but turned into a modifier or even only arbitrary first part of the name “die Raffinerie.” Similar as people use “der Radio” or “der Fernseh” skipping “apparat.”

"Canada may approve a new oil pipeline. First Nations fear another ‘worst-case scenario’"
#Canada #FossilFuels #Climate

Curious: none of the links to related stories (e.g. "RCMP video footage of raids on Wet'suwet'en pipeline blockade shown in court") inside either of these articles on @…'s #pressFreedom trial in BC are still present on the

Back in the day I was working on a team with an ugly ETL pipeline for scraping news articles.
It had a habit of guessing wrong about character encodings, so by the time the data reached my zone of responsibility it was often solidly mojibake.
So two of us wrote a module that tried to guess at the (noisy-channel) transcodings that got us here & reverse them (used a simple "what language is this" filter to evaluate candidates).
Some clever wit -- I think it was…

Today's important open-source software in our pipeline for #FreeSoftwareAdvent has been mentioned before. It's the video encoder/decoder #ffmpeg
We're using it to create h264 preview clips. At some point in the past it was essential for decoding proprietary files that clien…

iOS 26.3: Diese neuen Features hat Apple in der Pipeline
Die verbesserte Siri muss womöglich noch warten, dafür gibt es bessere Android-Transfers und andere Goodies. Ein Überblick zu iOS 26.3.
https://www.

Coastal First Nations Call on Carney to Defend B.C. Tanker Ban in Pipeline Talks
Coastal First Nations President KΓšwšziɫ Marilyn Slett said she called on Prime Minister Mark Carney in a meeting Tuesday to maintain and protect the oil tanker moratorium in his government’s pipeline talks with Alberta, saying afterwards that “it would take just one spill to destroy our way of life.”
#bcpoli

Crazy that the same people answer these 2 questions like this.
https://mstdn.ca/@CanadianPolling/115742985914702440
https://

Canada’s prime minister, Mark Carney, has given his government’s blessing to an oil pipeline last week
that would cross Alberta and British Columbia and terminate at the Pacific.
But amid fierce debate over the political, environmental and economic implications of the project,
experts warn that the multibillion-dollar project faces immense – and poorly understood – geological hazards.

Ukraine says it destroyed pipeline Russia used to infiltrate Kupiansk, releases video: https://benborges.xyz/2025/12/14/ukraine-says-it-destroyed-pipeline.html

Romania’s oil pipeline operator confirms cyberattack as hackers claim data theft https://therecord.media/romania-conpet-oil-pipeline-ransomware-attack

bruges beer pipeline!
https://openinframap.org/#12.79/51.21257/3.2049/A,B,I,L
connecting city-centre and out-of-town sites belonging to the brouwerij de halve maan

Check out today's Metacurity for the most critical infosec developments you might have missed over the weekend, including
--The European Commission's mobile device platform was hacked, likely via Ivanti flaws,
--All four Singapore major telcos were hacked via China-nexus threat actor,
--Poland's most egregious database leaker has been busted,
--Romanian pipeline operator hit by a cyberattack,
--Germany warns of state-sponsored phishing attacks via mes…

The European Commission's mobile device platform was hacked
All four Singapore major telcos were hacked via China-nexus threat actor, Poland's most egregious database leaker has been busted, Romanian pipeline operator hit by a cyberattack, Germany warns of state-sponsored phishing attacks via messaging apps, much more

https://resist.bot/petitions/PPPXTK

Congress Must Defend Pipeline Safety Transparency and Ethics Oversight
Text SIGN PPPXTK to 50409 to send this to your officials.

Does anybody have a connection at Signal who could receive some urgent app design feedback? The app has several very specific problems / limitations / design quirks that are causing major headaches for neighbor groups trying to communicate here in Minneapolis.
(I’ll eventually try to write up some feedback through normal channels so it can go through the normal user feedback pipeline — but I’m sure any fixes that arrive that way will arrive far too late to be useful to us, so I’m not even bothering now. If there’s any chance of having some issues prioritized, I’d sure appreciate it.)
[ETA: I already tagged Mer__edith, but I’m sure she’s far too busy and her mentions are far too crowded for her to give this attention]

Maybe I'm in my own little info bubble but I find it hard to believe that 60% of Canadians would support a new pipeline from Alberta to the west coast. I was disappointed with Carney's negotiation/capitulation to Smith, and I think longterm it's a misstep by the Liberals. Indigenous People will fight it tooth and nail, and we should support them in that effort. B.C. doesn't want a new terminal on their coast. Demand for oil continues to drop and there's a real risk the pipeline is severely underused upon completion. Most of the money made from oil moving through this pipe will leave Canada. Canada's reputation is polluted with this announcement while the majority of countries continue to develop alternative energy solutions. I can understand the support from Alberta as the province doesn't appear to have a strategy for transitioning from an oil dependent economy. But who are the other Canadians that Angus Reid surveyed?
#CanPoli #Pipeline
https://youtu.be/3VISu7l6FhY?si=kgpadeUAXu8DC5uP

Hunderttausende Liter - Riesige Öl-Fontäne: Deutsche Pipeline havariert #News #Nachrichten

Replaced article(s) found for cs.LG. https://arxiv.org/list/cs.LG/new
[4/5]:
- Sample, Don't Search: Rethinking Test-Time Alignment for Language Models
Gon\c{c}alo Faria, Noah A. Smith
https://arxiv.org/abs/2504.03790 https://mastoxiv.page/@arXiv_csCL_bot/114301112970577326
- A Survey on Archetypal Analysis
Aleix Alcacer, Irene Epifanio, Sebastian Mair, Morten M{\o}rup
https://arxiv.org/abs/2504.12392 https://mastoxiv.page/@arXiv_statME_bot/114357826909813483
- The Stochastic Occupation Kernel (SOCK) Method for Learning Stochastic Differential Equations
Michael L. Wells, Kamel Lahouel, Bruno Jedynak
https://arxiv.org/abs/2505.11622 https://mastoxiv.page/@arXiv_statML_bot/114539065460187982
- BOLT: Block-Orthonormal Lanczos for Trace estimation of matrix functions
Kingsley Yeon, Promit Ghosal, Mihai Anitescu
https://arxiv.org/abs/2505.12289 https://mastoxiv.page/@arXiv_mathNA_bot/114539035462135281
- Clustering and Pruning in Causal Data Fusion
Otto Tabell, Santtu Tikka, Juha Karvanen
https://arxiv.org/abs/2505.15215 https://mastoxiv.page/@arXiv_statML_bot/114550346291754635
- On the performance of multi-fidelity and reduced-dimensional neural emulators for inference of ph...
Chloe H. Choi, Andrea Zanoni, Daniele E. Schiavazzi, Alison L. Marsden
https://arxiv.org/abs/2506.11683 https://mastoxiv.page/@arXiv_statML_bot/114692410563481289
- Beyond Force Metrics: Pre-Training MLFFs for Stable MD Simulations
Maheshwari, Tang, Ock, Kolluru, Farimani, Kitchin
https://arxiv.org/abs/2506.14850 https://mastoxiv.page/@arXiv_physicschemph_bot/114709402590755731
- Quantifying Uncertainty in the Presence of Distribution Shifts
Yuli Slavutsky, David M. Blei
https://arxiv.org/abs/2506.18283 https://mastoxiv.page/@arXiv_statML_bot/114738165218533987
- ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models
Mina Namazi, Alexander Nemecek, Erman Ayday
https://arxiv.org/abs/2506.20915 https://mastoxiv.page/@arXiv_csCR_bot/114754394485208892
- SpecCLIP: Aligning and Translating Spectroscopic Measurements for Stars
Zhao, Huang, Xue, Kong, Liu, Tang, Beers, Ting, Luo
https://arxiv.org/abs/2507.01939 https://mastoxiv.page/@arXiv_astrophIM_bot/114788369702591337
- Towards Facilitated Fairness Assessment of AI-based Skin Lesion Classifiers Through GenAI-based I...
Ko Watanabe, Stanislav Frolov, Aya Hassan, David Dembinsky, Adriano Lucieri, Andreas Dengel
https://arxiv.org/abs/2507.17860 https://mastoxiv.page/@arXiv_csCV_bot/114912976717523345
- PASS: Probabilistic Agentic Supernet Sampling for Interpretable and Adaptive Chest X-Ray Reasoning
Yushi Feng, Junye Du, Yingying Hong, Qifan Wang, Lequan Yu
https://arxiv.org/abs/2508.10501 https://mastoxiv.page/@arXiv_csAI_bot/115032101532614110
- Unified Acoustic Representations for Screening Neurological and Respiratory Pathologies from Voice
Ran Piao, Yuan Lu, Hareld Kemps, Tong Xia, Aaqib Saeed
https://arxiv.org/abs/2508.20717 https://mastoxiv.page/@arXiv_csSD_bot/115111255835875066
- Machine Learning-Driven Predictive Resource Management in Complex Science Workflows
Tasnuva Chowdhury, et al.
https://arxiv.org/abs/2509.11512 https://mastoxiv.page/@arXiv_csDC_bot/115213444524490263
- MatchFixAgent: Language-Agnostic Autonomous Repository-Level Code Translation Validation and Repair
Ali Reza Ibrahimzada, Brandon Paulsen, Reyhaneh Jabbarvand, Joey Dodds, Daniel Kroening
https://arxiv.org/abs/2509.16187 https://mastoxiv.page/@arXiv_csSE_bot/115247172280557686
- Automated Machine Learning Pipeline: Large Language Models-Assisted Automated Dataset Generation ...
Adam Lahouari, Jutta Rogal, Mark E. Tuckerman
https://arxiv.org/abs/2509.21647 https://mastoxiv.page/@arXiv_condmatmtrlsci_bot/115286737423175311
- Quantifying the Impact of Structured Output Format on Large Language Models through Causal Inference
Han Yuan, Yue Zhao, Li Zhang, Wuqiong Luo, Zheng Ma
https://arxiv.org/abs/2509.21791 https://mastoxiv.page/@arXiv_csCL_bot/115287166674809413
- The Generation Phases of Flow Matching: a Denoising Perspective
Anne Gagneux, S\'egol\`ene Martin, R\'emi Gribonval, Mathurin Massias
https://arxiv.org/abs/2510.24830 https://mastoxiv.page/@arXiv_csCV_bot/115462527449411627
- Data-driven uncertainty-aware seakeeping prediction of the Delft 372 catamaran using ensemble Han...
Giorgio Palma, Andrea Serani, Matteo Diez
https://arxiv.org/abs/2511.04461 https://mastoxiv.page/@arXiv_eessSY_bot/115507785247809767
- Generalized infinite dimensional Alpha-Procrustes based geometries
Salvish Goomanee, Andi Han, Pratik Jawanpuria, Bamdev Mishra
https://arxiv.org/abs/2511.09801 https://mastoxiv.page/@arXiv_statML_bot/115547135711272091
toXiv_bot_toot

"Canada may approve a new oil pipeline. First Nations tribes fear another ‘worst-case scenario’"
#Canada #FossilFuels #Energy

Coursera's buying Udemy: awesome! I love monopolies, and we're one step closer to one now!
I'm just waiting for the AI shoe to drop next. It'll be awesome to pay $19.99/mo to learn randomly-inserted hallucinated non-facts from an LLM running a RAG pipeline over a syllabus thrown together by some associate professor who can barely afford rent from their day job.

Global Energy Monitor: over 97 GW of gas-fired power in the US pipeline were explicitly earmarked for data centers in 2025, compared with just 4 GW in 2024 (Molly Taft/Wired)
https://www.wired.com/story/data-centers-are-driving-a-us-gas-boom/

Data Centers Are Driving a US Gas Boom
Gas projects in the US pipeline explicitly linked to data centers increased by almost 25 times over the past two years, according to new research from Global Energy Monitor.

Debugging RTL can be quite the rollercoaster sometimes.
* Please make timing
* Oh wow it did
* But it doesn't work
* Fix the bug
* Now it fails timing
* Pipeline it
* Hope it works now

Neue Apple-Hardware: iPads, iPhones und MacBooks in der Pipeline – bis März
Apple steht offenbar kurz davor, verschiedene Hardware-Reihen zu aktualisieren. Allerdings bremst Software den Konzern aus, heißt es in einem Bericht.

Indiana pipeline fuels Raiders rebuild in latest 3-round mock draft https://raiderramble.com/2026/01/24/indiana-pipeline-fuels-raiders-rebuild-in-latest-3-round-mock-draft/

cyberpunk hacker to clanker fluffer pipeline

RE: https://tldr.nettime.org/@tante/116052331971306130
The EA pipeline that already provided ethically flexible people to crypto is totally intact and now supplies "AI" with a morally adaptive workforce.

Legacy IRC Botnet Leverages Automated SSH Exploit Pipeline to Mass-Enroll Linux Hosts
Identified through data captured by our SSH honeypots over two months, this campaign represents a sophisticated blend of eras. It merges “old-school” Internet Relay Chat (IRC) botnet tactics from the late 2000s with modern, automated mass-compromise techniques.
🖥️ htt…

Mind the gap: Revealing sidewalk networks at scale
pdf: https://iopscience.iop.org/article/10.1088/2632-072X/ae35b9/pdf
Nice to see important research on the both most important and neglected mode of transport 🚶

Slovakia’s Fico blames Zelensky for Druzhba pipeline halt, warns of higher costs: https://benborges.xyz/2026/02/19/slovakias-fico-blames-zelensky-for.html

Today's open-source part of our VFX Pipeline is #mongodb
We're using the Deadline render manager and it came with mongodb as its backend. Over time I've started to use it for other pipeline needs: keeping track of dependencies between comps and cg (and between Houdini scenes and their abc/usd files) for example. This helps a lot with consolidating and pruning the huge amount of …

California sues Trump administration over allegedly 'unlawful' pipeline restart approval years after oil spill (Brie Stimson/Fox News)
https://www.foxnews.com/politics/california-sues-trump-administration-allegedly-unlawful-pipeline-restart-approval-years-oil-spill
http://www.memeorandum.com/260123/p113#a260123p113

legacy code, OH:
junior engineer, bright-eyed: "once your fixes land, my broken job should be fine, right?"
staff engineer, staring into middle distance: "the [redacted] pipeline contains many ancient evils that are best left undisturbed. And yet... here we are."
staff, a few minutes later: "Our team now owns this pipeline; my fingerprints are on the doorframe."
junior: "it looks like your changes just landed! shall I try again? cros…

Scheisse!
https://mstdn.social/@stekopf/115697063261142737

Slovakia declares oil-sector emergency, taps reserves as Druzhba pipeline halts: https://benborges.xyz/2026/02/19/slovakia-declares-oilsector-emergency-taps.html

I rewrote a data analysis pipeline, moving it from #python to #julialang . I am now in love with the threading support in Julia.
The task is very parallelizable but each thread needs random read access to a tens-of-GB dataset. In Python (with multiprocessing, shared stores, etc) data bookkeeping was a nightmar…

Slovakia’s Fico threatens to cut power exports to Ukraine over Druzhba pipeline dispute: https://benborges.xyz/2026/02/19/slovakias-fico-threatens-to-cut.html

Pipeline projects such as the one being promoted by Carney and Smith typically end having to skirt the Hecate Strait (see https://paddlingmag.com/stories/columns/still/hecate-strait/) after hitting saltwater at Kitimat (see

Crossing Canada's Most Dangerous Waterway By SUP
What it takes to cross Hecate Strait and live to tell the tale.

Seems like the #PeePee strategy fell flat on its face today and it will fade from the headlines.
https://www.cbc.ca/news/politics/liberal-vote-no-poilievre-pipeline-motion-9.7008658

Hungary signs first contracts to import Russian oil via Croatia after Druzhba pipeline halt: https://benborges.xyz/2026/02/19/hungary-signs-first-contracts-to.html

Why Raiders' Chip Kelly era should signal a stop to pipeline of college-to-NFL coaches https://www.nytimes.com/athletic/6832852/2025/11/25/chip-kelly-raiders-fired-offense-film-review/

Sch'glaub' daß ich mir die #Dreigroschenoper mal zur Gemüte führen werde,
was du mal in der Freizeit machst.

Von Tucholsky hab ich auch noch was in der Pipeline
https://de.wik…

Die Dreigroschenoper – Wikipedia

In 15 years, when half of the worlds critical software is LLM-infested, indecipherable vibe-coded spaghetti, and there aren’t enough traditionally-trained software engineers to hire because the entry-level pipeline was strangled in 2025, and people my generation have all retired, well…
Well just remember I said this would happen.
#VibeCoding

Also, I haven't yet added captioning. I'm planning to do that later today. Apologies for not posting it in a completely accessible way, thanks for your patience.
Edit:
Updated. It should be more accessible now.
I usually don't add images to my posts. I realized half way through that I had a bunch more to do. I kind of had to power through before I ran out of dopamine, or I'd never actually post it. Thank you for your patience. I'm working on setting up a good OCR pipeline to make this faster in the future.
Thanks again for your patience, and please feel free to let me know if there are ways I could improve for future posts.

10 years ago today was my first day as a solo digital accessibility consultant.
Yes, that’s me on a balance ball on bubble wrap. I hadn’t quite filled my sales pipeline yet.
https://aardrian.tumblr.com/post/136608190926/day-1-of-my-new-freelanc…

Langer Zoom: 2,35x-Tele für Pro-iPhones der Reihen 16 und 17
Ein chinesischer Anbieter hat ein Teleobjektiv samt Retro-Gehäuse für Apple-Handys in der Pipeline. Das Crowdfunding-Projekt läuft.
https://www.

Endlich wieder ein paar Fahrradfotos für #Pixelfed in die Pipeline geworfen.

Hungary halts diesel shipments to Ukraine until Russian oil flows resume through the Druzhba pipeline: https://benborges.xyz/2026/02/19/hungary-halts-diesel-shipments-to.html

{dtrack} makes documentation of data wrangling part of the analysis and creates pretty flow charts: #rstats

Nuke bug of the day: Nuke's color pipeline breaks with completely nonsensical errors whenever you add the keyword "default_view_transform:" to your OCIO configuration. That's really weird because it doesn't really do anything color-related except define which value the viewer should be set to initially.
#Nuke

lolcow to horrorcow pipeline

From ⁨⁨⁨⁨⁨#AnnafromUkraine⁩⁩⁩⁩⁩ @AnnafromUkraine@youtube.com
🧵 👇
#RUSSIA MASSIVE EXPLOSION: DRUZHBA PIPELINE, #TAMBOV Vlog 1247: War in

So this is percolating and the results so far are not surprising.
I'd vote NO, for the following reasons:
- oil demand continues to decline and risk is high we'll end up with an expensive underutilized pipeline. Therefore high risk we'll end up subsidizing any private entity that builds this thing.
- why would we invest public dollars to support infrastructure for a product where 75% of the profit leaves Canada? There has to be a net benefit, beyond steel sales and jobs, for this project to be considered.
- Indigenous land rights must be respected. They will be left with the rusting pipeline decades in the future, and it's impact on the land.
- the B.C. government must also have a final vote as they have to give up land and provide support.
- we don't need additional oil tankers on our west coast.
- and most importantly, with this MOU, Canada pretty much declared we aren't serious about protecting the environment or fighting climate change. We're oil whores. Harsh but....
#CanPoli #ClimateAction

Securing your #OpenTelemetryCollector pipeline
#TLS

Once again, Trump acts to hurt anyone who stands in his way.
https://apnews.com/article/trump-vetoes-boebert-miccosukee-tribe-alligator-alcatraz-ac59b3ab03fb6f3b09d65b0223f1b495

Feels like a golden era for women’s soccer and what a perfect time to have Emma Hayes at the helm. She has an embarrassment of riches in young talent coming through the pipeline, but even so she seems to have them wholly aligned on vision and tactics.
#uswnt

The ‍Baltic Sea region is on high alert after a string of power cable,
telecom link and gas pipeline outages since Russia invaded Ukraine in 2022, ‍
and the NATO military alliance has boosted its presence with frigates, aircraft and naval drones
The latest incident was made public five days after Finnish police seized a cargo vessel en route from Russia to Israel on suspicion of sabotaging ‌an undersea telecom cable running from Helsinki across the Gulf of Finland to Estoni…

⏳Seems like forever since I pulled out the 90mm/2.8 lens that I used to shoot this African daisy last summer... and yeah, I will reboot my photo processing pipeline one of these days
#photo #photography #flowers

Just discovered 'stdbuf' - a program in coreutils that lets you change the output buffering of a command; e.g. to force linebuffering in a pipeline of a program that would otherwise have become larger buffered, for when you want the output immediately.

Ukraine strikes Druzhba oil pipeline again, HUR source says, despite Hungary, Slovakia's appeal: https://benborges.xyz/2025/12/03/ukraine-strikes-druzhba-oil-pipeline.html

There are a lot of takeaways from this:
1. Organizing locally gives you a massive advantage because you will always know your local area better than ICE ever can.
2. Be agile. You can always change tactics faster than a centralized organization.
3. Organize now. The sooner you build your networks, the sooner you can learn.
4. Identify ICE facilities and organize monitoring them directly.
But I think the most interesting one that's not explicitly in there, one that's hinted at the last one, is to go on the offensive. ICE is already afraid. If we all take the anger we have at the murder of #ReneGood, find the local ICE facility that they'll stage from, and bring that anger to #OccupyICE we might be able to just shut the whole thing down preemptively. Completely stop all ICE operations across the US. If they want to fight, they can fight *with everyone, all at once.*
Shut down their ability to operate at all. They have a logistics pipeline. They need cars, they need oil in those cars, they need to be able to move those cars to target areas. They also need money to pay those agents. All of those can be disrupted.
The regime needs your money and labor to maintain the illusion of legitimacy. They chose a bad time because you can hit both of those at once *right now* with a combination of #GeneralStrike and #TaxStrike, and then #BoycottEverything.
The regime is weaker than it's ever been. It's flailing. Their own base is demanding the release of the #EpsteinFiles. Their last gasp attempt to prevent the radical change that's coming is just to ethnically cleanse the US back to the 50's (which is what they always meant by "Make America Great Again"). Trump will do anything to stay in power, even if it means killing everyone on Earth in the process. But Americans can end it now by going on the offensive.
Now is the time.
#USPol

The Narwhal is going to court
Photojournalist Amber Bracken was on assignment for The Narwhal in northern British Columbia in November 2021. Amber was documenting tensions over the construction of the Coastal GasLink pipeline through Wet’suwet’en territory when she was arrested by the RCMP.
Amber was handcuffed, held in a cell for three nights and had her camera gear and photographs seized — all for doing her job.

Why Raiders' Chip Kelly era should signal a stop to pipeline of college-to-NFL coaches https://www.nytimes.com/athletic/6832852/2025/11/25/chip-kelly-raiders-fired-offense-film-review/

For today's #FreeSoftwareAdvent here's a tiny tool we have used in our pipeline: pyRenamer is a simple app to rename/renumber a bunch of files.
Unfortunately it's pretty much an abandoned fork of a Python 2 app that has been abandoned for even longer ago. It still works and for renumbering there's no easier solution at hand. But for file name search & replace …

The rise of candidates centering gun violence is a result of the growing prevention movement across the US, which has become something of 👉a pipeline for new candidates running for office.
#Maxwell #Frost, the nation’s first gen Z US representative, started off as a volunteer before becoming organizing director for <…

Replaced article(s) found for cs.PF. https://arxiv.org/list/cs.PF/new
[1/1]:
- PipeFusion: Patch-level Pipeline Parallelism for Diffusion Transformers Inference
Jiarui Fang, Jinzhe Pan, Aoyu Li, Xibo Sun, Jiannan Wang

ProphetKV: User-Query-Driven Selective Recomputation for Efficient KV Cache Reuse in Retrieval-Augmented Generation
Shihao Wang, Jiahao Chen, Yanqi Pan, Hao Huang, Yichen Hao, Xiangyu Zou, Wen Xia, Wentao Zhang, Haitao Wang, Junhong Li, Chongyang Qiu, Pengfei Wang
https://arxiv.org/abs/2602.02579 https://arxiv.org/pdf/2602.02579 https://arxiv.org/html/2602.02579
arXiv:2602.02579v1 Announce Type: new
Abstract: The prefill stage of long-context Retrieval-Augmented Generation (RAG) is severely bottlenecked by computational overhead. To mitigate this, recent methods assemble pre-calculated KV caches of retrieved RAG documents (by a user query) and reprocess selected tokens to recover cross-attention between these pre-calculated KV caches. However, we identify a fundamental "crowding-out effect" in current token selection criteria: globally salient but user-query-irrelevant tokens saturate the limited recomputation budget, displacing the tokens truly essential for answering the user query and degrading inference accuracy.
We propose ProphetKV, a user-query-driven KV Cache reuse method for RAG scenarios. ProphetKV dynamically prioritizes tokens based on their semantic relevance to the user query and employs a dual-stage recomputation pipeline to fuse layer-wise attention metrics into a high-utility set. By ensuring the recomputation budget is dedicated to bridging the informational gap between retrieved context and the user query, ProphetKV achieves high-fidelity attention recovery with minimal overhead. Our extensive evaluation results show that ProphetKV retains 96%-101% of full-prefill accuracy with only a 20% recomputation ratio, while achieving accuracy improvements of 8.8%-24.9% on RULER and 18.6%-50.9% on LongBench over the state-of-the-art approaches (e.g., CacheBlend, EPIC, and KVShare).
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OFERA: Blendshape-driven 3D Gaussian Control for Occluded Facial Expression to Realistic Avatars in VR
Seokhwan Yang, Boram Yoon, Seoyoung Kang, Hail Song, Woontack Woo
https://arxiv.org/abs/2602.01748 https://arxiv.org/pdf/2602.01748 https://arxiv.org/html/2602.01748
arXiv:2602.01748v1 Announce Type: new
Abstract: We propose OFERA, a novel framework for real-time expression control of photorealistic Gaussian head avatars for VR headset users. Existing approaches attempt to recover occluded facial expressions using additional sensors or internal cameras, but sensor-based methods increase device weight and discomfort, while camera-based methods raise privacy concerns and suffer from limited access to raw data. To overcome these limitations, we leverage the blendshape signals provided by commercial VR headsets as expression inputs. Our framework consists of three key components: (1) Blendshape Distribution Alignment (BDA), which applies linear regression to align the headset-provided blendshape distribution to a canonical input space; (2) an Expression Parameter Mapper (EPM) that maps the aligned blendshape signals into an expression parameter space for controlling Gaussian head avatars; and (3) a Mapper-integrated Avatar (MiA) that incorporates EPM into the avatar learning process to ensure distributional consistency. Furthermore, OFERA establishes an end-to-end pipeline that senses and maps expressions, updates Gaussian avatars, and renders them in real-time within VR environments. We show that EPM outperforms existing mapping methods on quantitative metrics, and we demonstrate through a user study that the full OFERA framework enhances expression fidelity while preserving avatar realism. By enabling real-time and photorealistic avatar expression control, OFERA significantly improves telepresence in VR communication. A project page is available at https://ysshwan147.github.io/projects/ofera/.
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#FreeSoftwareAdvent of our VFX pipeline: the #OpenZFS filesystem.
Our current file server is running the free community edition of #TrueNAS now but up until last year we ran a bare-metal U…

China's elite universities are preparing to launch a new undergraduate major in
"embodied intelligence,"
an emerging field that combines AI with robotics.
Seven universities
— including Shanghai Jiao Tong University, Zhejiang University, Beijing Institute of Technology, and Xi'an Jiaotong University
— have applied to offer the new major, according to a public notice published in November by China's Ministry of Education.
These schools…

China's top universities plan to roll out 'embodied intelligence' majors to fuel Beijing's robotics push
Seven Chinese universities plan to launch an "embodied intelligence" major as Beijing races to build a pipeline of robotics and AI talent.

⚡ Escape hatch exists: #[AllowDynamicProperties] attribute opts into old behavior. Use ONLY for legacy vendor code or gradual migration with a removal plan. Never use for new code.
📊 Timeline: PHP 8.1 = allowed | PHP 8.2 = deprecated warning | PHP 9.0 = fatal error. Start fixing now!
🎯 Migration strategy: Run PHPStan/Psalm analysis, fix domain models first (critical), then controllers/services, then DTOs. Add static analysis to CI pipeline to prevent regression.

Good #Morning #Canada
You may not like #PeePee but you gotta respect his ability to promote a divided Canada. Today, the Duke of Divisiveness will ask the house to vote on whether they support the Liberal's MOU with the province of Alberta. He knows that there is environmental grumbling amongst the Liberals in Parliament and he thinks this is an opportunity to weaken Carney's leadership image. A vote could cause friction within the Liberal ranks and at the very least put individuals on record so their vote can be used against them in the future. It should be an interesting day.
Recently Angus Reid released survey results showing 50% of Canadians would support a new pipeline. What about you? There is a straight forward question below - Yes or No - but please add any opinions, comments or caveats to support your choice.
Do you support a new pipeline from Alberta to the coast of British Columbia? Please boost for additional reach.
#CanadaIsAwesome #CanPoli #PipelineMOU #Pipeline
No, I do not support a new pipeline
Yes, I support a new pipeline

"Canada adds only 57 MW of utility-scale solar in 2025"
#Canada #SolarPower #Energy #Renewables

Canada adds only 57 MW of utility-scale solar in 2025
The Canadian Renewable Energy Association is forecasting Canada's cumulative solar capacity, which stands at 5.4 GW today, could surge to around 21 GW by 2035, driven by a healthy procurement pipeline across most provinces. Official deployment figures for behind the meter solar installations last year, which are driving Canada's solar market today, are yet to be finalized.

This blog post links to all my #FreeSoftwareAdvent posts which are revolving around tools used in our VFX pipeline.
https://www.comp-fu.com/2025/12/free-software-advent-2025…

Sable Offshore Corp. has successfully petitioned federal authorities to assume regulatory authority over its Santa Barbara County oil and gas pipelines
-- another move in the company’s attempts to restart production.
The Department of Transportation’s Pipeline and Hazardous Materials Safety Administration decided on Wednesday that two Santa Barbara County pipelines operated by Sable are interstate pipelines,
removing them from state authority.”
—and subsequently:

Sable Receives Federal Approval to Restart Oil Pipelines
Sable Offshore Corp. says it has received permission to restart pipelines connected to the Santa Ynez Unit, a week after it successfully petitioned to

Russian attempt to storm Kupiansk using gas pipeline 'thwarted,' 40 soldiers 'eliminated,' Ukraine's 7th Corps says: https://benborges.xyz/2026/01/05/russian-attempt-to-storm-kupiansk.html

Ukraine says it killed dozens of Russian troops who tried to advance through Soyuz gas pipeline near Kupyansk: https://benborges.xyz/2026/01/06/ukraine-says-it-killed-dozens.html

Explosion hits Russia’s Druzhba oil pipeline: https://benborges.xyz/2025/12/03/explosion-hits-russias-druzhba-oil.html

HUR reports explosions at rail, pipeline hub in Russia’s Novosibirsk, Bryansk oblasts: https://benborges.xyz/2025/12/01/hur-reports-explosions-at-rail.html

#FreeSoftwareAdvent finale 2025! Without these free and open source projects our pipeline couldn't exist at all:
Python, the VFX world's favourite programming language. And of course... Linux itself 🥳
Happy Holidays!

"Bulgaria installs 1.4 GW of solar in 2025"
#Bulgaria #SolarPower #Energy #Renewables

Bulgaria installs 1.4 GW of solar in 2025
Bulgaria installed over 1 GW of solar for the third consecutive year in 2025 and is forecast to add over 2 GW this year thanks to a large pipeline of utility-scale projects.