Tootfinder

@… following up on our chat at #SDSL2025, I finally found some time to see how a #QGIS Processing Algorithm Provider plugin can be unit tested. Here's what I've …

trajectools/tests/test_run_algs.py at main
trajectools - Trajectools - trajectory data analysis tools for the QGIS Processing toolbox | Previous home: https://github.com/movingpandas/qgis-trajectools

Filing: OpenAI denies liability in a suit alleging ChatGPT gave info about suicide methods to a 16-year-old who died by suicide, arguing he misused the chatbot (Angela Yang/NBC News)
https://www.nbcnews.com/tech/tech-news/ope

OpenAI denies allegations that ChatGPT is to blame for a teenager's suicide
Warning: This article includes descriptions of self-harm

Today's adventure: the train departs, and a minute later I notice that the lamps outside are moving in the wrong direction. The following thoughts pass through my mind in express speed:
• Illusion? Nope, definitely going front from where I'm sitting.
• Did I confuse directions before taking the seat? Nope, we're definitely moving south.
• Did I really take the wrong train?! I think it departed at the right time, what's the likeliness…
Then I suddenly realize that it's apparently taking the roundabout route, through #Poznań Franowo rather than Poznań Wschód.
#rail

Day 3: Octavia Butler.
Incredibly dark, graphic, and disturbing near-future science fiction, which has proved absolutely prophetic. In the 1990's she was writing about a charismatic Conservative Christian and white nationalist president elected in 2024, and the horrors his paramilitary followers would unleash, including forced labor & indoctrination camps. Did I mention those books include ebikes & pseudo-cellphones too? Characters fleeing north from a disastrous social collapse in Loss Angeles? This is "The Parable of the Sower" and "The Parable of the Talents" and the later was tragically rushed to an end because of Butler's declining health.
Her work deals unflinchingly with racism and the darker parts of society, and to those who might say "her depiction of social collapse is overblown," I'd say that while it's not literally the world we live in, it's *effectively* the world that the poorest of us live in. If you're a homeless undocumented latinx person in LA right now, I'm not sure how meaningfully different your world is from the one she depicts.
Her work comes with a strong content warning for lots of things, including racial violence, sexual abuse and slavery, including of children, animal harm, etc., so it's not for everyone. Reading it in 2023 was certainly an incredible trip. Her politics are really cool though; with explicit pro-LGBTQ themes and tinges of what might today be considered #SolarPunk.
#20WomenAuthors

Optimal Robust Recourse with $L^p$-Bounded Model Change
Phone Kyaw, Kshitij Kayastha, Shahin Jabbari
https://arxiv.org/abs/2509.21293 https://arxiv.org/pdf…

Optimal Robust Recourse with $L^p$-Bounded Model Change
Recourse provides individuals who received undesirable labels (e.g., denied a loan) from algorithmic decision-making systems with a minimum-cost improvement suggestion to achieve the desired outcome. However, in practice, models often get updated to reflect changes in the data distribution or environment, invalidating the recourse recommendations (i.e., following the recourse will not lead to the desirable outcome). The robust recourse literature addresses this issue by providing a framework fo…

The Unwinnable Arms Race of AI Image Detection
Till Aczel, Lorenzo Vettor, Andreas Plesner, Roger Wattenhofer
https://arxiv.org/abs/2509.21135 https://arxi…

The Unwinnable Arms Race of AI Image Detection
The rapid progress of image generative AI has blurred the boundary between synthetic and real images, fueling an arms race between generators and discriminators. This paper investigates the conditions under which discriminators are most disadvantaged in this competition. We analyze two key factors: data dimensionality and data complexity. While increased dimensionality often strengthens the discriminators ability to detect subtle inconsistencies, complexity introduces a more nuanced effect. Usi…

The Conductor and the Engine: A Path Towards Co-Designed Reasoning
Yuanxin Wang, Pawel Filipczuk, Anisha Garg, Amaan Dhada, Mohammad Hassanpour, David Bick, Ganesh Venkatesh
https://arxiv.org/abs/2509.19762

The Conductor and the Engine: A Path Towards Co-Designed Reasoning
Modern LLM reasoning relies on extensive test-time computation, driven by internal model training and external agentic orchestration. However, this synergy is often inefficient, as model verbosity and poor instruction following lead to wasted compute. We analyze this capability-cost trade-off and introduce an optimized reasoning workflow (\cepo) that empowers smaller open-source models to outperform models multiple times their size. We will open-source this workflow to enable further research. …

LOL I stepped away from Mastodon for a couple hours and everybody is VERY MAD that I made jokes about CLIs. I use them every day, guys, it's gonna be okay. I promise I did not hurt Zork's feelings. It is, however, a factual statement that CLIs are not discoverable user interfaces and they are a poor choice for mainstream audiences; this debate was settled long ago.

How Europe’s new carbon tax on imported goods will change global trade
#EU #CBAM #CO2

also where the fuck did the actual shelves for my bookcase go. things falling apart but it's the main place where I've put stickers so I can't just scrap it I gotta endlessly repair it
I shouldn't have made that payment on my credit card if the power company is gonna take $750 from me on the 28th cuz I don't have that much aaaaaaaa
I should go put the numbers on my door so I can end the Hold Mail thing and hopefully get settlement check soon. but also I shoul…