Tootfinder

Indirect Prompt Injections: Are Firewalls All You Need, or Stronger Benchmarks?
Rishika Bhagwatkar, Kevin Kasa, Abhay Puri, Gabriel Huang, Irina Rish, Graham W. Taylor, Krishnamurthy Dj Dvijotham, Alexandre Lacoste
https://arxiv.org/abs/2510.05244

Indirect Prompt Injections: Are Firewalls All You Need, or Stronger Benchmarks?
AI agents are vulnerable to indirect prompt injection attacks, where malicious instructions embedded in external content or tool outputs cause unintended or harmful behavior. Inspired by the well-established concept of firewalls, we show that a simple, modular and model-agnostic defense operating at the agent--tool interface achieves perfect security (0% or the lowest possible attack success rate) with high utility (task success rate) across four public benchmarks: AgentDojo, Agent Security Ben…

”Sekä yrittäjiä että palkansaajia oli heinäkuussa työllisinä vähemmän kuin vuosi sitten. Työttömyys kasvoi vuoden takaiseen verrattuna läpi ikäryhmien, ja niin naisilla kuin miehillä. Erityisesti nuorten eli 15-24-vuotiaiden työttömien määrä pysyi korkealla tasolla heinäkuussa”, tiivistää Tilastokeskuksen yliaktuaari Pertti Taskinen."
#yrittäjyys

Työllisyystilanne jatkoi heikkenemistään heinäkuussa | Tilastokeskus
15–74-vuotiaita työllisiä oli heinäkuussa 43 000 vähemmän kuin vuosi sitten, työttömiä puolestaan 40 000 enemmän. Nuorten tilanne pysyi erityisen synkkänä.

Two things are worth noticing right now:
1. The military brass *did not* respond well to Trump and Hegseth.
2. The deployment to #Portland keeps getting delayed.
The military will never say "no" to the president (unless he's literally ordering them to open fire on unarmed civilians or something equally obviously illegal). But there are ways to not comply that don't necessarily involve refusal. Brass showing that they aren't aligned with Trump may weaken his billionaire backers, who might be realizing now that weak dictators who can't lead their militaries tend to get toppled... and their oligarch-backers tend to end up against walls.
If folks being ordered to send troops to #PDX don't want to comply, delaying until the there's an initial response from the lawsuit would be basically impossible to detect. The deployment to LA went far too fast, running into logistical challenges like troops sleeping on the floor. The delays we've already seen could indicate either a more careful approach or quiet resistance.
Trump will continue to escalate at every chance he gets. I would be surprised if PDX didn't give him a fight. I doubt the troops will become more interested in serving a guy who's stabbed them in the back and wasted their time at every opportunity.
It is still possible troops just won't deploy. Trump will make something up about how just the threat of an intervention was enough to make things safe or something like that. If we see that, it's 100% the military telling him to kick rocks because he's not competent enough to know when to back down.
Honestly, I think Trump wants revenge for the resistance PDX put up at the end of his last term. Any backing down from that is absolutely a big loss for him.

Assessing the Macroeconomic Impacts of Disasters: an Updated Multi-Regional Impact Assessment (MRIA) model
Surender Raj Vanniya Perumal, Mark Thissen, Marleen de Ruiter, Elco E. Koks
https://arxiv.org/abs/2508.00510

Assessing the Macroeconomic Impacts of Disasters: an Updated Multi-Regional Impact Assessment (MRIA) model
Disasters often impact supply chains, leading to cascading effects across regions. While unaffected regions may attempt to compensate, their ability is constrained by their available production capacity and logistical constraints between regions. This study introduces a Multi-Regional Impact Assessment (MRIA) model to evaluate the regional and macroeconomic consequences of disasters, capturing regional post-disaster trade dynamics and logistical constraints. Our findings emphasize that enhancin…

Cluster Analysis for Globally Coupled Map using Optimal Transport Distance and Complexity of Attractor-ruin
Koji Wada, Takao Namiki
https://arxiv.org/abs/2510.00538 https://

Cluster Analysis for Globally Coupled Map using Optimal Transport Distance and Complexity of Attractor-ruin
In this paper, we show the results of the strength of attractorruins for a globally coupled map. The globally coupled map (GCM) is a discrete dynamical system, and here we consider a model in which the logistic map is globally coupled. An attractor-ruin is a set in which the attractor is destabilized by a change in parameters, which is characterized by a Milnor attractor. Intermittent phenomena called chaotic itinerancy, in which orbits transition between attractor-ruin, have been observed in v…

Lieferung von zwei Patriot-Systemen wird vorbereitet
Deutschland und die USA bereiten gemeinsam die Lieferung von zwei weiteren Patriot-Luftverteidigungssystemen im Wert von etwa zwei Milliarden Euro in die Ukraine vor. Finanziert werden soll die Lieferung von Deutschland. Letzte technische, logistische und finanzielle Details müssten aber noch geklärt werden, sagte Bundesverteidigungsminister Boris Pistorius (SPD) nach einem…
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Ukraine-Liveblog: ++ Selenskyj dankt Trump für Unterstützung ++
Der ukrainische Präsident Selenskyj hat sich dankbar über die neue US-Unterstützung für sein Land gezeigt. Die EU-Außenbeauftragte Kaja Kallas hat das Ultimatum Trumps gegenüber Russland begrüßt. Der Liveblog vom Montag zum Nachlesen.

Lang2Lift: A Framework for Language-Guided Pallet Detection and Pose Estimation Integrated in Autonomous Outdoor Forklift Operation
Huy Hoang Nguyen, Johannes Huemer, Markus Murschitz, Tobias Glueck, Minh Nhat Vu, Andreas Kugi
https://arxiv.org/abs/2508.15427

Lang2Lift: A Framework for Language-Guided Pallet Detection and Pose Estimation Integrated in Autonomous Outdoor Forklift Operation
The logistics and construction industries face persistent challenges in automating pallet handling, especially in outdoor environments with variable payloads, inconsistencies in pallet quality and dimensions, and unstructured surroundings. In this paper, we tackle automation of a critical step in pallet transport: the pallet pick-up operation. Our work is motivated by labor shortages, safety concerns, and inefficiencies in manually locating and retrieving pallets under such conditions. We prese…