Tootfinder

Pilot psyching himself up for a flight
https://live.acarsdrama.com/@acarsdrama/114887806340468873

Polizeiruf 110: Aquarius
https://www.ardmediathek.de/video/polizeiruf-110/aquarius/ndr/Y3JpZDovL25kci5kZS9wcm9wbGFuXzE5NjA5MjU1N19nYW56ZVNlbmR1bmc (87min)
Terug in de tijd naar 2010 ...
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A Comprehensive Review of Agricultural Parcel and Boundary Delineation from Remote Sensing Images: Recent Progress and Future Perspectives
Juepeng Zheng, Zi Ye, Yibin Wen, Jianxi Huang, Zhiwei Zhang, Qingmei Li, Qiong Hu, Baodong Xu, Lingyuan Zhao, Haohuan Fu
https://arxiv.org/abs/2508.14558

A Comprehensive Review of Agricultural Parcel and Boundary Delineation from Remote Sensing Images: Recent Progress and Future Perspectives
Powered by advances in multiple remote sensing sensors, the production of high spatial resolution images provides great potential to achieve cost-efficient and high-accuracy agricultural inventory and analysis in an automated way. Lots of studies that aim at providing an inventory of the level of each agricultural parcel have generated many methods for Agricultural Parcel and Boundary Delineation (APBD). This review covers APBD methods for detecting and delineating agricultural parcels and syst…

Sabot in the Age of AI
A list of offensive methods & strategic approaches for facilitating (algorithmic) sabotage, framework disruption, & intentional data poisoning.
https://tldr.nettime.org/@asrg/113867412641585520

ASRG (@asrg@tldr.nettime.org)
Attached: 1 image ## **Sabot in the Age of AI** A list of offensive methods & strategic approaches for facilitating (algorithmic) sabotage, framework disruption, & intentional data poisoning. ### **Selected Tools & Frameworks** - **Nepenthes** — [Endless crawler trap.](https://zadzmo.org/code/nepenthes) - **Babble** — [Standalone LLM crawler tarpit.](https://git.jsbarretto.com/zesterer/babble) - **Markov Tarpit** — [Traps AI bots & feeds them useless data.](https://git.rys.io/libre/m…

FORTA: Byzantine-Resilient FL Aggregation via DFT-Guided Krum
Usayd Shahul, J. Harshan
https://arxiv.org/abs/2507.14588 https://arxiv…

FORTA: Byzantine-Resilient FL Aggregation via DFT-Guided Krum
Secure federated learning enables collaborative model training across decentralized users while preserving data privacy. A key component is secure aggregation, which keeps individual updates hidden from both the server and users, while also defending against Byzantine users who corrupt the aggregation. To this end, Jinhyun So et al. recently developed a Byzantine-resilient secure aggregation scheme using a secret-sharing strategy over finite-field arithmetic. However, such an approach can suffe…

Collusion-Resilient Hierarchical Secure Aggregation with Heterogeneous Security Constraints
Zhou Li, Xiang Zhang, Jiawen Lv, Jihao Fan, Haiqiang Chen, Giuseppe Caire
https://arxiv.org/abs/2507.14768

Collusion-Resilient Hierarchical Secure Aggregation with Heterogeneous Security Constraints
Motivated by federated learning (FL), secure aggregation (SA) aims to securely compute, as efficiently as possible, the sum of a set of inputs distributed across many users. To understand the impact of network topology, hierarchical secure aggregation (HSA) investigated the communication and secret key generation efficiency in a 3-layer relay network, where clusters of users are connected to the aggregation server through an intermediate layer of relays. Due to the pre-aggregation of the messag…

“The Americans must understand—any US military incursion will undoubtedly lead to irreversible consequences.”
Experts believe one of the repercussions of US military adventurism against the Islamic Republic would be the closure of the Strait of Hormuz, which Iran controls.
According to Tanker Trackers data, more than 80 percent of oil passes through this narrow strip 
-- and if it’s closed, the global economy and energy sector will be dealt a heavy blow.
Most multi-nation…

Strait of Hormuz closure in event of US aggression against Iran to paralyze world economy
As regional tensions escalate amid the Israeli regime’s brutal aggression against the Islamic Republic, the possibility of the closure of Strait of Hormuz is a possibility, according to experts.

Ungarn will Friedensgespräche ausrichten
Ungarn hat erneut angeboten, Friedensgespräche zwischen Russland und der Ukraine auszurichten. Das Angebot stehe weiterhin, sagt Außenminister Peter Szijjarto in einem auf Facebook veröffentlichten Podcast. "Wenn wir gebraucht werden, sind wir bereit, angemessen faire und sichere Bedingungen für solche Friedensverhandlungen zu schaffen."
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Ukraine-Liveblog: ++ Putin hat laut Kallas kein Interesse an Gesprächen ++
Die EU-Außenbeauftragte Kallas wirft dem russischen Präsidenten Putin vor, nur auf Zeit zu spielen. Russlands Außenminister Lawrow bezeichnet einen möglichen Friedenseinsatz europäischer Truppen in der Ukraine als "völlig inakzeptabel".

Trump Pushes White Nationalist Agenda Across Multiple Fronts (David Kurtz/Talking Points Memo)
https://talkingpointsmemo.com/morning-memo/trump-pushes-white-nationalist-agenda-across-multiple-fronts
http://www.memeorandum.com/250820/p89#a250820p89

Ninth Circuit agrees that California’s ‘one-gun-a-month’ law is unconstitutional | Courthouse News Service
https://www.courthousenews.com/ninth-circuit-agrees-that-californias-one-gun-a-month-law-is-unconstitutional/