Tootfinder

#Kubernetes API Aggregation Layer & Extension apiservers
https://blog.techiescamp.com/kubernetes-api-aggregation-layer/

Polizeiruf 110: Aquarius
https://www.ardmediathek.de/video/polizeiruf-110/aquarius/ndr/Y3JpZDovL25kci5kZS9wcm9wbGFuXzE5NjA5MjU1N19nYW56ZVNlbmR1bmc (87min)
Terug in de tijd naar 2010 ...
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On Moving My Parents Across the Country https://muz4now.com/2021/on-moving-my-parents-across-the-country/

On Moving My Parents Across the Country
Stan Stewart - @muz4now

More than 343,000 hectares (848,000 acres) of land – the equivalent of nearly half a million football pitches [or a suare with sides 58.6 km long] – have been destroyed this year in Spain, setting a new national record, according to the European Forest Fire Information System (EFFIS)
Wildfires rage across Spain and Portugal as record area of land burned | Climate News | Al Jazeera

Wildfires rage across Spain and Portugal as record area of land burned
Wildfires in Spain and Portugal burn record land and force evacuations as heatwave and drought spur the flames.

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…

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach
Jundong Chen, Honglei Zhang, Chunxu Zhang, Fangyuan Luo, Yidong Li
https://arxiv.org/abs/2508.12386

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach
Federated recommendation (FR) facilitates collaborative training by aggregating local models from massive devices, enabling client-specific personalization while ensuring privacy. However, we empirically and theoretically demonstrate that server-side aggregation can undermine client-side personalization, leading to suboptimal performance, which we term the aggregation bottleneck. This issue stems from the inherent heterogeneity across numerous clients in FR, which drives the globally aggregated…

Who to Trust? Aggregating Client Knowledge in Logit-Based Federated Learning
Viktor Kovalchuk, Nikita Kotelevskii, Maxim Panov, Samuel Horv\'ath, Martin Tak\'a\v{c}
https://arxiv.org/abs/2509.15147

Who to Trust? Aggregating Client Knowledge in Logit-Based Federated Learning
Federated learning (FL) usually shares model weights or gradients, which is costly for large models. Logit-based FL reduces this cost by sharing only logits computed on a public proxy dataset. However, aggregating information from heterogeneous clients is still challenging. This paper studies this problem, introduces and compares three logit aggregation methods: simple averaging, uncertainty-weighted averaging, and a learned meta-aggregator. Evaluated on MNIST and CIFAR-10, these methods reduce…

Ukraine war latest: EU agrees on 'one of its strongest' Russia sanctions packages after Slovakia lifts veto: https://benborges.xyz/2025/07/18/ukraine-war-latest-eu-agrees.html

Atlassian acquires developer productivity platform DX for $1B in cash and restricted stock; DX has 350 enterprise customers and raised less than $5M (Rebecca Szkutak/TechCrunch)
https://techcrunch.com/2025/09/18/atlassian-acquires-dx-a-devel…

Atlassian acquires DX, a developer productivity platform, for $1B | TechCrunch
Atlassian is making its largest acquisition yet by buying DX so it can offer a developer productivity tool.

Shame on Greater Manchester Police: arrested 18 people on suspicion of supporting Palestine Action.
https://www.aljazeera.com/news/2025/7/19/protests-across-uk-supporting-banned-group-palestine-action-despite-arrests…

Protests held across UK supporting banned Palestine Action despite arrests
About 100 people have been arrested across the United Kingdom for holding demos in support of the group.