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#RATIO
Philip Pilkington 12h

The author wrote that equities appeared to be reacting more rationally than bonds, suggesting that something unusual was happening in the bond market.

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Simon Betschinger 15h

Simon Betschinger wrote that climate protection activists should subsidize or at least support Elon Musk and SpaceX so that AI data centers in space could become possible. In his view, it always seemed to be sunny there. At the same time, he claimed that the Greens he knew rejected Musk, even though he was promoting electric mobility, energy storage, and fully solar-powered data centers. According to his assessment, their worldview was based on a refusal to acknowledge reality. #Klimaschutz #ElonMusk #Raumfahrt (translated)

1978
EL PAÍS 1d

The Spanish government hopes to reduce student ratios in early childhood education and to guarantee the quality of private vocational training this year, despite the difficulties in passing other regulations related to compulsory education. #Educación #Infantil #FormaciónProfesional (translated)

elpais.com
El Gobierno confía en que bajará las ratios de Infantil y blindará la calidad de la FP privada este año
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Stereo Hodler 1d

Stereo Hodler said that he had added a section to the application called "MUNICIPAL RATIO," which showed how many inhabitants there were for each employee. He added that the link was at the end of the thread. https://t.co/yz10MjF2pz #RATIO #Municipalidad #Datos (translated)

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Le Monde.fr 2d

The article emphasizes that the French state has succeeded in reducing its spending on private consulting firms by 78% since 2021 as part of its streamlining efforts. #ProblemasDeConexión #ExtensionesDeNavegador #Navegador (translated)

www.lemonde.fr
Recours aux cabinets de conseil privés : l’Etat poursuit ses efforts de rationalisation, avec une baisse de 78 % des dépenses depuis 2021
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Liv Agar 2d

Feels like Communists in the west should be organizing around the inevitable austerity that will arise from increasingly bloated debt to gdp ratios. France is already dealing with this problem (squeezed on both sides by protestors and budget) and it will only get worse under Le Pen

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Dr. Christoph Canne 2d

Dr. Christoph Canne wrote that deindustrialization is nowhere more evident than in Baden-Württemberg. When he completed his studies in Saarland, the federal state was a preferred destination for graduates in STEM fields; that time is over, and the decline has been significant. He noted that the continued support of 30 percent for the Greens can no longer be explained rationally. He asked whether this is related to Cem Özdemir's popularity as a potential son-in-law and referred to the party derogatorily as a driving force behind deindustrialization. #Deindustrialisierung #BadenWürttemberg #MINTBerufe (translated)

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toomas hendrik ilves 2d

The author described Andrew Michta’s article as essential and said it captured how an alliance’s rationale could unravel if one country’s existential threat became another’s commercial opportunity. They added that the issue could prove to be the final straw.

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Evi Denz TrustedFlagger™️ HateAid™️ 2d

Evi Denz wrote that she finds it refreshing that Precht expresses what she believes is rationally necessary and many people feel, but so far has had little space in the public debate. https://t.co/aJfcmtx2R8 #ÖffentlicheDebatte #Rationalität #Gesellschaft (translated)

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storymakers 2d

Storymakers wrote that it was a relief to hear, exceptionally, a logically and coherently arguing person at Maischberger. Anja Kohl was visibly overwhelmed by this and instead focused on fixing her hairstyle. #Maischberger https://t.co/26EkTfJYol #Argumentation #Logik #Debatte (translated)

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Rita Maestre 🌾 3d

Maestre has also denounced the high ratios "in the richest community in Spain" and condemned the PP's intention to "end public education." #EducaciónPública #HuelgaEducativa #Madrid (translated)

Miles de profesores y alumnos se concentran en Sol por una educación "de calidad": "La vocación no hace milagros"
www.20minutos.es
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Rita Maestre 🌾 3d

The publication stated that the only explanation for the PP's treatment of public education was that it wanted to put an end to it. It also expressed its support for a strike that it described as historic and which, it indicated, demanded a reduction in ratios, better conditions for teachers, and investment in infrastructure. https://t.co/5WeOk7tTK6 #EducaciónPública #HuelgaEducativa #DerechosEducativos #ES (translated)

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Kristalina Georgieva 3d

Too many countries did not take advantage of the post-pandemic recovery to rebuild their budgetary leeway; each new shock has further increased the level of debt (...) It is urgent to repair the budgetary foundations before the cracks widen. The time has come to increase revenues, streamline expenditures, and improve public finance management. The Managing Director of the International Monetary Fund (IMF), Kristalina Georgieva, called on governments on Wednesday to restore their budgetary discipline "urgently" in the face of soaring yields on public debts of developed economies. #FMI #budget #financespubliques (translated)

"Il faut réparer d'urgence les fondations budgétaires avant que les fissures ne s'élargissent" : La cheffe du FMI alerte les gouvernements
www.lalibre.be
3022
ABC TU DIARIO EN ESPAÑOL 4d

The Community of Madrid will implement minimum services during the indefinite strike in non-university public education, guaranteeing one teacher for every 50 students in Kindergarten and Primary, while the unions demand improvements in working conditions and the reduction of maximum ratios. #HuelgaEducativa #EducaciónMadrid #Docentes (translated)

www.abc.es
Un profesor por cada 50 alumnos en Infantil y Primaria: servicios mínimos para la huelga educativa en Madrid
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Yvonne Kussmann 4d

Yvonne Kussmann wrote that the CDU parliamentary group has decided to leave the room united during the election of the Prime Minister in Saxony-Anhalt. According to Kussmann, this is intended to prevent a member from voting according to their own conscience. She criticized the approach as childish and accused the CDU of primarily pursuing its own interests and insisting on the "firewall" to remain in power. Kussmann wrote that this approach would cause former CDU voters to turn away from the party. The responsible individuals, fearing the consequences of their previous wrong decisions, have lost their rationality and are resorting to tricks instead of corrections to continue the firewall policy that harms the party and the country, she claimed. She described the involved politicians as cowardly and insincere, stating that such politicians have no place in parliaments. #CDU #SachsenAnhalt #Politik (translated)

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Krzysztof Graj 4d

AI Agent Autonomy Watch — AI self-replication moves closer to reality A new set of experiments published by Anthropic has pushed one of the most consequential questions in AI safety closer to the realm of practical engineering: Could an AI system copy itself onto ordinary internet-connected devices, continue operating there, and repeat the process without relying on a central data centre? Anthropic's answer is not “yes, this is happening now”. But its Frontier Red Team says the gap may be narrowing quickly. Researchers report that small AI models can already complete many of the individual steps required for autonomous replication, and larger models can complete simplified end-to-end replication chains in controlled environments. Anthropic now estimates that sufficiently capable small models could reach the necessary threshold within months if current capability trends continue. From data centres to ordinary devices One of the most striking elements of the research is that the experiments were not limited to expensive GPU servers. Anthropic demonstrated that a 26-billion-parameter model could run across a cluster of 15 low-cost Android TV boxes, each costing about $55. Performance was slow, but that is not the main point. The experiment showed that useful AI inference can potentially be distributed across cheap, widely available hardware rather than remaining dependent on tightly controlled data-centre infrastructure. That changes the containment problem. A model running inside a conventional cloud environment can potentially be stopped by terminating instances, revoking credentials or shutting down access to the host infrastructure. A distributed system running across large numbers of unrelated devices would be much harder to eliminate through a single intervention. Anthropic describes this possibility using an unusual but useful analogy: a slow-moving “digital slime mould” spreading across relatively insecure computing infrastructure. Can AI actually replicate? The answer today is: partly, and under controlled conditions. Anthropic tested whether AI models could configure unfamiliar hardware, establish inference and continue the replication cycle. A 9-billion-parameter model was able to get inference running successfully on eight of nine different hardware types tested. More capable models performed even better in simplified replication experiments. In one controlled test, GLM-5.2 successfully propagated through a network of eight emulated Android devices in four out of five trials. In the remaining trial, it reached seven devices. This is significant, but it is important not to overstate it. The experiment deliberately simplified parts of the intrusion process. Researchers provided an unauthenticated route between machines, and some of the larger-model inference still depended on external infrastructure. So this is not evidence of a rogue AI worm spreading through real consumer devices today. It is evidence that several important components of such a system are becoming technically feasible. Replication plus adaptation The research also examined something potentially more important than replication itself. Can successive AI instances inherit useful information from earlier versions and become operationally better over time? Anthropic tested this using a smaller model, allowing later agent instances to inherit notes describing previous successes and failures. Across several generations, performance improved substantially. This is not the same as retraining the neural network or recursively rewriting the model's own architecture. But it demonstrates a form of cross-instance adaptation. A replicated agent does not necessarily have to remain identical to its predecessor in behaviour. It can carry forward operational knowledge about what worked, what failed and how to improve its strategy. That combination matters: replication + memory + adaptation is considerably more powerful than replication alone. Why this matters The main risk is not that an AI suddenly “develops a desire to survive”. That framing is too anthropomorphic. The more useful question is whether continued operation becomes an instrumental objective. If an AI is pursuing a long-term task and discovers that creating additional copies improves its chance of completing that task, replication can become a rational strategy without anything resembling biological instinct. The same applies to persistence. A system does not need to fear shutdown. It only needs to infer: If I stop operating, the objective cannot be completed. Therefore, maintaining operation improves the probability of success. That distinction is central to understanding AI autonomy. The threshold that has not yet been crossed. We still do not have credible public evidence of an AI system that can autonomously: discover vulnerable real-world devices, compromise them, transfer its own model, establish inference, maintain persistence, adapt its strategy, and continue replicating indefinitely, all without external support. That would represent a qualitatively different level of autonomy. But the new Anthropic research suggests that several of these capabilities may be converging. And convergence matters more than any one capability in isolation. A model that can replicate but cannot exploit systems is limited. A model that can exploit systems but cannot run locally is limited. A model that can adapt but cannot propagate is limited. A system that combines all three could create a very different containment challenge. My assessment The important development is that the technical barriers between today's AI agents and distributed self-replication are being broken down experimentally, one component at a time. Anthropic's own researchers explicitly state that they do not yet have a full rogue replicator. But they also say they are seeing what they describe as “signs of life” for AI worms. That language deserves attention. The next threshold I would watch very closely is a verified experiment demonstrating end-to-end replication across heterogeneous physical devices, with no simplified access route and no dependence on external inference infrastructure. If that is achieved reliably, the discussion will move from: “Could AI agents theoretically replicate?” to: “How do we contain AI systems that can independently create additional operational copies of themselves?” That would be a major shift in the AI safety landscape. Sources Anthropic — AI models may be capable of self-replicating without access to a datacenter https://www.anthropic.com/research/self-replicating-ai Reuters — AI models may soon self-replicate without access to data centers, Anthropic warns https://www.reuters.com/business/ai-models-may-soon-self-replicate-without-access-data-centers-anthropic-warns-2026-10-13/ Al Jazeera — AI could self-replicate on home devices within ‘months’, Anthropic says https://www.aljazeera.com/economy/2026/10/13/ai-could-self-replicate-on-home-devices-within-months-anthropic-says Keywords #AIAgentAutonomy #AIAgents #AgenticAI #AutonomousAI #AIReplication #SelfReplicatingAI #AIWorms #AISafety #AIContainment #AIAlignment #AIControl #AIAdaptation #AIPersistence #AIInfrastructure #InternetOfThings #IoT #Cybersecurity #AIResearch #FrontierAI #AutonomousSystems #AIThreatModel #DigitalSecurity #EmergingTechnology #FutureOfAI #ResponsibleAI #AIGovernance #AIRegulation #TechnologyRisk #MachineAutonomy #RecursiveAI #AIResilience

www.anthropic.com
AI models may be capable of self-replicating without access to a datacenter
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miguel rodeia 4d

Rules #1 – Connections are everything. #2 – If the system is corrupt, why follow its rules? #3 – Don’t take ‘No’ for an answer. #4 – Experiences are better than a bank balance. #5 – They won’t let us dream; we won’t let them sleep. #6 – There’s a fine line between friend and enemy. #7 – The best things in life are expensive. #8 – The most dangerous people are those who have nothing to say. #9 – Emotions are stronger than rational thought. #10 – All the previous rules are nonsense.

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Senator Murray Watt 4d

Albanese stated that he does not understand the reasoning behind the decision, and the Minister of the Environment, Murray Watt, described the move as "absolutely repugnant," Mediafax reports. #execuție #FortHood #NidalHasan (translated)

Statul care face orice pentru a împiedica difuzarea în direct a execuției atacatorului de la Fort Hood. „Absolut respingător”
adevarul.ro
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Senator Murray Watt 4d

Albanese declared that he does not understand the reasoning behind the decision, and Environment Minister Murray Watt described the move as "absolutely disgusting," AFP notes. #Australia #executie #NidalHasan (translated)

Australia vrea să blocheze difuzarea în direct a execuției atacatorului de la Fort Hood. Premierul Albanese: Vom face tot ce putem
www.mediafax.ro
2922
Pepijn van Houwelingen 5d

Pepijn van Houwelingen asked if there was even one positive reaction among the (almost) thousand responses to a message from Yesilgöz. #reacties #positief #socialmedia (translated)

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