Skill Machines
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DrugClaw and DrugAudit: A Primary-Source-Grounded Agent and Authority-Aware Benchmark for Drug-Information Question Answering
arXiv:2606.01434v1 Announce Type: new Abstract: Drug-information question answering is a high-stakes setting where hallucinated facts can mislead clinical decision-making and the provenance of each cited fact matters as much as the fact itself. We present DrugClaw, a multi-agent retrieval-augmented system that queries a registry of drug and pharmacovigilance skills via a reflection-driven state-machine workflow and returns answers grounded in primary regulatory or peer-reviewed records. We...
Atmospheric Predictability Beyond 30 Days with Machine Learning
arXiv:2504.20238v2 Announce Type: replace Abstract: Atmospheric predictability research has long held that rapid error growth at small spatial scales imposes an intrinsic limit of roughly two weeks on deterministic weather forecast skill. We challenge this limit using GraphCast, a machine-learning weather model, by optimizing initial conditions for twice-daily forecasts spanning 2020. This approach yields an average error reduction of 86% at ten days relative to control forecasts from...
Atmospheric Predictability Beyond 30 Days with Machine Learning
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The better the autopilot the worse the pilot
The argument for automation is that it frees up cognitive bandwidth. Fewer routine decisions means more headroom to think carefully about the ones that matter. What actually happens is the opposite: when a system reliably handles a task, the human monitoring it gradually stops monitoring, because nothing ever goes wrong, and sustained attention without feedback is not something brains do voluntarily.
A Goal-Set Characterization of Task Composition in the Boolean Task Algebra
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Gmail thinks I'm stupid, so I left
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Businesses and unions unite against Swiss immigration cap ahead of Sunday referendum
The initiative faces broad opposition across the government, parliament and business sector, but opinion polls suggest the vote could be tight. Business leaders and unions in Switzerland are mobilising ahead of a referendum on Sunday on capping immigration, which has triggered fears of dire impacts on employment and trade relations with the European Union. The vote will focus on a proposal by the hard-right Swiss People's Party (SVP) aimed at keeping the wealthy Alpine nation's population,...
Performance Evaluation of GraphCast for Medium-Range Weather Forecasting over Brazil
Announce Type: new Abstract: The paradigm of global weather forecasting is rapidly shifting with the emergence of Machine Learning Weather Prediction models (MLWP). While these data-driven architectures demonstrate remarkable global skill, regional benchmarks in the Global South remain scarce, leaving their efficacy in complex, highly convective environments largely unverified. This study evaluates the performance of GraphCast operational against the deterministic ECMWF IFS HRES as baseline...
Horizon Hunters Gathering is holding another playtest on May 22
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Fashion wasn’t designed for people with special needs or disabilities – this designer wants to change that
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