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arxiv.org

A system of non-tradable credits that flow between individuals like karma, hence proposed under that name, is a mechanism for repeated resource allocation that comes with attractive efficiency and fairness properties, in theory. In this study, we test karma in an online experiment in which human subjects repeatedly compete for a resource with time-varying and stochastic individual preferences or urgency to acquire the resource. We confirm that karma has significant and sustained welfare benefits even in a population with no prior training. We identify mechanism usage in contexts with sporadic high urgency, more so than with frequent moderate urgency, and implemented as a simple (binary) karma bidding scheme as particularly effective for welfare improvements: relatively larger aggregate efficiency gains are realized that are (almost) Pareto superior. These findings provide guidance for further testing and for future implementation plans of such mechanisms in the real world.

validatorai.com

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neurohive.io

Исследователи из Extropic Corporation представили эффективную аппаратную архитектуру для вероятностных вычислений, основанную на Denoising Thermodynamic Models (DTM). Анализ показывает, что устройства на базе этой архитектуры могут достичь паритета производительности с GPU на простом бенчмарке генерации изображений, потребляя при этом примерно в 10,000 раз меньше энергии.

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Compare the top vibe coding tools in 2026. Honest reviews of Cursor, Claude Code, Windsurf, Lovable, Bolt.new with real benchmarks, pricing, and clear…

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