daytona.io

arxiv.org

arxiv.org

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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.

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northflank.com

northflank.com

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Northflank is the comprehensive developer platform designed for scale. Seamlessly deploy and release any project on our cloud or in yours.

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openhands.dev

openhands.dev

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This post discusses some of the benefits of single-agent systems, and contrasts them with multi-agent systems.

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encore.dev

encore.dev

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Learn how you can use Object Storage to store files and unstructured data in your backend application.

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all-hands.dev

all-hands.dev

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Meet OpenHands, the open-source, model-agnostic platform for cloud coding agents. Automate real engineering work securely and transparently. Build faster with full control.

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