DS-Lighting: Making Agent Harnesses Explicit for Data-Science Automation

Author1, Author2, Author3, Author4, Author5

data-scienceautomationreproducibilityagent-harness

2608.28590

Builder Relevance

80%

1h ago

Abstract

DS-Lighting introduces a unified harness toolkit that enhances the automation of data-science workflows by making agent harness design explicit.

Core Claim

Explicit harness design improves reproducibility, comparability, and reliability in data-science workflows, reducing system-level failures.

Method / Result

Experiments show that explicit harness design reduces avoidable system-level failures in end-to-end data-science workflows.

Limitations

The reliance on specific open-source benchmarks may limit generalizability across all data-science tasks.

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