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ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments

Hugging Face Daily Papers ↗ · 2026-09-16 Cached

ScienceIDE introduces infrastructure for converting scientific code repositories into programmable environments for scientific agents, enabling task generation, execution, and verification, with trained models showing improvements in scientific code repair and general capabilities.

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#scientific-code

Life After Benchmark Saturation: A Case Study of CORE-Bench

arXiv cs.AI ↗ · 2026-06-26 Cached

This paper argues against the 'retire-and-replace' approach to saturated benchmarks, using CORE-Bench as a case study to demonstrate that measuring agent performance along dimensions such as construct validity, efficiency, reliability, and human-agent collaboration yields meaningful insights even after accuracy plateaus.

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@umichkim: AI for Science is moving from “writing text” to “writing and testing scientific code.” A new Nature paper introduces ER…

X AI KOLs Timeline ↗ · 2026-06-16 Cached

A new Nature paper introduces ERA, an AI system that iteratively writes, runs, scores, and improves scientific code through tree search, moving AI for science from text generation to code testing.

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#scientific-code

Learning Software Architecture

Hacker News Top ↗ · 2026-05-12 Cached

A software engineer shares insights on learning software architecture, emphasizing the primacy of social and incentive structures over code, with examples from rust-analyzer and scientific code.

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