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AI Agent Papers·2026
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SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science?

Zhipeng Xu, Jiahao Lu +3

Evaluates whether coding agents can modify real scientific software while preserving domain-specific scientific contracts. Contains 119 repository-level tasks across 98 GitHub projects and 20 scientific domains, measures reproducible edits in pinned Docker images, and analyzes recurring failure modes.

#benchmark#coding-agents#science#software-engineering#evaluation+3
GitHub
AI Agent·2026
Icon for item

Jakeschincariol/instagram-agent-skill

Jake Schincariol

Breaks Instagram content work into 13 Claude workflows for Reels, research, captions, and planning. It produces drafts for your approval; it does not post or operate your account.

#agent-skills#ai-agent#claude#claude-code#github
AI Agent Papers·2026
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SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness

Haozhe Liu, Tian Ye +12

Finds token- and API-cost-saving harness mechanisms for long-horizon coding agents using automated recursive self-improvement; packages four surviving mechanisms (action fusion, context compaction, observation archiving, delegated reading) to cut recorded token traffic ~44.7–49.0% and API cost by about one third while preserving most capability.

#coding-agents#long-horizon#agent-skills#pi#research+6
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