Can AI Fix Broken Research?

Agent-based workflows demonstrably enhance reproducibility in code generation, achieving absolute gains in success rates-measured as the difference in percentage points-over prompt-based methods when utilizing models such as Qwen3-Coder, with observed improvements across both OpenCode and Claude Code agents.

New research explores how artificial intelligence can automatically recreate and repair computational analyses in the social sciences, addressing a critical challenge to scientific validity.