AI RESEARCH

SERA: Soft-Verified Efficient Repository Agents

arXiv CS.LG

ArXi:2601.20789v3 Announce Type: replace-cross Open-weight coding agents should hold a fundamental advantage over closed-source systems because they can specialize to private codebases, encoding repository-specific information directly in their weights. Yet the cost and complexity of