2026
SERA: Soft-Verified Efficient Repository Agents
ICML 2026poster
Open-weight coding agents should hold a fundamental advantage over closed-source systems: they can be specialized to private codebases, encoding repository-specific information directly in their weights. Yet the cost and complexity of training has kept this advantage theoretical - until now. We pres…