SERA is an open-source coding agent that achieves state-of-the-art performance on SWE-Bench Verified (54.2%) while being remarkably affordable to train. Using soft-verified generation and synthetic data, it can be reproduced for ~$400 or customized to private codebases for ~$1,300. The 32B parameter model matches or exceeds
•10m read time• From allenai.org
Table of contents
The challenge: specializing agents to your dataState-of-the-art performance, accessible hardwareBuilt for developers and researchersSort: