SERA-32B

SERA-32B is a repository coding agent adapted from Qwen3-32B.

What the release provides

Training uses synthetic coding trajectories from GLM-4.6. The release uses Soft Verified Generation, which checks patch similarity for training data. It includes code and a CLI connection for an agent environment.SERA-32B official model card

How to use it well

Practical guidance. Evaluate complete repository tasks with tool outputs and patch review. A model's benchmark result does not include permission design, environment setup or the quality of the task description.

Specifications & access

SERA-32B specifications
DetailValue and conditions
AccessDownloadable
Model identifiersallenai/SERA-32B