SHUTEN-DOJI-CODE-27B-lite
SHUTEN-DOJI-CODE-27B-lite is a software engineering specialization of the SHUTEN-DŌJI model family developed by NULLXES.
The model is designed to improve software development workflows while preserving the strategic reasoning, planning, and analytical capabilities of the base SHUTEN-DOJI platform.
Capabilities
- Code generation
- Code review
- Refactoring
- Bug fixing
- Unit test generation
- Technical analysis
- Engineering planning
- Agent-oriented development workflows
Evaluation
| Metric | Base Model | CODE Variant |
|---|---|---|
| Code Pass@1 | 0.0 | 0.4 |
| Strategy Regression | — | 0.0 |
| Release Gate | — | PROMOTE |
Training Objectives
This release focuses on improving engineering performance while maintaining existing strategic planning behavior.
Training objectives included:
- Software engineering tasks
- Code quality improvement
- Execution-oriented outputs
- Planning retention
- Capability preservation
Architecture
SHUTEN-DOJI-CODE-27B-lite is built on top of the SHUTEN-DOJI platform and represents the first dedicated software engineering specialization within the SHUTEN ecosystem.
Current Status
Production candidate release.
Areas of future development:
- Larger verified code datasets
- Extended benchmark coverage
- Multi-agent engineering workflows
- Advanced repository reasoning
- Long-horizon software planning
Notes
This release primarily targets software engineering and technical reasoning workloads.
Vision capabilities remain available through the underlying SHUTEN-DOJI platform and were not specifically adapted during this training cycle.