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.

MagistrTheOne/SHUTEN-DOJI-CODE-27B-lite

SHUTEN-DOJI-CODE-27B-lite