Why it matters
Shows how the runtime layer can become an agent layer: explicit stages, local inference and controlled execution.
Architecture
Evidence / implementation boundary
The repository describes a local-first software-engineering agent workflow spanning planning, research, design, coding, review, verification, optimization and documentation.
Filesystem and shell operations are designed around sandboxing and permission boundaries rather than unrestricted execution.
Local model routing, mobile-oriented operation and optional remote fallback are areas of ongoing work.
Agent-generated changes require testing and human review. The project is not presented as an unrestricted autonomous replacement for engineering judgment.
Strengthen permission controls, failure handling, reproducible tests and model-routing observability.
Engineering focus
Problem framing → architecture → implementation → validation → documentation → the next useful version. The portfolio is designed to show decisions and evidence, not just screenshots.