Plinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around reusable Commands, Agents, Skills, and MCP Servers.
This release brings several improvements to the development workflow, but the most visible change is the new project identity: the repository moves from cursor-rules-java to plinth.
Thanks to our community members in Urumqi, Singapore, Des Moines, Bengaluru, a...
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Why Do I Need to Use the Parallel Change Pattern?
The hidden risk in fast code generation
AI coding tools are very good at producing a complete-looking change from a short request.
That is useful when the change is local. It becomes risky when the change crosses compatibility boundaries: database schemas, public APIs, event contracts, configuration keys, command outputs, generated artifacts, or workflows consumed by other services.
A human enginee...
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From Code Generation to Software Engineering: Why AI Agents Need Design Skills
The shift from generation to engineering
The first wave of AI-assisted development was mostly about speed. Ask the model for a class, a test, a migration, a controller, a README section, or a refactoring, then review what came back.
That capability is useful, but it is not the same as software engineering.
Software engineering is not only the ability to produce code. It is the ability to change a s...
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