Understand before changing
A good coding workflow begins by mapping the existing system: entry points, data flow, conventions, tests, and deployment constraints. DeThink keeps that exploration beside the implementation so generated changes reflect the repository rather than a generic pattern.
The same shared context can support planning, debugging, documentation, and review without repeating the entire codebase story.
Separate roles across models
Use one model to explore, another to implement, and another to review assumptions, edge cases, security, and test coverage. The value comes from independent attention—not from asking several models to produce the same patch.
- Feature implementation and refactoring.
- Bug diagnosis and regression isolation.
- Test design, documentation, and migrations.
- Performance, security, and maintainability review.
Verification is part of generation
Generated code is unfinished until it has been read, tested, and observed in the environment where it will run. Run targeted tests first, then type checks, linting, builds, and realistic smoke tests in proportion to the risk of the change.