Build and search a local SQLite course-content index from a user-provided course folder.
Build and search a local SQLite course-content index from a user-provided course folder.
Save bounded session progress without ending or committing work.
Route requests to smallest authoritative project and memory context.
Convert user corrections into durable, generic prevention rules.
Research-first planning for a new product, greenfield project, scaffold-only repository, or immature codebase where a codebase map would mislead. Produces validated build context and an explicit graduation gate.
Plan a non-trivial feature or refactor in a mature repository through memory-first, evidence-backed codebase mapping, scoped parallel exploration, review, and explicit GO before implementation.
Route bounded research, implementation, review, and mechanical work through portable role policy. Use before delegating work or accepting worker output.