H.3.3 Local Feedback
Reading progress1 helpful
Prerequisites0/1 complete
Articles read
Helpful reading is optional.
Article in preparation — showing conspect notes
A local result is valuable when it predicts the relevant review lane.
- Support the edit, index, generate, build, test, and review-preparation scopes that real teams use.
- Keep local and CI entry points consistent enough that differences are named rather than discovered after upload.
- Validate partial workspaces against IDE project models, generators, source search, and dependency discovery.
- Segment feedback by language, platform, change class, and cold or warm state.
- Treat recurring manual repair or central assistance as a workflow defect, not normal expertise tax.
