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How it works

rd-skills chooses the professional knowledge and mechanisms needed for your

docs/HOW_IT_WORKS.md

rd-skills chooses the professional knowledge and mechanisms needed for your request. A normal local change can be:

Task: inspect → edit → self-check → targeted validation → done

Analysis, multiple Tasks, and independent Review appear when they help resolve an actual question. They are not mandatory stages around every edit.

Professional Skill routing

You describe the outcome; the main agent selects the relevant Professional Skill, such as backend implementation, frontend implementation, or migration review. A Professional Skill supplies guidance about ownership, rules, failure modes, and verification. Supporting knowledge is loaded only when the task needs it. You do not have to learn the Skill catalog.

Routing chooses expertise. It does not decide that every task needs a planning round or an independent reviewer. The main agent coordinates; the assigned agents inspect source, implement, or review within their respective roles.

Four different questions

MechanismQuestion it answersWhat it does
AnalysisDo we know how to make the change correctly?Resolves a specific uncertainty from current source, or answers an explicit analysis or diagnosis request. It does not edit.
TaskWho makes the change?Inspects the owner, tests, and consumers, then edits within the assigned scope and checks its work.
ValidationDoes the change pass the relevant checks?Runs tests, builds, lint, or other appropriate observations after the final relevant edit. The Task performs this work.
ReviewDo we need an independent second judgment?A separate agent inspects the actual change or artifact and reports concrete defects and limits. It does not repair them.

Validation is an activity, not a fifth agent role. A reviewer can examine tests and their results, but independent Review does not replace validation.

When Analysis appears

Finding a file, owner, test, or caller is ordinary Task work. A Task can inspect and reason before editing without creating a separate Analysis assignment.

Deeper Analysis helps when inspection leaves a decision that could change the implementation: two modules enforce conflicting rules, mixed application versions may read a migration differently, or a retry could violate a payment invariant. Resolve that question before the dependent edit, then continue. An explicit request to diagnose, explain current source, or design without editing can also be Analysis alone and end with its answer.

How Tasks execute and split

A Task reads enough current code to choose the right owner and reuse existing structure. It makes a bounded change, self-checks, and runs relevant validation. For a reproducible bug, it proves the failing behavior and cause, looks for the same pattern nearby, then verifies the repair. A later edit requires fresh checks for the behavior it affects.

Use multiple Tasks for real dependencies, separate owners, or independently useful work—for example, an API change and its client update with an agreed contract. File count alone is not a reason to split. Shared-workspace writes stay serial; parallel writes require Host-provided isolation and independent write surfaces.

When Review helps

Use independent Review when you request it or when current evidence identifies an important question that benefits from another judgment, especially a failure mechanism poorly covered by local checks. For example, cross-organization invoice access may warrant a separate examination of tenant authorization. A task ending, a large diff, or a test passing is not by itself a reason to schedule Review.

An ordinary review defect returns to the original Task for repair and fresh targeted validation, then the work can finish. Re-review is needed only if a required independent judgment remains unresolved or the repair introduces a new question requiring that judgment. A review-only request returns findings; repair needs implementation authorization.

Normal behavior matrix

These examples show typical choices under the stated facts, not fixed routes. Validation below means checks of an implementation; read-only work may inspect existing evidence and must report any missing proof.

Request and factsSeparate AnalysisTask / editValidationIndependent Review
Update one form's error state; owner and API behavior are clearUsually noYesRelevant component checksUsually no
Fix a reproducible local null-handling bugUsually no; Task diagnoses locallyYesFailing behavior before repair, regression check afterUsually no
Explain why a callback can create duplicates; do not editYes, explicitly requestedNoNo implementation to validateUsually no
Share a calculation, but existing consumers disagree on roundingIf Task cannot resolve the rule conflictAfter the rule is clearChecks for affected consumersOnly for a remaining question needing independent judgment
Add tenant-scoped invoice access and request a security reviewOnly if authorization semantics remain unclearYesAllowed and denied access checksYes, for tenant isolation
Review a supplied migration that removes a column immediatelyOnly if a specific question needs deeper investigationNo, review onlyInspect supplied compatibility evidence and state gapsYes, explicitly requested
Repair an ordinary defect found by Review within the agreed designUsually noOriginal Task repairsFresh targeted checksNo automatic re-review

See the worked examples or their generated Showcase for concrete requests and expected evidence.

For implementation detail, continue to Architecture, Operating model, and Subagent model. The documentation map then leads to Skill authoring, validation, and release material for maintainers.