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Skills in the Product Engineering domain define what Twin and agents can do on behalf of practitioners. Each skill operates on unified context and produces auditable outputs.

Analysis

  • Dependency Mapping: Discover hidden links between issues, PRs, and incidents across source systems.
  • Health Scoring: Compute backlog health, sprint completion risk, and incident severity from live data.
  • Impact Analysis: Assess blast radius of a schema change or release before it ships.

Drafting

  • Status Updates: Write sprint summaries, incident briefs, and release notes from the entity graph.
  • Ticket Refinement: Expand vague tickets with context from related PRs, design files, and past incidents.
  • Post-Mortem Drafts: Compile timeline, root cause evidence, and action items from event history.

Review

  • Readiness Check: Validate that a release has all required approvals, tests, and monitoring in place.
  • Code Context Review: Surface linked issues, test results, and incident history for a PR.
  • Sprint Review Prep: Assemble what shipped, what blocked, and what changed since the last review.

Forecasting

  • Completion Prediction: Estimate epic or sprint completion based on velocity, blockers, and incident rate.
  • Incident Trending: Predict incident types likely to recur based on release and change patterns.