> ## Documentation Index
> Fetch the complete documentation index at: https://docs.integratewise.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Product Engineering Skills: What Twin and Agents Can Do

> Skills available in the Product Engineering domain for analysis, drafting, review, and forecasting.

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.

### Related

* [Agents](/internal-docs/domains/product-engineering/agents)
* [Capabilities](/internal-docs/domains/product-engineering/capabilities)
* [AI Workbench](/internal-docs/domains/product-engineering/ai-workbench)
* [Workflows](/internal-docs/domains/product-engineering/workflows)
* [Platform Capabilities](/platform/capabilities)