> ## 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 AI Workbench: Twin for Build and Ship

> How Twin assembles context, drafts proposals, and delegates in the Product Engineering domain.

The AI Workbench in the Product Engineering domain is where Twin, your personal AI operator, works alongside product and engineering teams. Twin reads the unified context Spine Fabric assembles and proposes actions, drafts artifacts, and delegates to domain agents.

### What Twin Does Here

* **Assembles context**: Before a sprint planning meeting, Twin collects open issues, blocked PRs, and active incidents into a prep brief.
* **Proposes actions**: Twin suggests which tickets to prioritize based on blockers, incident severity, and release deadlines.
* **Drafts artifacts**: Twin writes sprint notes, incident updates, and release summaries from the entity graph.
* **Delegates**: Twin routes incident-related questions to the Triage agent and schema change requests to the Schema agent.

### Concrete Example

When an incident fires, Twin surfaces the linked release, recent commits, and related tickets. It drafts an incident summary and proposes a rollback if monitoring thresholds are breached. The proposal is surfaced as a capability for the on-call engineer to approve.

### Related

* [AI Flow](/internal-docs/domains/product-engineering/ai-flow)
* [Agents](/internal-docs/domains/product-engineering/agents)
* [Human Workbench](/internal-docs/domains/product-engineering/human-workbench)
* [Capabilities](/internal-docs/domains/product-engineering/capabilities)
* [Agents Network](/agents/spine-agent-network)