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The Product Engineering domain is served by Twin and a set of core and domain-specific agents. Each agent has a scoped responsibility and collaborates through the Spine agent network.

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Twin

Twin is your personal AI operator in the Product Engineering workbench. It assembles context for issues, PRs, and incidents; drafts proposals; and routes work to specialized agents when needed.

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Core Agents

  • Discovery Agent: Identifies related work across tickets, PRs, and incidents that may not be explicitly linked. Surfaces hidden dependencies.
  • Triage Agent: Handles incident intake, severity scoring, on-call routing, and initial impact assessment.
  • Schema Agent: Reasons about data model changes, maps fields across systems, and flags migration risks.

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Domain Agents

  • Release Agent: Monitors release pipelines, flags blockers, and drafts rollout summaries from deployment and monitoring data.
  • Code Review Agent: Surfaces stale reviews, links issues to PRs, and suggests reviewers based on expertise and availability.
  • Roadmap Agent: Tracks epic health, forecasts completion risk, and alerts when scope or deadlines shift.
Agents communicate through the Spine Fabric, so each agent operates on the same unified context.