U0536 Engineering Failure Root Cause Miner

Engineering Failure Root-Cause Miner

Why This Skill Exists

We need this skill because delivery speed must increase without sacrificing correctness. This specific skill finds recurring break patterns to speed remediation.

When To Use

Use this skill when the request explicitly needs "Engineering Failure Root-Cause Miner" outcomes in the Software Engineering Automation domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Engineering Failure Root-Cause Miner, including at least three measurable KPIs tied to regressions and brittle release pipelines.
2. Design and version the input/output contract for code changes, tests, incidents, and rollout data, then add schema validation and failure-mode handling.
3. Implement the core capability using error pattern mining, and produce root-cause clusters with deterministic scoring.
4. Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.