The Hard Problem Isn't Automation. It's Classification.

Описание и применение

Проблема автоматизации багов решается классификацией тикетов по уровням сложности, что позволяет экономить время и выявлять системные проблемы.

Задача

Automating bug fixes is hampered by misclassification of tickets, leading to wasted agent time and incomplete fixes.

Результат

Across eight runs, the pipeline reduced iteration time, accumulated a CI failure pattern library, and surfaced systemic error‑handling and UI issues, turning single bug fixes into high‑value pattern discoveries.

Рабочий процесс

• Select: query tracker, filter open tickets, rank by complexity.
• Classify: read ticket and code, assign Tier A/B/C based on scope and integration boundaries.
• Dispatch: route to domain‑specific agent with pre‑loaded context (build commands, CI patterns).
• Monitor: re‑run critical gates, track CI, triage reviewer comments, coordinate parallel tickets.

Доказательства

If a ticket touches 3+ integration layers (backend ORM + API schema + frontend component), reclassify to Tier B regardless of stated complexity.

Источник

The CI failure pattern library started empty. Seven recurring patterns accumulated over 8 runs.

Источник