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

说明与用途

通过分层分类工单，提升自动化修复缺陷的效率，减少浪费并发现系统性问题。

问题

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

结果

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.

工作流

• 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.

证据

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

来源

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

来源