“Debugging”

排查翻译失败 / 慢 / 限流 / 多 Key 切换 / 熔断，用 X-Trace-Summary、/v1/traces、/metrics 定位。

Use when encountering any technical failure or unexpected behavior, including production incidents, test/build/CI failures, crashes, integration issues…

Diagnose failed Quark ONNX installation, calibration, quantization, custom-op compilation, or export attempts.

Investigate Blazium Games crash reports.

排查 DSH 启动失败、插件不生效或会话异常时使用：按序收集信息、二分定位、备份回滚。

Diagnose Akasha daemon, CLI, and config issues.

解释一条用户消息为什么会命中某个 skill/command/MCP，或为什么被放行。用于排查误路由和回归测试。

Diagnose an Expanso job that is degraded, failed, stuck running, never scheduled, or completed without output.

Diagnose and fix frontend controls whose typography or dimensions ignore component CSS, and React Three Fiber/Drei projected HTML labels that paint above…

Debug and diagnose Thread mesh networks and OpenThread Border Routers.

Use when encountering any bug, test failure, or unexpected behavior.

Systematic root cause investigation

Systematic logic error isolation.

Reduce an Ascend model symptom to one operator call and validate its dtype, shape, layout and execution modes.

Debug the Learning Context System playground and CLI flows.

Diagnose and resolve frontend module resolution failures from screenshots, logs, and project configuration evidence.

Debug issues with a reproduce-first, test-first workflow.

캡처, 진단, 억제된 복구 및 인트로스펙션 보고서를 사용하여 AI 에이전트 실패에 대한 구조화된 셀프 디버깅 워크플로우를 수행합니다.

Use when encountering any bug, test failure, or unexpected behavior.

Diagnose octo-lite workflow blockers in local Codex, git, gh, validation, branch, and PR state.

Use when isolating failures.

Diagnose browser UI tests or real browser checks where an element appears visible but cannot be clicked, copied, hovered, or focused.

Localize Ascend graph capture, replay or eager/graph divergence with controlled experiments and intermediate snapshots.

Use after a bug fix or validation task to generate a human-readable debugging report summarizing the original problem, root cause, fix, validation results…