“debugging”

Use when the user reports an error, failing command, broken workflow, unexpected output, or asks why something is happening.

Systematic debugging with structured reproduction and root cause analysis.

Disciplined debugging methodology.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Debugs AWS Lambda function timeout failures by systematically analyzing function configuration, CloudWatch logs and metrics, VPC/networking, cold starts…

Debug issues using a systematic approach

Create effective debugging prompts—include error messages, stack traces, expected vs actual behavior, logs, and attempted solutions

Debug failures by finding evidence and root cause before changing code.

Debug REST, GraphQL, webhook, and OAuth/API-key integrations with layered request, auth, schema, and response checks.

配置 Chrome 远程调试(CDP)授权,使 AI 通过 Chrome DevTools Protocol 控制**用户日常使用的、已登录的** Chrome 实例(登录态、Cookie、扩展全部保留)。核心是引导用户开启 chrome://inspect/#remote-debugging…

Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration.

Debug issues by investigating logs, database state, and git history

Debug Astroclaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before…

Create a debugging reset handoff for a fresh agent, preserving the issue, reproduction, impacted files, commands run, attempted fixes, failures, findings, and…

Debug AOTInductor (AOTI) errors and crashes.

Disciplined diagnosis loop for hard bugs and performance regressions.

Use the moment any test fails twice, when a build breaks unexpectedly, when the code-reviewer rejects code, when the implementer reports BLOCKED, when the…

Structured debugging with mandatory evidence gathering before any fix attempt.

Expert debugging methodology.

Create debugging tools for AI behavior visualization and analysis

Beginner-friendly reverse-engineering workflow for Systematic Debugging.

Instrument a C# codebase with exhaustive temporary debug logging to capture runtime behavior across complex, high-iteration execution flows.

Fix bugs using Dan Abramov's systematic debugging method.

Systematically find root causes and fix bugs.