协作头脑风暴
brainstorming
在实现前澄清需求、探索设计选择,并形成清晰的开发方向。
parallel-test-fixing【开发与工程】When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
Speed up fixing a broken test suite by distributing failing tests across parallel subagents.
npm test -- --no-coverage 2>&1 || true
Capture the output and extract all failing test files.
Parse the test output for failing files:
FAIL src/components/Button.test.tsxFAIL src/utils/format.test.tsFAILED tests/test_api.py::test_create_userGroup by file — each file becomes one task.
For each failing test file, launch a generalPurpose subagent:
Task: Fix the failing tests in <file>
The test file is: <path>
The test command is: <command to run just this file>
The error output was:
<paste the relevant failure output>
Steps:
1. Read the test file and the source file it tests
2. Understand why each test is failing
3. Fix the source code (preferred) or update the test if the test is wrong
4. Run the single test file to confirm it passes
5. Report what you changed and why
Launch all subagents simultaneously — they work in parallel since each touches different files.
As each subagent completes, collect:
Run the full test suite one more time to confirm everything passes:
npm test
If there are new failures (from conflicting fixes), resolve them sequentially.
best-of-n-runner subagents if you want isolated worktrees for each fix attempt