Validates completed work against defined acceptance criteria. Use after completing a task that has specific success criteria defined in issues, specs, or task descriptions.
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Generates fuzz test scaffolding for parsers handling external input (YAML, JSON, config files, user input). Seeds corpus from existing fixtures and runs initial pass. Use when implementing or changing a parser, or any code that ingests user input, webhook payloads, API responses, or file formats.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Every parser will eventually see input you didn't expect. Fuzz testing finds the crashes before production does.
encoding/json)Create fuzz test file (parser_fuzz_test.go):
func FuzzParseConfig(f *testing.F) {
// Seed corpus from existing test fixtures
files, _ := filepath.Glob("testdata/*.yaml")
for _, file := range files {
data, _ := os.ReadFile(file)
f.Add(data)
}
// Add targeted seeds
f.Add([]byte("")) // empty
f.Add([]byte("{}")) // minimal valid
f.Add([]byte("\x00\x00")) // binary
f.Fuzz(func(t *testing.T, data []byte) {
// Should never panic
result, err := ParseConfig(data)
if err != nil {
return // errors are fine
}
// If no error, result should be valid
if result.Name == "" {
t.Error("parsed successfully but Name is empty")
}
})
}
Seed the corpus from:
Run initial fuzz:
go test -fuzz=FuzzParseConfig -fuzztime=30s
Record results:
Fix crashes -- Every panic or unexpected behavior becomes a permanent test case
jest-fuzz or fast-check property-based testinghypothesis for property-based testingcargo-fuzz with libfuzzerSeeds: X (Y from fixtures, Z manual) Duration: [fuzz time] Corpus growth: X -> Y entries (Z% expansion) Crashes found: N
| # | Input (hex) | Crash Type | Fix |
|---|---|---|---|
| 1 | \x00\xff... | nil panic in tokenizer | Added nil check at line 42 |
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Validates completed work against defined acceptance criteria. Use after completing a task that has specific success criteria defined in issues, specs, or task descriptions.
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Generates edge case, failure mode, and spec-driven test cases. Covers boundary values, nil inputs, concurrency, resource exhaustion, malformed data, and requirement-linked traceability tests. Use after happy-path tests exist and before claiming coverage is complete, when requirements lack tests, or before a security review.
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Catches shortcuts and reward hacking — weakening or deleting tests to make them pass, hard-coding expected outputs, silently dropping requirements, or claiming work is done without running it. Use before declaring a task complete and whenever a test or requirement feels like it's in the way.
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Safely integrates commits from parallel agent branches using sequential cherry-pick. Use after parallel work completes in isolated branches or worktrees.
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Audits tests for concurrency safety — race conditions, shared mock state, cleanup ordering. Use when writing tests that involve goroutines, async operations, or shared mutable state.
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Enforces tiered test coverage standards with three dimensions — line coverage by tier, spec-to-test traceability, and spec-to-code implementation mapping. Use before claiming code is complete.
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