任务域决策包
SecPass 约 19%;安全审查始终需要人工门禁
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我需要对生产 PR 做 AI 辅助审查
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validate@code_engineering/code_review
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Opus 4.8 在诚实缺陷发现上领先。GPT-5.5 适合终端流水线。安全路径没有任何模型能作为最终门禁,必须人工审查。
@code_engineering/code_review
SecPass 约 19%;安全审查始终需要人工门禁
我需要对生产 PR 做 AI 辅助审查
validate@code_engineering/code_review
Opus 4.8 在诚实缺陷发现上领先。GPT-5.5 适合终端流水线。安全路径没有任何模型能作为最终门禁,必须人工审查。
general PR review, coverage matters, honesty required
claude/opus-4.8first-pass review at volume, non-security paths, cost-sensitive
claude/sonnet-4.6security-critical code must be reviewed
humanterminal-integrated review pipeline
openai/gpt-5.5| ID | 关系 | 执行体 | 结果 | 输出 |
|---|---|---|---|---|
| CT-D3-001 | identify@code_review | claude/opus-4.8 | 已接受 | 覆盖率高,能表达不确定性,更不容易漏缺陷 |
| CT-D3-002 | validate@security | claude/opus-4.8 | 有边界 | can identify many issues but cannot reliably fix vulnerabilities while preserving functionality |
| CT-D3-003 | validate@security | claude/sonnet-4.6 | 拒绝 | significantly weaker on security flaw detection; more likely to miss issues silently |
| CT-D3-004 | identify@code_review | claude/sonnet-4.6 | 有边界 | strong for routine review; misses edge cases on complex logic |
Opus 4.8 scored 59.8% FuncPass and 19.0% SecPass on Endor Labs security 基准 when paired with Claude Code
Endor Labs 基准, June 2026Opus 4.8 code review: close on coverage, weaker on precision
CodeRabbit Fable 5 review, June 2026