[Scenario 5: Claude Code for Continuous Integration] You are integrating Claude Code into a CI/CD pipeline for automated code review, test generation, and pull-request feedback — designing prompts that produce actionable findings while minimizing false positives.

Findings in the “code style” category are 70% false positives, and developers have begun dismissing security findings too — trust in the whole reviewer is collapsing. What is the right operational move?

Question

[Scenario 5: Claude Code for Continuous Integration] You are integrating Claude Code into a CI/CD pipeline for automated code review, test generation, and pull-request feedback — designing prompts that produce actionable findings while minimizing false positives.

Findings in the “code style” category are 70% false positives, and developers have begun dismissing security findings too — trust in the whole reviewer is collapsing. What is the right operational move?

Accepted Answer

Temporarily disable the style category to restore trust in the accurate categories, while improving the style prompts before re-enabling it

Answer

Ship more style findings to demonstrate the category's importance

Answer

Rename “code style” to “code quality”

Answer

Ask developers to be more tolerant of noise during the tuning period

Paper 3 · Question 46

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