Receiving Code Review Skill

How to handle review feedback with technical rigor, not performative agreement.

When to Apply

• After receiving code-reviewer agent output
• PR review comments from teammates or external reviewers
• External feedback on implementation decisions
• When told to "address review comments" or "fix review feedback"

Response Pattern

READ -> UNDERSTAND -> VERIFY -> EVALUATE -> RESPOND -> IMPLEMENT

READ

Read the full review. Don't skim, don't react immediately. Take in every comment before acting on any of them. Later comments may contradict or contextualize earlier ones.

UNDERSTAND

For each issue, understand what's actually being flagged. Restate in your own words: "This comment is about X because Y." If you can't restate it, you don't understand it yet.

VERIFY

Check if the reviewer's claim is factually correct. Read the code they reference. Don't assume they're right or wrong -- look at the actual code at {file}:{line}.

EVALUATE

Is this a real issue? Does the suggested fix actually improve things? Is the effort justified given the impact? Not all feedback requires action.

RESPOND

Technical response only:

• Agree with reasoning: "Correct. The null check is missing at line X. Fixing."
• Disagree with evidence: "The review flags X, but {file}:{line} shows Y handles this case."
• Ask for clarification: "The comment suggests X. Is the concern about safety or performance?"

IMPLEMENT

Fix in order: clarify unclear items -> blocking issues -> simple fixes -> complex fixes. Test each fix independently before moving to the next.

Forbidden Responses

These responses indicate you're people-pleasing, not engineering:

• "You're absolutely right!" -- Performative agreement without understanding
• "Great point!" -- Flattery is not technical discourse
• "I'll fix that right away!" -- Understand before acting
• "Of course, makes total sense!" -- Does it? Or are you people-pleasing?

Instead: "The review identifies X. Checking... [evidence]. This is correct because [reason]. Fixing."

Or: "The review suggests X, but [counter-evidence]. Keeping current approach because [reason]."

Source-Specific Handling

Source	Trust Level	Response Style
Human partner	High context	Clarify intent, implement thoughtfully
External reviewer	Medium context	Verify claims against code, ask about unknowns
code-reviewer agent	Systematic but no context	Cross-reference with requirements, verify specifics

When to Push Back

• Technically incorrect -- "The review suggests X, but the code at {file}:{line} shows Y"
• YAGNI -- "This adds complexity for a hypothetical scenario. Current implementation handles all existing cases"
• Breaks existing functionality -- "This change would break {specific behavior} because {evidence}"
• Missing context -- "The review assumes X, but the requirement specifies Y (see {reference})"

Pushing back is not adversarial. It's quality control. Reviewers benefit from knowing when their feedback misses context.

Implementation Order

1. Clarify unclear items first (don't build on misunderstanding)
2. Blocking/critical issues (things that prevent the code from working)
3. Simple fixes (typos, naming, formatting)
4. Complex fixes (refactors, architectural changes)
5. Test each fix independently

Common Mistakes

Mistake	Why It's Wrong	Do This Instead
Fix everything without reading all comments	Later comments may contradict earlier ones	Read ALL comments first
Performative agreement	Hides misunderstanding	Respond with technical reasoning
Batch all fixes in one commit	Can't isolate if something breaks	One logical change per commit
Skip re-testing after fixes	Fixes introduce new bugs	Test after every change
Ignore minor issues	They accumulate	Fix or explicitly defer with reason

The Bottom Line

Review feedback is data, not judgment. Evaluate it technically, respond with evidence, implement with discipline.