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Get Started Free →Use when a reviewer, CI bot, or another AI leaves feedback to address
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 68% | 0% |
| case-21 | ✗→✓ | ▲ Improved | 35% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 9% | 0% |
Code review requires technical evaluation, not performative agreement.
Never blindly implement review feedback. Verify it's correct for THIS codebase before changing anything.
WHEN receiving code review feedback:
1. READ — Complete feedback without reacting
2. RESTATE — Summarize the requirement in your own words
3. VERIFY — Check against actual codebase state
4. EVALUATE — Is this technically sound for THIS context?
5. RESPOND — Technical acknowledgment OR reasoned pushback
6. IMPLEMENT — One item at a time, verify each changeNEVER say:
These are social performance, not technical evaluation. They lead to:
For each piece of feedback:
| Question | If YES | If NO | |----------|--------|-------| | Is the issue real? (verify in code) | Continue evaluation | Push back with evidence | | Does the suggested fix work here? | Continue evaluation | Propose alternative | | Does fixing this break something else? | Fix both or push back | Implement the fix | | Is this a style preference or a real problem? | Acknowledge, deprioritize | Fix it | | Was this already considered and rejected? | Explain the trade-off | Implement |
When feedback is wrong or doesn't apply:
markdown> Reviewer: "This function should handle null input" > > Response: "Checked — this function is only called from `processUser()` > (line 47) which validates non-null before dispatch. Adding null handling > here would be dead code. The caller contract guarantees non-null."
Provide:
In Claude Octopus workflows, review feedback comes from multiple sources:
When providers disagree:
When a reviewer flags an issue and you fix it:
If the same issue keeps coming back:
If a reviewer suggests something that contradicts the spec/requirements:
Requirements trump review suggestions. User intent trumps both.
Other measured skills in the registry, with their headline benchmark lift.