# Agentic Code Review
AI coding agents have reached a capability threshold where they produce workable code reliably. This shift has fundamentally changed what engineering review actually means. The bottleneck is no longer raw code generation. It's verification and trust.
Addy Osmani, writing for O'Reilly Radar, argues that code review has become the highest-leverage engineering task. When agents can generate functional code in seconds, human reviewers face a new challenge: validating output from systems that think differently than humans do.
The practical implication is stark. Traditional code review focused on style, logic errors, and architectural fit. Agentic review requires deeper scrutiny. Reviewers must verify that generated code matches intent, contains no hidden assumptions, and won't break downstream systems in unpredictable ways. The agent might miss context that only exists in team knowledge or undocumented system behavior.
This reshapes how teams organize work. Code generation becomes a commodity. Judgment becomes scarce. Organizations need reviewers who can think critically about whether an agent's solution is correct, not just whether it runs.
The speed advantage also creates organizational tension. Fast code generation pressures teams to review faster. But faster review of agent output increases risk of missing subtle bugs or security issues that agents are prone to. Teams using agents extensively need explicit policies around review thoroughness, not just speed metrics.
One underappreciated angle: agent-generated code often reflects training data patterns, not always best practices for your specific system. Reviewers catch this. They anchor agent output to organizational standards and domain-specific constraints that models never learned.
This doesn't mean agents replace engineers. It means engineers shift roles. They become gatekeepers of quality and architects of agent prompts. The engineer who can write precise specifications for agents becomes more valuable than the engineer who writes boilerplate.
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