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Critique — AI Code Review in 2026: The Definitive Guide

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2026-07-13

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2026-07-13 / SKILLSStructure an automated PR reviewer as a scout→retrieve→lead pipeline instead of one big model callThe emerging multi-agent code-review architecture runs six stages: webhook intake, a small fast 'scout' model that decides what in the diff matters, hybrid retrieval that pulls related code via semantic embeddings plus a symbol graph, then a frontier 'lead' model that produces structured findings and gates the merge. This scout-first design cuts frontier-model spend on trivial diffs and gives the lead reviewer the surrounding code it needs — the pattern behind reviewers that run 9 parallel sub-agents to catch bugs single-pass tools miss.

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