llm-code-review

PostgreSQL 19 的发布被推迟至 11 月 19 日，原因是 LLM 辅助代码审查发现了大量缺陷，导致 8 到 10 个重要功能（包括 SQL/PGQ 图查询支持）被回滚到 PostgreSQL 20。

PostgreSQL developer Peter Eisentraut reflects on why an unusual number of features were reverted from the PostgreSQL 19 branch after beta began, citing LLM-assisted code review raising the quality bar, the Vulnpocalypse diverting senior developers, and late discovery of defect long tails.

This paper introduces Adversarial Review (AR), a minimal cooperative protocol for agentic code review that uses structured disagreement to improve performance on repository-level coding tasks, outperforming baselines with fewer agents on benchmarks like LiveCodeBench and SWE-bench.