Product Launchllmcode reviewgoogle geminilinux kernel
Sashiko Detects Kernel Patch Bugs Automatically
7.9
Roman Gushchin announced Sashiko, an LLM-driven patch-review system that automatically generates reviews for patches sent to the linux-kernel mailing list and other lists. In measurements on 1,000 recent upstream issues using "Fixes:" tags and Gemini 3.1 Pro, Sashiko identified 53% of bugs, all of which were missed by human reviewers. The system builds on Chris Mason's review prompts with an evolved implementation.
Key Points
- 1Detects 53% of bugs in a 1,000-issue upstream sample using Gemini 3.1 Pro
- 2Finds issues missed by humans: 100% of Sashiko-detected bugs were overlooked manually
- 3Enables automated patch reviews for linux-kernel mailing list, reducing manual review gaps
Scoring Rationale
High practical utility and kernel-specific results, limited by single-source reporting and sparse methodological details and replication.
Sources
Public references used for this report.
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