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Linus Torvalds 发布了 Linux 7.2 内核，这是历史上第二繁忙的开发周期，包含 16,418 个非合并提交、2,652 名开发者和近 60 万行新增代码。文章分析了贡献者构成，并提到部分修复由 LLM 生成。
A project demonstrates porting Microsoft's TypeScript compiler, checker, and LSP to Rust entirely using LLMs — Anthropic's Opus 5.5 rewrote the codebase from scratch in about $24k of API spend, achieving full compatibility with real-world projects as an early-release drop-in `tsc-rs` replacement.
This paper introduces mutation analysis as a metric to evaluate benchmark oracles for GPU kernels, revealing limitations in current testing methods and proposing optimizations for better fault detection in LLM-generated code.
This paper introduces a contract-grade verifier of twelve adversarial gates for checking LLM-generated GPU kernels, finding that 39.5% of kernels accepted by standard loose tests are broken. It also presents the first native Blackwell training backward kernel for the GDN (gated-linear-recurrence) family.
Kuna is an experimental decompiler whose code was almost entirely written by an LLM, achieving control flow structuring performance competitive with IDA Pro 9.2 through autonomous refinement based on scientific metrics.
A Rust implementation of the RAR compression format, written mostly by AI language models (OpenAI Codex and Claude), which would have taken years to develop manually but was completed in weeks at low cost.