Rust

A repository with 5,000 symbols. One line changes. Snif re-summarized all 5,000 symbols, re-embedded all 5,000 summaries, then ran retrieval on the full set. Roughly 1,000 LLM calls and 5,000 embedding calls to review a single-line diff. 99% of those symbols hadn't changed since the last index. Thei...More ›

I spent some time researching every AI code review tool I could find. CodeRabbit, Greptile, Qodo merge, Copilot and lots of others, half a dozen smaller ones. The pattern I saw seems to be the same, teams install these tools, get excited with the feedback they provide, then disable them after some t...More ›

Windows ONNX Runtime Linking Errors: A CI Debugging Story I was setting up a GitHub Actions pipeline for a Rust project that uses for embedding generation. Linux and macOS built fine. Windows? Not so much. What should have been a straightforward cross-platform build turned into a deep dive into how...More ›

Rust excels in concurrent programming by enforcing rules that prevent memory errors and data races. For example: - Mutexes: Rust ensures you only access shared data when holding the lock and releases it automatically. In C/C++, this relationship is often left to comments. - Read-Only Data: Rust prev...More ›