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A devlog describing how Manganin’s issue tracker stores issues in a dedicated Git repo as plain files, after rejecting earlier approaches that tried to embed issue data in the code tree or Git refs. The author explains the pitfalls of using refs for issue storage, shows the low‑level Git commands needed for that approach, and then outlines the final design: a hidden sister repository where each i…
Typed Domain Grounding (TDG) embeds a DSL inside a mainstream language the LLM already knows (e.g., Kotlin) and uses the host compiler as an oracle. The author describes five building blocks—embedding, choosing a host language with high training‑data frequency, compiler‑driven type safety, a generate‑compile‑repair loop, and an on‑demand teaching tool—and shows measured results from kUML, a Kotli…
Alibaba open-sourced OpenCodeReview, an AI-powered code review CLI that combines deterministic pipelines for file selection and rule matching with an LLM agent for dynamic analysis. Used internally for two years, it claims higher precision and F1 scores than Claude Code with fewer tokens, though external reviews note recall limitations.
This Week in Rust #669 is a curated roundup of community newsletters, project/tooling releases, blog posts, walkthroughs, research, the crate of the week, testing calls, and a detailed list of merged PRs across the Rust compiler, standard library, Cargo, rustfmt, Clippy, and rust‑analyzer, plus a brief compiler‑performance triage summary. No new RFCs were approved.
This issue of *This Week in Rust* (2026‑09‑02) aggregates recent Rust ecosystem activity: rustup 1.29.1 release, new project directors, foundation hires, tooling updates (wasmi 2.0, Rustdoc 33 % faster, async FFI framework), observations on Cargo scheduling, safety‑certified Rust product, DNS cache memory savings, Rust vs Go concurrency, const‑fn compile‑time tricks, and a list of 522 merged PRs…
This issue of *This Week in Rust* (2026‑08‑26) aggregates community news: official Rust announcements (maintainers‑in‑residence, next‑gen trait solver, supply‑chain attack on arrayref, function‑overloading experiment), a Mozilla JPEG‑XL tooling update, several observations (AI‑assisted C/C++ rewrites, enum‑to‑word speedup, compilation metadata shaving, driver state handling, async vs sync for a r…
This issue of This Week in Rust summarizes recent developments in the Rust ecosystem, including official updates, community projects like OxiSH, observations on language features, and core Rust project changes. It covers compiler, library, Cargo, Rustdoc, and Clippy updates, offering a broad overview of the language's progress.
