claudeinsights coaches me on my own Claude Code sessions by sending each rough one to a model. Every session used to cost a full claude -p call. Now a 421M-parameter encoder called Laya scores all of them locally first, and only the rough ones go to Opus 5.5 for quotes and advice. Go downloads and caches the checkpoint through go-huggingface, sharing Python's Hugging Face cache without a single extra byte, and its pure-Go tokenizer matches Hugging Face's Rust tokenizer id for id on Laya's vocabulary, except for one lstrip flag. The model itself still runs in PyTorch, and skipping one random-weight initialisation took its load from 46 seconds to 4.
We tested Renovate's registry behaviour for every ecosystem — npm, PyPI, Go, Cargo, Maven, NuGet, Composer — and found that minimumReleaseAge works for all of them, but how each datasource resolves its registry is surprisingly different. Here's what we found and how to build a complete defence.
A three-layer defense for developers and DevOps engineers: harden your dev machine in 5 minutes, lock down project configs for every ecosystem, and enforce policy org-wide with a proxy. Covers npm, pnpm, yarn, bun, pip, uv, Go, Maven, Gradle, NuGet, Cargo, and Composer — plus escrow, JFrog Curation, and Nexus.
Supply chain attacks on package registries are surging across every ecosystem. Two controls block the majority: a quarantine window and disabled install scripts. The exact config for npm, pip, Go, Maven, NuGet, Cargo, and more — plus a one-command proxy and shell tests you can run today.