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Developer Tools

pnpm catalogs: one version of each dependency across a monorepo

pnpm catalogs define a dependency range once in the workspace file and reference it everywhere, so upgrades touch one line instead of every package.

Oct 18, 20263 min read
Developer Tools

Play App Signing: upload key versus app signing key

With Play App Signing you hold an upload key and Google holds the app signing key. What each does, and what to do if you lose the upload key.

Oct 18, 20264 min read
Developer Tools

Pip hash checking for Python dependencies an AI added

How pip's hash-checking mode works, what it enforces, and how it keeps an AI-edited requirements file from installing anything you did not pin and review.

Oct 18, 20263 min read
Developer Tools

pip constraints files vs requirements files: what is the difference

A requirements file says what to install. A constraints file only limits which versions may be chosen. See when each helps and how to combine them.

Oct 18, 20263 min read
Developer Tools

Pin the Safeguard CLI version in CI and upgrade on purpose

Why unpinned scanner installs make builds drift, how to pin the Safeguard CLI version with one variable, and a simple routine for upgrading on purpose.

Oct 18, 20263 min read
Developer Tools

How to pin the Safeguard CLI version in CI

Set SAFEGUARD_VERSION on the install step to pin the Safeguard CLI in CI, and turn off update checks so every build runs the exact version you chose.

Oct 18, 20263 min read
Developer Tools

How to pilot an AI code review bot for 30 days

A 30 day plan for trying an AI code review bot on one repo: baseline, scope, labels, exit criteria and what to record so the verdict is honest.

Oct 18, 20263 min read
Developer Tools

Pickle alternatives for ML checkpoints, compared

Safetensors, JSON, MessagePack, Protobuf and others avoid pickle's code execution risk. Here is how to choose a format for storing and sharing model data.

Oct 18, 20263 min read
Developer Tools

Postgres with pgvector or a dedicated vector store? A decision guide

When a Postgres vector extension is enough for code and document search, when a library like Faiss fits, and what to check before adding infrastructure.

Oct 18, 20263 min read

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