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Developer Tools

What is an AI API rate limit? RPM, TPM and token buckets explained

An AI API rate limit caps requests and tokens per minute for an organization. Here is how RPM, input and output token limits, and token buckets work.

Oct 19, 20267 min read
Developer Tools

Who is accountable for a pull request an AI agent opens?

The human who launched the agent owns the pull request, and a different human reviews it. Here is how to enforce that with reviews and branch protection.

Oct 19, 20267 min read
Developer Tools

How do I add security scanning to VS Code or JetBrains?

Install the Safeguard extension in VS Code, Cursor or a JetBrains IDE, sign in with a code, and see vulnerable dependencies flagged right in your editor.

Oct 19, 20269 min read
Developer Tools

How do you create one SBOM per workspace package with pnpm?

Use pnpm sbom with `--split` and an `--out` path containing the package name to write one SBOM per workspace package. Steps, output shape, and pitfalls.

Oct 19, 20266 min read
Developer Tools

Submodule, vendored copy, or package: how should an SBOM record each?

Three ways code enters a repo, three ways an SBOM can miss it. A decision guide for recording submodules, vendored copies and normal dependencies.

Oct 19, 20266 min read
Developer Tools

How do you test a DAST tool on Juice Shop and WebGoat?

How to test a DAST tool on deliberately vulnerable apps: build a safe lab, keep a known-issue list, score hits and misses, and know the limits.

Oct 19, 20267 min read
Developer Tools

How do you sandbox an AI terminal assistant on a developer machine?

Sandbox an AI terminal assistant by isolating its files, credentials, and network. Six steps, from a separate user to a container with only the repo.

Oct 19, 20267 min read
Developer Tools

Who should be allowed to override a SAST gate on a pull request?

A SAST gate needs a named override path: who can approve, what they record, and when it expires. A short decision guide for teams adding blocking checks.

Oct 19, 20267 min read
Developer Tools

How do you diff a suspicious package release against the last one?

Download both versions without installing them, unpack them in a throwaway directory and compare files. Steps for npm and PyPI, plus what to look for.

Oct 19, 20267 min read

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