ChatGPT plan or API key for a coding agent: what does each cover?
A ChatGPT plan gives a usage allowance with cloud features; an API key bills per token and covers the CLI, SDK and IDE extension. When to pick each.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
A ChatGPT plan gives a usage allowance with cloud features; an API key bills per token and covers the CLI, SDK and IDE extension. When to pick each.
Put supply chain checks in the pull request: advise first, then block a short list. How to design comments, gates, and exceptions developers will accept.
Claude Code caps MCP output and sets timeouts. Learn the documented defaults and how to shape big security queries so answers are complete and checkable.
A gate checks a pull request against rules and warns or blocks the merge. How ASPM policy gates work, how to roll them out calmly, and how exceptions work.
Some AI providers offer slower or asynchronous tiers at a lower cost and faster or reserved tiers at a premium. Learn the tradeoffs and which jobs fit.
A fix pull request usually edits a manifest, a lockfile, or both. Learn what each file does, what a healthy change looks like, and what raises questions.
The go command picks vendor or readonly mode from your go.mod version. How -mod flags change what a build uses and which one an SBOM job should run.
Name the crate in cargo update for a conservative change, preview with a dry run, and compare SBOMs before and after to keep the diff small.
Running containers keep running if the registry goes down, but restarts and new nodes may not. See how image pull policy and digests change what survives.
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