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Developer Tools

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.

Oct 19, 20267 min read
Developer Tools

How should a supply chain platform fit into the pull request flow?

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.

Oct 19, 20266 min read
Developer Tools

Claude Code MCP output limits and timeouts for security queries

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.

Oct 19, 20266 min read
Developer Tools

How do ASPM policies and gates work on pull requests?

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.

Oct 19, 20266 min read
Developer Tools

What are slower, cheaper AI processing tiers and when should you use one?

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.

Oct 19, 20268 min read
Developer Tools

What Files Does a Fix Pull Request Change and Why?

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.

Oct 19, 20269 min read
Developer Tools

Go -mod flags and your SBOM: vendor, readonly, or mod?

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.

Oct 19, 20266 min read
Developer Tools

How do you update one Rust crate without churning the whole SBOM?

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.

Oct 19, 20267 min read
Developer Tools

Will running pods survive a container registry outage?

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.

Oct 19, 20267 min read

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