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Reviews, Tests & Docs

Using AI for code review that finds real bugs, tests worth keeping, and docs and commit messages that stay useful.

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Code Review With AI That Finds Logic Bugs, Not Just Missing Semicolons

How to prompt AI reviewers so they catch concurrency races, off-by-one errors, and broken invariants instead of restyling your braces.

Jordan Boyd, a backend engineer · 8 min read

Generating Tests With AI That You'd Actually Keep in the Repo

Most AI-generated tests assert that the code does what it does. Here's how to get tests that pin behavior and fail for the right reasons.

Jordan Boyd, a backend engineer · 8 min read

Docs and Commit Messages With AI That Are Still Useful in Six Months

AI is great at describing what code does and terrible at explaining why. Here's how to get documentation and commits that answer the question that matters.

Jordan Boyd, a backend engineer · 7 min read