Two passing tests can miss a cross-tenant data leak. This guide shows how to reconstruct the intended behavior, trace unchanged helpers, challenge the risky path and record a review decision that the evidence supports.
AI can write test code quickly, but useful assertions need an independent source of truth. Follow a worked discount-policy example to generate, challenge, and maintain software tests without hiding regressions.
A coding agent can inspect a repository, edit files, run tests and revise its work. The harder question is what it was allowed to do and what evidence makes the result safe to accept.
How AI coding assistants and agents actually work — plus the real, sourced gap between near-universal adoption and measured productivity gains.