#testing
Tagged “testing”
5 articlesSelf-healing tests fixed themselves. Now the deploy needs a second look.
A DevOps.com essay argues that when end-to-end tests rewrite their own locators and rerun to green, CI/CD needs an explicit gate that treats the repair as a review event rather than a normal pass. Here is what that gate can actually look like in a pipeline.
Aug 20, 2026 · Priya NairCode quality & testingAI writes releases faster than your test rig can pretend to grade them
A DevOps.com column locates the real bottleneck of AI-generated code at release verification, and warns against letting one model both write and grade its own changes.
Aug 17, 2026 · Tomás VegaPlatform engineeringKyverno's CLI learns to fake production so offline policy tests stop lying
A CNCF blog post walks through how the Kyverno CLI now stands up an in-memory fake of the Kubernetes API cache, so policies that lean on GlobalContextEntry lookups can be exercised offline instead of silently skipping. The workflow that used to say 'all pass' when it really meant 'never ran' has finally closed.
Jul 29, 2026 · Priya NairCode quality & testingSignadot's Kafka routing-key trick: one broker, many parallel tests
The New Stack details how Signadot extends its ephemeral-environments pattern into Kafka. A routing key rides each message, producers stamp it, consumers filter on it, and tagged test traffic can share a broker with stable traffic instead of forcing a broker per branch.
Jul 26, 2026 · Priya NairSecurity & supply chainOpenAI ships GPT-Red to automate prompt-injection testing against AI agents
OpenAI has released GPT-Red, a tool that automates prompt-injection testing against AI agents, per The New Stack. The framing is straightforward: once agents take real actions on real systems, manual red-teaming stops being enough.
Jul 18, 2026 · Tomás Vega