Pipelines articles

Keep failed candidates visible in pipeline reports

Reconcile evaluation results against an expected candidate manifest, preserve failed and missing outcomes, and separate pipeline reporting from release approval.

Retry failed evaluation shards with Indexed Jobs

Give evaluation shards stable indexes and independent retry budgets with Kubernetes Indexed Jobs, while keeping incomplete results visible.

Hold Pods until they are ready for scheduling

Use Kubernetes scheduling gates to wait for external prerequisites before placement, with a controlled example and clear ownership of gate removal.

Continuous AI red teaming in CI/CD

Turn AI security findings into repeatable CI checks with versioned cases, complete result manifests, explicit release gates, and retained evidence.

Design reliable ML pipeline orchestration

Design ML pipelines with explicit dependencies, resource placement, safe caching, bounded retries, and complete evaluation evidence in Polyaxon.