Why this topic matters

Most teams hit reliability limits when they scale this topic without explicit quality gates. This draft provides a production-first path.

Release scorecard

Architecture and execution model

Map the workflow into clear layers (input, orchestration, evaluation, runtime) and assign explicit ownership for each release gate.

Verification before production

Practical rollout

• Define measurable release gates.
• Validate on preprod using representative traffic.
• Roll out gradually with clear rollback thresholds.
• Review post-release metrics with product + engineering.

Sources