Infrastructure Deployment and LLMOps

Infrastructure Deployment and LLMOps

CI/CD Pipelines

Ci cd pipelines

10 of 65 in this book · 2 min read

Domain: Infrastructure, Deployment & MLOps/LLMOps
Status: Implementation guidance / design checklist
Applicability: Depends on product architecture and risk

Concept

CI/CD Pipelines is the capability concerned with ci/cd pipelines in the broader domain of release engineering, infrastructure, and service resilience. Its purpose is to make this concern explicit, testable, governable, and reusable across AI-powered workflows. Set deployment compatibility, recovery objective, and readiness criteria for CI/CD Pipelines.

Recommended Practices

  • Automate tests and promotion; make artifacts immutable; use gradual rollout and tested rollback procedures.
  • Define an owner, API/schema contract, failure response, and acceptance criteria for ci/cd pipelines.
  • Add automated positive, negative, boundary, and permission tests for ci/cd pipelines; review metrics in staging and production.

Example Use Cases

  • A new agent release is canaried and rolled back when production evaluation or error rate regresses.
  • Apply ci/cd pipelines in a high-volume enterprise workflow while recording the user, project scope, input contract, and observable outcome.

Common Implementation Pitfalls

  • Deploying changed prompts, code, and model aliases without traceable versions.
  • No documented fallback, operational owner, or signal showing when ci/cd pipelines is failing.
  • Testing only happy paths while ignoring missing data, revoked access, malformed outputs, and partial outages.

Production Readiness Checklist

  • An accountable owner and technical contract for ci/cd pipelines are documented.
  • At least one successful and one failing end-to-end scenario is reproducible.
  • Access controls, retention, and audit requirements are verified where relevant.
  • Release monitoring includes a measurable success or failure signal for this capability.

Design Questions

  1. What concrete risk or business requirement requires CI/CD Pipelines?
  2. What happens when it is unavailable, wrong, stale, or slow?
  3. How is its success evaluated against a trusted reference or observed outcome?
  4. Who can change its configuration, and how are changes released and rolled back?

Related Areas