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Mlops pipeline design

Skill planifest/planifest-framework/planifest-framework/external-skills/mlops-pipeline-design

MLOps pipeline design workflow for orchestrating training, validation, packaging, and promotion with explicit gates. Use when ML lifecycle stages must be automated end-to-end with traceable promotion criteria; do not use for model-architecture research decisions.From its SKILL.md

Install
npx -y skills add planifest/planifest-framework --skill mlops-pipeline-design

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SKILL.md

1.8 KB, 309 tokens by cl100k_base, as published. Nobody here has run it

Mlops Pipeline Design

Overview

Use this skill to design ML pipelines that are reproducible, governable, and promotion-safe.

Scope Boundaries

  • Use this skill when the task matches the trigger condition described in description.
  • Do not use this skill when the primary task falls outside this skill's domain.

Shared References

  • Promotion gate rules:
    • references/promotion-gate-rules.md

Templates And Assets

  • Pipeline stage template:
    • assets/mlops-pipeline-stage-template.md

Inputs To Gather

  • Required lifecycle stages and ownership model.
  • Artifact lineage and reproducibility requirements.
  • Promotion/rollback policy constraints.
  • Failure handling and rerun expectations.

Deliverables

  • Pipeline stage contracts with inputs/outputs/gates.
  • Promotion criteria and rollback strategy.
  • Audit-ready lineage and execution policy.

Workflow

  1. Define stage contracts in assets/mlops-pipeline-stage-template.md.
  2. Apply gate policy from references/promotion-gate-rules.md.
  3. Validate success/failure branches and rerun behavior.
  4. Confirm lineage traceability across stages.
  5. Publish pipeline governance and operational ownership.

Quality Standard

  • Every stage has explicit pass/fail gates.
  • Promotion path is auditable and reversible.
  • Artifact lineage remains intact end-to-end.

Failure Conditions

  • Stop when stages are not reproducible or traceable.
  • Stop when promotion criteria are ambiguous.
  • Escalate when manual overrides lack governance controls.

What ships with it: 1 file

11.3 KB alongside SKILL.md

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