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ML lifecycle engineering subagent v1.0.0

Use this resource to build end-to-end ML pipelines, from training to automated retraining

New

  • 557 downloads
  • 171 likes
  • 66 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install ml-lifecycle-engineering-subagent

First time: connect the CLI with

npx --yes palatekit@latest login

The ml-engineer subagent is called to build production ML systems: data validation, feature pipelines, training orchestration, hyperparameter search, drift detection and automated retraining.

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Updated November 2, 2026

Card for “ML lifecycle engineering subagent”

Details

Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • The subagent file (in English): role, checklist and ML lifecycle steps
  • Rules for drift detection, versioning and rollbacks

Good fit for

  • A model whose accuracy drops over the months
  • A team that wants to automate weekly training

Not for

    Tags

    • machine learning
    • pipelines
    • drift
    • retraining

    About

    You say

    “Set up a pipeline that retrains the model every week and alerts on drift.”

    Card for “ML lifecycle engineering subagent”

    Subagent published by VoltAgent under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Copy the file into .claude/agents/ (project) or ~/.claude/agents/ (all your projects)
    2. Ask your agent to build end-to-end ML pipelines, from training to automated retraining, or call the subagent by name
    3. Review its work

    Content preview

    Files

    • LICENSE1.1 KB
    • ml-lifecycle-engineering-subagent.md6.6 KB
    • NOTICE-PALATEKIT.md0.5 KB

    Origin and licence

    Listed unmodified

    Author
    VoltAgent
    Source
    github.com/VoltAgent/awesome-claude-code-subagents/blob/f2e2ea7e0202cc05fa2d469fcb2c57fe08603450/categories/05-data-ai/ml-engineer.md
    Licence
    MIT

    Notice

    « ml-engineer » (VoltAgent, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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