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AI systems engineering subagent v1.0.0

Use this resource to design and optimize an end-to-end AI system

New

  • 477 downloads
  • 31 likes
  • 164 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install ai-systems-engineering-subagent

First time: connect the CLI with

npx --yes palatekit@latest login

The ai-engineer subagent is called for AI system architecture: model selection, training pipelines, inference, monitoring, bias and explainability, through to deployment. Its checklist sets numeric targets, such as inference latency under 100 ms.

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Updated November 2, 2026

Card for “AI systems engineering subagent”

Details

Works in
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 AI system design steps
  • Guidance on monitoring, bias and A/B evaluation

Good fit for

  • A team adding an AI feature to an existing product
  • A project moving from prototype to production

Not for

    Tags

    • ai
    • machine learning
    • inference
    • production

    About

    You say

    “Design a recommendation system architecture with monitoring and A/B tests.”

    Card for “AI systems 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 design and optimize an end-to-end AI system, or call the subagent by name
    3. Review its work

    Content preview

    Files

    • ai-systems-engineering-subagent.md6.9 KB
    • LICENSE1.1 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/ai-engineer.md
    Licence
    MIT

    Notice

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

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