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Replace an LLM classifier with a typed decision model v1.0.0

Use this resource to replace a classification prompt with a calibrated, typed decision model

New

  • 351 downloads
  • 208 likes
  • 200 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install typed-decision-model-classifier

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent splits the task into three primitives, separates real confidence from displayed confidence and judges whether the swap makes sense. You get a test plan and the thresholds to validate before replacing the prompt.

Mostly picked by

Updated November 2, 2026

Card for the “Replace an LLM classifier with a typed decision model” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: three primitives and the typed output shape
  • SKILL.md: confidence, calibration, thresholds and available evidence
  • SKILL.md: when not to replace the LLM and a validation test

Good fit for

  • A classification prompt is expensive on every call
  • Uncertain cases must be routed to human review

Not for

    Tags

    • classification
    • probabilities
    • calibration
    • llm
    • decision

    About

    You say

    “Tell me whether my ticket classifier can move to a typed decision model and which test to run first.”

    Card for the “Replace an LLM classifier with a typed decision model” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to replace a classification prompt with a calibrated, typed decision model
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md13.4 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/ai-integration/typed-decision-models
    Licence
    MIT

    Notice

    « typed-decision-models » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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