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Adaptive text classifier that keeps learning v1.0.0

Use this resource to build and evaluate a text classifier that learns new examples

New

  • 354 downloads
  • 173 likes
  • 107 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install adaptive-text-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 checks whether your case suits the tool, starts from a few labelled examples, then evaluates the classifier candidly. It asks for your approval before any model download.

Mostly picked by

Updated November 2, 2026

Card for the “Adaptive text classifier that keeps learning” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: fit check, install, quickstart and evaluation
  • references/minimal_example.md: minimal code example

Good fit for

  • You route customer requests to teams with few labelled examples
  • Your categories change often and full retraining would be too heavy

Not for

    Tags

    • classification
    • text
    • continual learning
    • routing
    • evaluation

    About

    You say

    “Build a classifier that sorts support tickets into billing, technical or cancellation, with about twenty examples per class.”

    Card for the “Adaptive text classifier that keeps learning” skill

    Skill published by aiskillstore under the Apache-2.0 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 build and evaluate a text classifier that learns new examples
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.3 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/minimal_example.md1.8 KB
    • skill-report.json36.8 KB
    • SKILL.md9.5 KB

    Origin and licence

    Listed unmodified

    Author
    aiskillstore
    Source
    github.com/aiskillstore/marketplace/tree/81dcba714ae5ba0c5bcfb8914fb9bc2fbb2bb48a/skills/lambdasec/adaptive-classifier
    Licence
    Apache-2.0

    Notice

    « adaptive-classifier » (aiskillstore, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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