Every premium and members-only resource for $9.99/month, as a no-commitment subscription. See the plans

PalateKit

Sign in
Menu

Request a resource

Describe the resource you are missing in one sentence. We will email you when it is published.

0 / 280

A page, a video or an image online.

Unlock PalateKit

Unlock everything

Plan

Paying means accepting our terms of sale.

Secure payment by Stripe. Receipts and invoices sent by email.

Welcome back

Sign in to install, download or save this resource. A free account is enough for free resources.

Late chunking for document embeddings v1.0.0

Use this resource to improve document chunk embeddings with late chunking

New

  • 317 downloads
  • 154 likes
  • 170 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install late-chunking-embeddings

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 explains the problem with naive chunking, then implements full-document embedding and per-chunk token averaging with a long-context model. You get a comparison with the naive approach and the cases where the method does not help.

Mostly picked by

Updated November 2, 2026

Card for the “Late chunking for document embeddings” skill

Details

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

Similar resources

View all

What you get

  • SKILL.md: the naive chunking problem and an implementation with jina-embeddings-v3
  • SKILL.md: comparison with naive chunking, storage costs and anti-patterns

Good fit for

  • Your chunks lose meaning because of pronouns or references
  • You already use a long-context embedding model

Not for

    Tags

    • rag
    • chunking
    • embeddings
    • retrieval

    About

    You say

    “Re-index these documents with late chunking so each chunk keeps the company name.”

    Card for the “Late chunking for document embeddings” 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 improve document chunk embeddings with late chunking
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md7.6 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/embeddings/late-chunking
    Licence
    MIT

    Notice

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

    User reviews

    –

    No ratings yet

    Loading reviews…

    Delete your review?

    Your rating and comment will be removed from the page.