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.

Design a six-stage recommendation pipeline v1.0.0

Use this resource to design a feed, ranking or reranking system that picks the best items for a user

New

  • 538 downloads
  • 226 likes
  • 199 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install recommendation-pipeline-architecture

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 describes the six-stage pipeline, justifies its order and surfaces trade-offs to decide: single or multi-action scores, candidate isolation, online or offline serving. You get a spec and a code scaffold.

Mostly picked by

Updated November 2, 2026

Card for the “Design a six-stage recommendation pipeline” skill

Details

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

Similar resources

View all

What you get

  • SKILL.md: six-stage framework, stage order and request flow
  • SKILL.md: trade-offs to settle, hard rules and anti-patterns

Good fit for

  • You build a social feed or a content recommendation engine
  • A search or RAG reranker needs a clean structure

Not for

    Tags

    • recommendation
    • ranking
    • feed
    • pipeline
    • scoring

    About

    You say

    “Design the recommendation pipeline for our article feed: sources, seen-item filter, scoring and the top ten picks.”

    Card for the “Design a six-stage recommendation pipeline” skill

    Skill published by affaan-m 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 design a feed, ranking or reranking system that picks the best items for a user
    3. Review and adjust the result

    Content preview

    Files

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

    Origin and licence

    Listed unmodified

    Author
    affaan-m
    Source
    github.com/affaan-m/ecc/tree/25278e7d7b6cf6e6a4e7a6c8e10f14ff22f0eb5b/skills/recsys-pipeline-architect
    Licence
    MIT

    Notice

    « recsys-pipeline-architect » (affaan-m, 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.