Research report · Solo business

Algorithm cheat sheets: what X, Instagram, YouTube and TikTok actually say they rank

by PaperChaseWebb

The ranking signals each platform has published, labeled Published, Via secondary or Lore, with the real X For You weights read from its public source code.

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.md file
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What you end up with

You plan posts around signals the platforms have actually described, and stop spending time on folklore like fixed first-hour windows and secret like ratios.

What you get

  • One .md report (PDF edition available) in eight parts
  • X For You weights from the public source code, with commit and date
  • Instagram Feed, Stories, Explore and Reels signals, with the April 2026 originality rules
  • YouTube appeal, engagement and satisfaction, and what YouTube says about publish time
  • TikTok For You factor groups and stated non-factors
  • A cross-platform playbook, a test table and a list of lore to ignore, with every source linked

Who it is for

Creators, social managers and founders who post for reach and are tired of advice that cites no source.

Works with

Read only report

Dashed chip: Read only report.

Tools needed

Instagram Insights, YouTube Studio, TikTok Analytics, X analyticswhere you measure the tests
You needAn account on at least one of the four platforms

Cost to run: No tools needed. Uses each platform's free analytics.
Time to result: 30 minutes to read, a month of tests to apply

Free preview of the file

algorithm-cheat-sheets-x-instagram-youtube-tiktok.md (excerpt)15 KB total
# Algorithm cheat sheets: what X, Instagram, YouTube and TikTok actually say they rank

PaperChase research report, version 1.1 (Markdown edition). For creators, social managers, small agencies and founders who post for reach. Edition date: 2026-10-15. X weights read from the public source code on 2026-10-15. Instagram, YouTube and TikTok sections researched 2026-09-07; every source link was checked and resolved on 2026-10-15.

## How to read this report

Every claim carries one of three labels.

| Label | Meaning |
|---|---|
| **Published** | The platform said it in its own docs, blog, help center or public source code. Linked. |
| **Via secondary** | A trade outlet reported a platform statement we could not find as dated text on a platform-owned page. Treat with care. |
| **Lore** | Common creator advice with no matching platform source. Listed so you can stop paying attention to it. |

Two rules hold throughout:

1. **No invented numbers.** Instagram, YouTube and TikTok publish signals and rough order, not weights. This report never turns those into percentages or ratios.
2. **X is the exception.** X has published the source code for its For You ranking, including numeric weights. Those numbers are printed here with the commit they came from.

## Contents

1. X For You: the published weights and what they mean
2. Instagram: four surfaces, four sets of signals
3. YouTube: appeal, engagement, satisfaction
4. TikTok: For You factor groups and stated non-factors
5. Cross-platform playbook: what travels and what dies
6. Ethical tests you can run this month
7. Lore to stop believing
8. Sources

Worth knowing

  • Platforms change their systems without notice. X numbers apply to the commit named in the report.
  • Instagram, YouTube and TikTok do not publish weights. The report does not invent any.
  • Independent work, not endorsed by any platform. Platform names are trademarks of their owners.

Questions

Are the X numbers real?

They are copied from the public x-algorithm repository (Apache 2.0), with the commit named. The code says they multiply predicted probabilities, not raw counts, and the report explains what that means.

How current is it?

Edition 2026-10-15. X weights were read that day. The other sections were researched in September 2026 and their links re-checked on the edition date.

Details

Version 1.1 · Updated Oct 15, 2026 · Markdown version of this page
License: Personal and commercial use by the buyer, including in client work. Do not resell or republish the report itself. Download terms

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