Urgent.News

650+ sources. One page. See who else covered it.

Editions

Tech

X Open Sources Its Ranking and Filtering Algorithms

An anonymous reader shared this report from TechCrunch: X is significantly expanding its open source codebase, which includes the app's "For You" algorithm and its core ranking engine, and adding a feature that will let users see if their account or posts have been impacted by any of its ranking systems, the social network said on Thursday. The company is making the source code for the "For You"…

X, the social media platform formerly known as Twitter, has announced the open sourcing of its core ranking and filtering algorithms, significantly expanding its open source codebase. The company is making available the algorithm behind the "For You" timeline, the default feed displayed when users open the app, on GitHub under the Apache v2 license.

Additionally, X is releasing more detailed information about its ranking model, including filter and core ranking system parameters, which are crucial for understanding post display. X's VP of Product, Keith Coleman, revealed that the codebase has grown 10 to 15 times larger after this update. The company also introduced a transparency tool on the "Under the Hood" page in the app's settings.

This tool allows users who have posted at least ten times in the past month to download their aggregate stats as a JSON file, indicating if any labels have been applied to their account or posts over the last calendar month. X encourages engineers to submit pull requests, showcasing the company's commitment to public engagement with its algorithm.

Written by urgent.news from Slashdot's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at slashdot.org →

More in Tech

Paywall Any API Endpoint With Two Prices: Sats or Compute

You built an API. It works. Then the scrapers show up. Not paying customers. Bots hammering your endpoint a thousand times a minute, running up your compute bill, and giving you nothing back.

  • Pay-to-Compute model protects APIs against scrapers
  • Callers pay in sats or solve compute-intensive proof-of-work
  • Server-side verification is minimal and straightforward

Bloom Filters

One-liner: A probabilistic data structure that tells you if an element is definitely not in a set, or possibly in a set — using very little memory.

  • Bloom filters quickly tell if something is definitely not in a set or maybe it is.
  • They use a big array of bits and hash functions to add and check items.
  • Bloom filters save massive memory but can give false positives.

How I Cut MCP Token Usage by 91% (and Learned a Humbling Lesson About Tokenizers)

The Problem When you add MCP servers to your AI coding agent, each one dumps its full JSON schema into context. 255 tools across all servers = 39,964 tokens.

  • MCP servers consume large token space by adding full JSON schema to context
  • Mcptoon compresses JSON schema by 91%, reducing 39,964 tokens to 3,511
  • Mcptoon returns results in human-readable TOON format, saving even more tokens

How to build and ship an iOS app without a Mac

If you want to put an app on the App Store, Apple requires you to build and sign it with Xcode, and Xcode only runs on macOS.

  • Purchase a Mac mini for $799 as a one-time hardware investment
  • Rent cloud Macs from services like MacStadium for $20/month to $100+/month
  • Use GitHub Actions for free macOS builds in public repositories

More from Sunday 16 August →