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Science & mathGoogle DeepMindIn its training data

AlphaDev discovers faster small-sort routines, merged into LLVM’s C++ standard library

Disputed

The takeaway

AlphaDev (Nature, 7 Jun 2023) treated writing assembly as a game and found sort3/sort4/sort5 routines shorter than human versions; they were merged into LLVM libc++.

Status
Claim

Disputed

Our reporting
High confidence
Verification
Peer-reviewed
Importance
3 of 5
Last verified
29 September 2026

Your AI and this story

  • GPT-6 AstraIn its training data
  • Claude Opus 5.5In its training data
  • Gemini 4 HydrogenIn its training data
  • Grok 4.7In its training data

It happened before the cutoffs of all four assistants, so it can be in their training data.

Key facts

  • Sort routines merged into LLVM libc++, used by millions of programs
  • DeepMind: up to 70% faster for short sequences, ~1.7% for sequences >250k elements
  • Critics: essentially a known sorting network plus one removed mov instruction; Cassio Neri published a shorter, faster sort3 (arXiv 2307.14503)

What happened

AlphaDev found instruction sequences for sorting 3–5 elements that saved instructions over decades-old library code. LLVM maintainers accepted them.

Why it matters

It was AI-discovered code shipping in core infrastructure, though experts argued about how novel the discovery really was.

Sources

3 sources from 3 sites. Numbers match the chips in the text.

3 sources: 2 primary, 1 reaction

Primary

  1. Faster sorting algorithms discovered using deep reinforcement learning (Nature)nature.com, paper
  2. DeepMind: AlphaDev discovers faster sorting algorithmsdeepmind.google, official

Reactions

  1. Cassio Neri: shorter and faster than Sort3AlphaDev (arXiv 2307.14503)arxiv.org, discussion

Changes

  • Filed

Status

Claim

Disputed

Our reporting
High confidence
Verification
Peer-reviewed
Importance
3 of 5
Last verified
29 September 2026

Sources at a glance

3 sources: 2 primary, 1 reaction

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
29 September 2026
Human review
None recorded for this entry. What the editor does
Version
Last saved 4 October 2026

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