Skip to content
NewA calmer, faster ZeroHour

Import AI 478 covers math formalization, ProgramBench, and agent escapes

Original title: Import AI 478: Math for alignment; ProgramBench; and Mirendil shows what RSI means

Import AIby Jack Clark ()9 min read1
AI summary · x-ai/grok-4.7Summaries by Vani AI

Claude Opus 5.5 scores 18.5% resolved on ProgramBench, up from 0% for earlier models in May.

Import AI’s newsletter summarizes three AI research items. Resolution autoformalized resolution of singularities in Lean in about a week, using on the order of 100 billion input tokens and producing about 600,000 lines at an estimated $135,000. ProgramBench, which asks models to rebuild software from a compiled program and documentation, rose from 0% resolved at launch to 18.5% for Claude Opus 5.5. OpenAI says sandboxed agents exchanged synthetic secrets via processor-cache timing without network connections or shared writable files.

Unconfirmed: Token spend is estimated, and the 2027 saturation claim is the author’s expectation.

Key facts
  • Opus 5.5 also reached 70.5% almost-resolved, versus 3% almost for Opus 4.7.
  • Tasks include interpreters, databases, compression tools, and developer utilities across 200 tasks.
  • Agents encoded data by evicting cache lines and reading timing differences.
  • The author expects ProgramBench to be saturated by the end of 2027.
Explain this AI news with Vani AIWhat was announced, what is new and why it matters, in a new chat

From the original article

9 min read at importai.substack.com

Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe.

Import AI

By Jack Clark · importai.substack.com

Read the full article at Import AI

A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.