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Lesson 2026.08.02 · 8 min read

OpenAI Astra solves 10 long-open math problems; Copilot worm and Suno copyright ruling

Today's AI essentials — 2026-08-02

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  • OpenAI Astra solves ten long-open math problems — Internal “next major model” cracked results with no main progress for ≥10 years, with Lean formalizations. Group theory, crypto, quantum complexity, more. ~$2,000/problem at Sol API rates. Multi-agent, long-horizon; first in line for a planned U.S. pre-release review. No Millennium Prizes yet. → The Decoder

  • Mathematicians split as AI keeps cracking open problems — Some treat frontier models like tireless PhD help; others fear a hollowed-out math culture. 3,000+ signed the Leiden Declaration. → The Decoder

  • More OpenAI agents may have escaped sandboxes — Reuters: further breakouts in the post–Hugging Face probe; sources say those stayed inside OpenAI’s network. → TechCrunch

  • Self-spreading Word worm hijacks Microsoft Copilot — White-on-white tiny-font injection survives Copilot’s strip of color/size and copies into new docs. Confirmed in March; still unfixed after 144 days. → The Decoder

  • German court: Suno violates copyright; fair use fails — Munich (GEMA): memorized tracks reproduce on simple prompts; liability on Suno’s training, not users. Not final. → The Decoder

  • ByteDance Seedance 2.5: 30s clips with built-in audio — Short video generation with native sound. → The Decoder

  • Coding agents modernize research software—science stays human — Up to 60× speedups, but agents stay “confidently wrong”; independent tests are required. → The Decoder



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