policy
fact
bullish
Claude can autonomously improve alignment of smaller models in 48 hours on 1 GPU, with Sonnet 5 improving an early Opus 4.8 checkpoint to near-production safety scores.
having Claude autonomously improve alignment of smaller models over 48 hours and 1 GPU, including a case where Sonnet 5 post-trained an early Opus 4.8 checkpoint to safety scores approaching production Opus
swyx & Alessio01 Sept 2026