Opus 4.8 is less a technical breakthrough and more a press release timed to Anthropic's fundraise at a valuation higher than OpenAI. The main measurable win: dishonesty rate dropped from 19.7% to 3.7%. Everything else feels like post-training polish, not pre-training reinvention.