AI capability has crossed the threshold where discovery outpaces containment

April 2026 may be remembered as the month the AI capability curve visibly outpaced institutional response. Claude Mythos finds vulnerabilities in minutes that expert teams missed for decades. GPT-5.4 scores at human-expert level across dozens of professional occupations. Google's TurboQuant algorithm collapses the memory bottleneck for large models. Huawei projects $12 billion in AI chip revenue, up 60% year-over-year. Morgan Stanley warns a "massive AI breakthrough" is imminent and most of the ...