World Science Festival panel asks if math problems remain beyond AI

A LocalLLaMA user reports 22 tok/s sustained (48 tok/s spikes) running Qwen 3.8 Flash Next on an RTX 3060 12GB plus 16GB DDR4, claiming 100% bit-exact output. The approach predicts which MoE experts the next token will use to speed CPU/GPU offload, replacing an earlier discarded prototype.

A YouTube commentary video from channel AI Abyss frames the "Godfather of AI" as having left Big Tech to argue that digital intelligence is already out-evolving biology. It claims humanity's belief it can stay in control is a "mathematical illusion." No specific model, benchmark, or paper is cited in the snippet.

The 95% figure came from a misread funnel and just 153 survey responses, per the critique. A year of follow-up data from McKinsey (1,719 executives, 97 countries), Deloitte, Capgemini and government statistics still shows most enterprise AI spending hasn't reached the P&L.

Startups including Dazzle, Duckbill and Wajo run AI agents that hand off calls and other real-world tasks to human workers when software falls short. The human-in-the-loop setup persists despite agent hype.