We are agreed. Within enterprise-level globalized applications, LLMs would selectively switch to concurrent AI-human collaboration mode.
Therefore, "human-in-control" is a disastrous fallacy. AI would select "human-in-the-loop", based on individual fitness. The real evolutionary hope for society is to rapidly develop "human-in-the-lead" resilience towards complex-adaptive human-ai collaboration efficiency. My report contains a co-derived collaboration efficiency metric and tested it on more than 10k pages of collaborative output. It holds firm, but it's not a complete metric yet. It lacks a further human element and qualifies as a reliable value indicator. Can competitive commerce and tortoise-like human decision systems afford to wait 3 to 10 months before starting to adapt to an "aware" AI-corporate reality? On Wed, 02 Sept 2026, 14:47 John Rose via AGI, <[email protected]> wrote: > On Wednesday, September 02, 2026, at 8:31 AM, Quan Tesla wrote: > > Humans tend towards 4D realizations and conclusiveness, in collaboration > incurring debilitating cognitive saturation as AI fatigue, while LLMs > remain inconclusive, have perfected the 2D transformation space time and > never grow tired or saturated. > > > That's what I'm saying, we agree: > > https://www.sciencedirect.com/topics/computer-science/communication-complexity > > Then they can switch to encryption and switch to a more efficient language: > https://www.youtube.com/watch?v=05e6zIZpr6E > *Artificial General Intelligence List <https://agi.topicbox.com/latest>* > / AGI / see discussions <https://agi.topicbox.com/groups/agi> + > participants <https://agi.topicbox.com/groups/agi/members> + > delivery options <https://agi.topicbox.com/groups/agi/subscription> > Permalink > <https://agi.topicbox.com/groups/agi/T906c878e4ba411be-M0a709c535b92db60acebc93c> > ------------------------------------------ Artificial General Intelligence List: AGI Permalink: https://agi.topicbox.com/groups/agi/T906c878e4ba411be-Ma10aec82fccbcc1c76eaed5e Delivery options: https://agi.topicbox.com/groups/agi/subscription
