CONSCIOUSNESS◐ DEVELOPINGD · Diversity⇗ Distributing
AI Metrics Shift From Output to Human Flourishing
Jul 31, 2026SOURCE: arxiv.org
SO WHAT
If this framing catches on, the window shifts from maximizing machine performance to measuring whether the system still leaves room for human agency.
A new framework proposes “flourishing” metrics and return on flourishing as success criteria for AI and post-AGI systems. The signal is clear: the old benchmarks may be too narrow for what comes next.
This is Negative Resistance’s reframed reading of a reported signal. The headline and analysis above are our interpretation through the thousand-day-window lens. The original reporting lives at the source linked above.