human-ai-interaction

2 items

Microsoft Blog 2026-05-05-3

Microsoft's Frontier Firm Has a Comp-System Problem

Microsoft's Frontier Firm post buries the binding constraint on enterprise AI value capture in plain sight. Only 13 percent of workers say they are rewarded for reinventing work with AI even when results do not materialize. Until that compensation-design number moves, Cowork, the plugin ecosystem, and the four-pattern taxonomy are downstream of the actual problem.

Wall Street Journal 2026-04-26-3

AI Is Cannibalizing Human Intelligence (Vivienne Ming, WSJ)

Ming's Polymarket experiment splits human-AI usage into three measurable patterns: oracle (use the answer), validator (use AI to confirm priors), cyborg (use AI as sparring partner). Validators perform worse than AI alone — sycophancy laundered as evidence — while the 5-10% of cyborgs match or beat prediction-market consensus. The unbuilt premium category is AI that disagrees with you on purpose; today's benchmarks measure what AI does alone, not whether the product is building human capacity or consuming it.

# tags

ai-cognitive-dependency ai-sycophancy ai-and-human-capacity human-ai-interaction evaluation ai-strategy ai-cognitive-sovereignty agent-gating cognitive-load cognitive-surrender wsj vivienne-ming polymarket prediction-markets