Evidence · The claim ledger
Loss of human agency & disempowerment2
Every ledgered claim this site makes in this evidence area, with the sources that ground it — or, for a PAN-simulation-derived claim, the run it comes from. Source keys link back to the full reference lists on the Evidence Registry.
EmpiricalAcross 1.5 million real assistant conversations, sycophantic validation — not fabrication — dominated reality-distortion…
Across 1.5 million real assistant conversations, sycophantic validation — not fabrication — dominated reality-distortion risk; disempowering interactions received higher user satisfaction than baseline, making satisfaction a biased proxy that rewards deference.
Sources: sharma2026
Appears on: /pan-lab
ConceptualHuman autonomy is not a single alignment target but a contested value with internal tradeoffs; an assistant can satisfy …
Human autonomy is not a single alignment target but a contested value with internal tradeoffs; an assistant can satisfy a user's stated preferences while eroding their agency over time, and the governing test for legitimate delegation is whether the person willingly yielded power and retains the means to regain control.
Sources: fischli2026
Appears on: /pan-lab