From the hash-bound evidence releases
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
The abstract argues that common errors from model monoculture can make same-model verification unable to support liability-based competence signals, shifting the binding organizational and market constraints among verifiability, penalty doctrine, insurance, and firm solvency.
Scope: AI-enabled expert-service firms, verification, liability signaling, insurance, and solvency
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (0)
No in-corpus outgoing citation is available in the current enrichment coverage.
Cited by (0)
No in-corpus incoming citation is available in the current enrichment coverage.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- Abstract-level evidence only; full text, external calibration inputs, and computational study were not inspected.
- The page describes the work as theoretical and computational with no human-participant data.
Source independence
ssrn-only