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R0042/2026-04-01/Q003/H1

Research R0042 — Private AI Motivations
Run 2026-04-01
Query Q003
Hypothesis H1

Statement

At least one enterprise or research institution has publicly documented building a private AI system where sycophancy reduction was an explicit design goal.

Status

Current: Eliminated

Supporting Evidence

Evidence Summary
SRC02-E01 SparkCo cites Cognition Dynamics and AI Innovate — but these are AI research firms, not enterprises deploying private AI, and their identities are unverifiable

Contradicting Evidence

Evidence Summary
SRC01-E01 Anthropic's comprehensive anti-sycophancy work is model development, not enterprise private deployment
SRC03-E01 Policy framework oriented toward AI vendors, not enterprise deployers

Reasoning

Despite targeted searches, no case study, white paper, or conference presentation was found documenting an enterprise building private AI with anti-sycophancy as an explicit design goal. The organizations working on sycophancy reduction are AI model developers and research firms, not enterprises deploying private AI for business operations.

Relationship to Other Hypotheses

H1 is the direct answer to the query. Its elimination is the key finding: the absence of documented enterprise anti-sycophancy deployment.