R0043/2026-03-28/Q002
Query: Using the vocabulary identified in Q1, search for enterprise requirements, procurement specifications, regulatory guidance, or deployment standards that address the sycophancy phenomenon under its domain-specific names. Focus on regulated industries (defense, healthcare, finance, aviation) where agreeable-but-wrong AI output could cause harm.
BLUF: Regulated industries address the sycophancy phenomenon exclusively through indirect means: human oversight mandates (EU AI Act), automation bias awareness requirements (FDA), general trustworthiness criteria (DoD), and voluntary risk frameworks (NIST). No regulation or standard directly requires AI systems to avoid producing agreeable-but-wrong output. The vocabulary gap from Q001 produces a requirements gap: human-side terms yield human-side solutions.
Answer: H3 (Indirect requirements only) · Confidence: High
Summary
| Entity |
Description |
| Query Definition |
Question as received, clarified, ambiguities, sub-questions |
| Assessment |
Full analytical product |
| ACH Matrix |
Evidence × hypotheses diagnosticity analysis |
| Self-Audit |
ROBIS-adapted 4-domain process audit |
Hypotheses
| ID |
Statement |
Status |
| H1 |
Substantial direct requirements exist |
Eliminated |
| H2 |
No requirements exist |
Eliminated |
| H3 |
Requirements exist but are indirect |
Supported |
Regulatory Requirements Map
| Sector |
Framework |
Term Used |
Requirement Type |
Specificity |
| EU (cross-sector) |
AI Act Article 14 |
Automation bias |
Deployer awareness + override capability |
Medium — names the phenomenon |
| U.S. Healthcare |
FDA CDS Guidance |
Automation bias |
Transparency / independent review |
Medium — names the phenomenon |
| U.S. Defense |
DoD RAI Tenets |
Governable, Reliable |
General trustworthiness in procurement |
Low — general principles |
| U.S. Standards |
NIST AI RMF / GAI Profile |
Overreliance |
Voluntary risk identification |
Low — guidance not binding |
| Financial Services |
FSSCC Framework |
Model validation |
230 control objectives |
Low — generic governance |
| International |
ISO/IEC 42001 |
Risk management |
General AI management system |
Low — no specific provision |
Searches
| ID |
Target |
Type |
Outcome |
| S01 |
Procurement and regulatory requirements |
WebSearch |
3 selected / 17 rejected |
| S02 |
FDA and DoD regulatory guidance |
WebSearch |
3 selected / 17 rejected |
| S03 |
ISO/IEC 42001 and international standards |
WebSearch |
0 selected / 10 rejected |
Sources
Revisit Triggers
- EU AI Act full implementation (August 2026) — may produce implementation guidance with more specific requirements
- FDA issuance of AI-specific (not just CDS) guidance with behavioral requirements
- DoD CDAO generative AI guardrails becoming formal procurement requirements
- NIST AI RMF update incorporating system-behavior requirements