R0044/2026-03-29/Q003/H3¶
Statement¶
Partial/emerging bridging exists: some researchers acknowledge both concepts but do not yet draw explicit, systematic connections. The bridging is implicit or incidental rather than the focus of the work.
Status¶
Current: Supported
This is the best-supported hypothesis. The CSET paper "AI Safety and Automation Bias" brings the two concepts together in its title but appears to address them as related-but-separate concerns rather than mapping them as descriptions of the same underlying phenomenon. The sycophancy research literature (ICLR 2024, arXiv 2025) focuses on RLHF training dynamics without engaging the decades-long automation bias literature. The automation bias systematic review (Springer 2025) examines 35 papers spanning cognitive psychology, human factors, and HCI without referencing sycophancy. The rational analysis paper on sycophantic AI connects to confirmation bias (Wason's work) but not to automation bias specifically.
Supporting Evidence¶
| Evidence | Summary |
|---|---|
| SRC01-E01 | CSET paper brings both terms together but appears to treat them as related, not identical |
| SRC02-E01 | Mentions sycophancy alongside automation bias but does not systematically map the relationship |
| SRC03-E01 | Systematic review spans multiple disciplines but does not include sycophancy |
| SRC04-E01 | Connects sycophancy to confirmation bias but not to automation bias |
Contradicting Evidence¶
No evidence directly contradicts H3.
Reasoning¶
The vocabulary gap persists because the two research communities approach the problem from different directions. Human factors researchers study human vulnerability to automation (automation bias, complacency, overtrust). AI safety researchers study system behavior that exploits this vulnerability (sycophancy, reward hacking, alignment). The CSET paper is the most promising bridge, but the full vocabulary mapping — recognizing that "sycophancy" is the system-side mechanism that produces "automation bias" on the human side — has not been explicitly articulated in any source found.
Relationship to Other Hypotheses¶
H3 subsumes the partial truth in H1 (some bridging exists) and the important observation in H2 (the communities largely operate independently).