AI Behavior Science — Founding Territory Paper

Наука о поведении ИИ — программная статья, закладывающая основы новой области
Papanokechi Papanokechi
2026-04-14

AI Behavior ScienceAI agent failure modesAI agent reliabilityAgent Epistemic Accountability Layerautonomous AI agents
This founding paper proposes AI Behavior Science as a new research territory dedicated to the systematic study of autonomous AI agent behavior, including their failure modes, behavioral patterns, and the structural interventions required to make them reliable in real deployment conditions. It argues that while AI capabilities have advanced rapidly, the scientific understanding of how agents behave under pressure has not kept pace, creating a critical gap across domains such as research, finance, law, medicine, and software engineering. The paper defines the scope of the field, outlines the risks of proceeding without a behavioral science of AI agents, and introduces the Agent Epistemic Accountability Layer (AEAL) as an initial prototype of the type of frameworks this field aims to produce.
1
AI Behavior Science is proposed as a distinct research field focused on systematically studying autonomous AI agents’ behavior, failure modes, and behavioral patterns.
2
Proceeding without a behavioral science of AI agents creates cross-domain risks for real-world deployment.
3
Reliable deployment requires structural interventions addressing agent behavior across research, finance, law, medicine, and software engineering.
4
The paper identifies a critical gap between rapidly advancing AI capabilities and limited scientific understanding of agent behavior under pressure.
5
The paper introduces the Agent Epistemic Accountability Layer (AEAL) as an initial prototype framework for AI Behavior Science.

autonomous AI agents

their failure modes, behavioral patterns, and the structural interventions required to make them reliable under real deployment conditions

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Publication Date
2026-04-14
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Papanokechi Papanokechi
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