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Errors that block the AI agent

ErrorImpact on the AI agentFix
Loops in the graph (A → B → C → A). E.g. DEPARTMENT — belongs_to — DIVISION, DIVISION — belongs_to — COMPANY, COMPANY — belongs_to — DEPARTMENT ❌Infinite Cypher query: the LLM loops endlesslyCheck acyclicity
Opaque names (PREA without a description)The AI agent does not understand the conceptDescription is mandatory
Generic relations (has, linked_to)The AI agent does not understand the meaning of the linkExplicit verb: is_composed_of, requires_skill
Names in a language other than EnglishLess effective AI agent, ontologies not alignedEnglish is mandatory
Duplicated information (attribute AND relation)The AI agent does not know which is the source of truthOne single representation per fact