Agentic AI Reference Architecture

Cognition · Software component

Natural Language to Logic Translator

Software componentCognitionCognition & Memoryarc:NaturalLanguageToLogicTranslator

A component that converts natural-language statements into formal logical representations, typically propositional logic, with propositions and logical operators.

Responsibility. Formalises natural-language premises into logical form.

Also known as: Logic formalizer (Logic Agent stage 1), Neural semantic parser

is invoked bysends data tois constrained byis orchestrated byReasoning Engine: is invoked byReasoning EngineSymbolic Logic Engine: sends data toSymbolic Logic EngineDomain Ontology: is constrained byDomain OntologySymbolic Program Executor: is orchestrated bySymbolic Program Executor
Direct neighbourhood (hover for relationship types)

Relationships

is invoked by dependency

sends data to dynamic

is constrained by control

is orchestrated by control

Classification

Patterns
Logic Agent framework

Sources

  1. Ch3.9: T. Nguyen, "Reasoning Quality," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 3.9. ISBN: 9798244538229.
  2. Ch5.13: T. Nguyen, "Hybrid Decision Systems Fundamentals," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 5.13. ISBN: 9798244538229.