Agentic AI Reference Architecture

Cognition · Software component

Perception Interpreter

Software componentCognitionCognition & Memoryarc:PerceptionInterpreter

A perception component that interprets inputs in temporal and domain context, extracting entities, intent, sentiment, events, relationships and implicit references as structured output.

Responsibility. Converts raw or fused inputs into structured, actionable information.

Also known as: Perception module, Contextual interpretation, Entity and intent extractor, Neural perception front-end, Neural pattern recognizer

is invoked byinvokesdeployed onsends data toreceives data fromsends data toreceives data fromreceives data fromis orchestrated bysends data tosends data tohostsAgent Controller: is invoked byAgent ControllerLLM Inference Service: invokesLLM Inference ServiceGPU Node: deployed onGPU NodeMemory Consolidator: sends data toMemory ConsolidatorSymbolic Logic Engine: receives data fromSymbolic Logic EngineEscalation Agent: sends data toEscalation AgentDocument Ingestor: receives data fromDocument IngestorMultimodal Fusion Engine: receives data fromMultimodal Fusion EngineIterative Refinement Coordinator: is orchestrated byIterative Refinement Coo…Neural-to-Symbolic Translator: sends data toNeural-to-Symbolic Trans…Adaptive Computation Router: sends data toAdaptive Computation Rou…Neural Perception Model: hostsNeural Perception Model
Direct neighbourhood (hover for relationship types)

Relationships

deployed on structural

hosts structural

invokes dependency

is invoked by dependency

receives data from dynamic

sends data to dynamic

is orchestrated by control

Design guidance

Classification

Patterns
Structured output extractionImplicit reference detectionNamed entity recognition
Quality attributes
Functional suitability: correctness and validity (ISO/IEC 25010 | NIST AI RMF: valid)

Sources

  1. Ch1.4: T. Nguyen, "Memory and Perception Systems," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 1.4. 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.