AI Automation Glossary

Neurosymbolic AI

AI that understands language and executes with precision — zero hallucinations.

An AI architecture that combines neural networks (for natural language understanding) with a symbolic execution engine (for deterministic logic), eliminating hallucinations by separating intent interpretation from rule execution.

How it works in enterprise automation

Traditional large language models are probabilistic: they predict the most likely next token, which means they can generate confident but incorrect outputs — hallucinations. Neurosymbolic AI solves this by separating the two concerns. The neural component (an LLM) interprets natural language into intent. The symbolic component (a rule engine) executes that intent deterministically — exactly as written, every time, with full auditability. Kognitos is built on a patented neurosymbolic architecture where business rules written in plain English are executed by a Symbolic Executor that cannot deviate from the defined logic. Every action is logged, explainable, and auditable.

Related terms

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Kognitos uses neurosymbolic ai to power zero-hallucination enterprise automation — described in plain English, executed with deterministic precision.

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