Denson
AI Engineer building reliable LLM & GraphRAG systems for teams that can't afford hallucinations
What I Do
I specialize in building production-ready LLM systems and knowledge graph retrieval architectures that deliver reliable, grounded answers. I help teams deploy intelligent systems that actually work — without the hallucinations that plague modern AI applications.
LLM Systems Engineering
Designing robust AI systems that balance performance with reliability. System design patterns, prompt engineering, and evaluation frameworks for consistent outputs.
LLMs Prompting RAGGraphRAG Architecture
Knowledge graph systems that provide precise, contextual information retrieval. Using structured knowledge representations to ground AI responses and reduce hallucinations.
GraphRAG Knowledge Graphs Semantic SearchProduction Deployment
Taking models from research to production with proper monitoring, evaluation, and iteration. Scaling AI systems safely and reliably in real-world environments.
Deployment MLOps EvaluationLatest from the Blog
Structured Data as LLM Tools: Why Diverse Tools Matter More Than Smart Models
After 110 trials, the performance hierarchy is clear: tool diversity beats model intelligence. Here's what that means for teams building with LLMs.
April 05, 2026Welcome to Knowledge Crystal
Introducing a new space dedicated to building reliable AI systems. Here's what you'll find on this site and why it matters.
April 04, 2026