AI Engineer & Consultant | Founder, TRIAGE Ops
I build production multi-agent systems, RAG pipelines, and AI-native workflows for companies in industries that don't have time for hype — just results.
With 10+ years in software engineering and a background in cybersecurity research, I now architect intelligent systems that turn messy enterprise data into reliable, queryable knowledge.
Flagship build: SADIE — a LangGraph-based multi-agent NL2SQL engine that took query success rates from ~14% to 86% at sub-300ms latency using hybrid search (BM25 + vector + rerank), GraphRAG, and strict schema enforcement.
- 🏗️ Multi-Agent Systems — LangGraph orchestration, agent fleet architectures, tool-use pipelines
- 🔍 RAG & Knowledge Systems — Hybrid retrieval, reranking, GraphRAG, canonical ID frameworks
- 🗄️ NL2SQL & Data Intelligence — Natural language interfaces over complex enterprise schemas
- ⚡ AI Workflow Automation — End-to-end agent pipelines from prototype to production
- 🛡️ Security-First Engineering — AppSec research background applied to AI system hardening
AI / ML
Backend & Infrastructure
Frontend
DevOps & Cloud
- 🤖 Building AI-native service delivery through TRIAGE Ops
- 🧪 Researching local LLM orchestration — DeepSeek R1, Qwen2.5-Coder, Llama 3.3 on Apple Silicon
- 🛡️ Web application security research