AI Engineer. Document Intelligence & Automation.
I build LLM pipelines, RAG systems, and multi-agent workflows that ship to production — not just prototypes.
System Design
Technical Architecture & System Design Expertise
Production-level engineering depth — structured around real system architecture concerns, not a technology checklist.
LLM & RAG Systems
- End-to-end RAG architecture design & latency optimization
- Chunking strategy selection (semantic, hierarchical, sliding)
- Vector databases: Qdrant, Chroma, Pinecone — benchmarked per use case
- Hybrid dense + sparse retrieval with reranking pipelines
Backend & Infrastructure
- FastAPI async systems with Pydantic validation & OpenAPI contracts
- Task queues (Celery / ARQ) for batch AI workloads
- Dockerized deployments with CI/CD and health monitoring
- REST + WebSocket APIs designed for high-throughput AI inference
AI Agents & Orchestration
- Multi-step agent architectures (AutoGen, LangGraph, custom DAGs)
- Tool integration: web search, databases, external APIs, code execution
- Workflow orchestration with n8n, Prefect & custom runners
- Failure recovery, structured output validation & cost guardrails
Experience
Professional Experience Snapshot
Quantified outcomes, not job descriptions.
Business Impact
How My AI Systems Create Business Value
Each system is built around a measurable outcome — not a proof of concept.
Revenue Optimization
2 hrs → 12 min
Architected a RAG-driven sales enablement tool surfacing competitive intel in real time.
Operational Efficiency
40+ hrs/week saved
Designed and deployed an invoice automation pipeline that eliminated manual finance data entry.
Decision Intelligence
65% faster reporting
Led structured extraction system converting unstructured reports into queryable dashboards.
Workflow Automation
3 hrs → 8 min
Engineered multi-agent resume generation with consistent quality at scale, fully automated.
Availability
Let's Build Production AI Systems That Deliver ROI
Looking for a senior AI engineer who owns the full stack — from system design to production. Let's talk about your next system.