What I Build & Deliver
AI Systems Engineering
Production RAG systems, AI agents, retrieval pipelines, and LLM-powered applications.
Full-Stack Product Development
End-to-end SaaS engineering, APIs, databases, and complete product delivery.
Infrastructure & System Design
Scalable architectures, database design, performance optimization, and production deployments.
Technical Product Consulting
Architecture decisions, MVP scoping, feasibility assessments, and AI integration planning.
How I Build
Understand the problem
Ignore surface requests. Identify real business bottlenecks, data constraints, and user workflow friction before writing a line of code.
Design the system
Architect the relational schema, vector index models, API contracts, and state flow. Build for data isolation, low latency, and zero data leakage.
Ship
Build production-ready code with strict TypeScript, clean Node/Next.js layers, containerized Docker builds, and automated cloud deployments.
Measure
Track parsing precision, TTFT (time to first token), query latency, and user pipeline conversion against real operational workloads.
Iterate
Refine RAG retrieval weights, prompt JSON schemas, and candidate re-rankers using empirical production logs.
Own the outcome
Single-point engineering accountability - taking full ownership from database migrations to user interface and uptime.
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Building a product, need a founding engineer, or want to integrate AI architectures into your operational stack? Let's build things that work.