AI Engineer & Product-Focused Builder — shipping production AI systems that actually work.
Product-focused builder with deep roots in early-stage execution. One of the first engineers at a startup that grew through to acquisition. Built and shipped across the stack — driving product decisions, working with stakeholders, hiring and mentoring.
Now building AI systems with LLMs and agentic workflows, combining hands-on engineering with a product mindset to create tools that are reliable, structured, and useful in practice.
Build production RAG systems and LLM pipelines — not demos. Architectural discipline: tokens only where language understanding matters.
Create autonomous systems with tool use, memory, guardrails, and human-in-the-loop controls. Agents that work, not chatbots that hallucinate.
First-class concern, not afterthought. 60% cost reduction vs naive implementations. Sub-2s latency. Predictable, auditable behavior.
Measure what matters: precision, coverage, cost per query. Not vibes. Hard numbers that prove quality.
AI consultancy delivering production systems — not prototypes. Core principle: spend tokens only where language understanding matters. Built on 8 years of software engineering + deep LLM expertise.
End-to-end RAG pipeline solving semantic gap between informal queries and formal legal language. Dual HyDE retrieval, RRF fusion, custom evaluation. Precision: 0.76 → 0.95. Citation coverage: 33% → 90%.
Joined as 3rd engineer, stayed 7+ years through acquisition by ClearScore Group. Built cutting-edge CRM platform for mortgage brokers from inception to scale.