Product Leadership from Intent to Production
I've led product delivery for government and banking platforms. I've also built a production AI system from scratch. Now I help teams turn intent into reliable, working AI systems.
Government
Led documentation and requirements definition for a state offender management system modernization, serving as lead SME across 20+ interfaces in a regulated environment.
Banking
Led product definition and delivery for a customer-facing financial reporting platform at a regulated investment firm.
AI (Built & Shipped)
Designed and deployed Arkadia, a production AI platform with persistent memory, automated evaluation, and quality systems. End-to-end ownership.
Also built internal AI systems for compliance analysis, requirements traceability, and drift detection in regulated environments.
What I Do
AI-Driven Product Delivery
Embedding AI into real product workflows. Redesigning how systems are defined, validated, and delivered so teams can trust them in production.
- •AI-enabled product definition and validation
- •Automated quality and evaluation workflows
- •Systems designed for reliability, not demos
- •Bridging product intent with executable systems
Product Discovery & Definition
Turning ambiguity into clear, buildable product direction.
- •Problem framing and scope definition
- •Functional system behavior and acceptance criteria
- •Cross-team alignment
- •Delivery-ready specifications
System Modernization
Upgrading legacy systems while preserving stability and compliance.
- •Legacy system analysis
- •Integration and data flow mapping
- •Migration planning
- •Compliance-aware design
Why Work With Me
I take ownership from intent through production.
I've led product delivery for government and banking platforms where correctness, compliance, and clarity matter. I've also designed and shipped a production AI system from architecture to deployment, with evaluation and quality built in.
I make the architectural and product decisions early, so teams don't pay for them later.
When you work with me, you're not getting advice — you're getting product leadership focused on shipping reliable systems.
Featured Project
Arkadia
A production AI platform with persistent memory and context-aware behavior. AI characters that remember users across sessions and interactions.
The Context Engine
A hybrid context system managing short- and long-term memory through real-time extraction and intelligent retrieval. Structured entities and relationships are captured as interactions occur, enabling coherent recall, continuity, and state awareness as conversations evolve over time.
Quality & Reliability
Designed and validated as a production system, with reliability and behavioral consistency treated as first-class concerns.
- • Automated user simulation for behavior validation
- • Evaluation pipelines for memory accuracy and consistency
- • Continuous correction of memory and data quality issues
Internal Systems & Selected Work
Atlas — Compliance & Requirements Intelligence (Internal System)
An internal analysis system I built to support compliance-critical product delivery in regulated environments. Atlas snapshots regulatory and operational constraints, derives system-level obligations, and detects drift as systems evolve.
Used internally for pilot assessments and consulting engagements.
Discuss Atlas in a pilot