I work at the intersection of AI/ML, enterprise software, product and program execution, quality engineering, and higher education. My focus is practical impact: designing systems, teams, and operating models that turn ambitious ideas into scalable, real-world outcomes.
The throughline across my work is simple: build capable systems, improve decision quality, and help teams execute with more clarity and leverage.
A few representative efforts that show how I think across systems, leadership, product strategy, and applied AI.
Designed and built a full-stack enterprise SaaS platform supporting project management, quality assurance, HR, business development, and systems engineering. The platform reflects my interest in systems that bring execution, visibility, and governance together in one place.
Constrails is an Agent Safety System: an external runtime governance and containment layer for AI agents. Instead of trusting an agent to self-regulate, Constrails routes meaningful actions through a safety kernel that can identify the agent, validate capabilities, score risk, evaluate policy, allow, deny, require approval, sandbox, or quarantine, broker tool execution, and record auditable outcomes.
View ConstrailsDesigned a human-supervised multi-agent operating model for engineering, operations, approvals, routing, and organizational learning — focused on reliability, oversight, and practical execution.
Built and supervised AI/ML-related systems for gameplay, anomaly detection, procedural generation, testing, and runtime support in game-oriented environments.
Teach and support courses in AI, machine learning, computer vision, statistics, project management, and product leadership across multiple institutions.
Beyond the overview here, these are the best places to explore my work, writing, code, and related platforms.
For collaboration, consulting, speaking, teaching, product and program leadership, or AI/ML-focused opportunities.
Contact Jeremy