Architecting Intelligence.
Ensuring Safety.
State-of-the-art agentic AI systems that stand up to regulators,
users, and the board — engineered by proven leadership
in safety and scale.
Built on Experience From
Case Studies: Prior Work
I don't just advise. I'm a hands-on engineer who has built and scaled these systems.
Architecting Trust & Safety for Conversational AI
A 90-day embedded engagement building production-grade AI safety infrastructure for a consumer AI product operating in a high-trust domain.
Delivered: Formal risk detection policy, context-aware safety architecture, audit-ready data infrastructure, validation methodology, and operational design.
Roblox Sentinel (SRIRACHA)
Problem: Roblox needed to proactively detect rare but severe harmful content (like grooming) that traditional models missed, in real-time.
Solution: I invented and led the development of Sentinel, a Python library for real-time detection using contrastive learning (the tech behind the patent-pending SRIRACHA platform).
Result: The platform was a massive success, identifying 35% more actionable cases, generating over 1,200 NCMEC reports in its first 6 months, and becoming a new open-source standard for the industry.
Fast ML Model Serving with Ray
Problem: Roblox's NLP services were hitting cost and latency limits at 50,000+ queries per second, threatening product scalability.
Solution: I championed the adoption of Ray for ML inference, designing a new architecture that optimized resource utilization and reduced overhead.
Result: Achieved 50% cost reduction and 300% latency improvement. Anyscale invited me to author a technical deep-dive that became a reference for the Ray community.
The Engineer Behind Machine Wisdom
With 15+ years in machine learning, I've led AI initiatives at companies you know—scaling systems to handle millions of users and building the Trust & Safety infrastructure that protects them.
At Roblox, I was one of the first ML engineers, hired to help build their AI practice from the ground up. At Google, I developed cutting-edge AI features for products used by billions.
Now, through Machine Wisdom, I bring this same enterprise-grade expertise to organizations ready to build AI systems that are not only powerful, but safe, scalable, and built to last.
What We Build Together
You know the business. I know what it takes to design, ship, and harden AI systems at scale.
Protect Your Users and Platform
My specialty. I'll help you build the proactive AI safety systems that stop bad actors before they can do harm, based on my work inventing safety platforms at Roblox.
Scale Your AI, Not Your Costs
Don't let inference costs kill your P&L. I'll architect the scalable, low-latency systems (like Ray) that I used to handle 100k QPS and cut costs by 50% at enterprise scale.
Define Your AI Roadmap
Translate your business goals into a concrete, actionable AI plan. I provide C-level advisory, risk assessment, and technical roadmaps to make your AI investments count.
Deploy AI Agents That Deliver
Go beyond simple chatbots. I help you design and build autonomous, multi-agent systems that can reason, plan, and execute complex tasks for your business.
Build Your Expert AI Team
As a fractional leader, I provide technical direction, hiring strategy, and mentorship to help you build and scale a world-class in-house AI team.
Custom Engagements
Have a unique challenge? I take on a limited number of custom projects for organizations with ambitious AI goals. Let's talk.
Client Engagements
Active partnerships solving real-world AI challenges.
Disarray
Fractional ML Lead (Agentic AI)
Disarray set out to build an ML Engineer Agent capable of competing at the frontier of autonomous AI research — and achieved the highest score evaluated to date on OpenAI's MLE-Bench: 77.78%. Embedded as fractional ML lead, I brought deep expertise in agent memory architecture and ML best practices, working alongside the founders to translate ambitious research into production-grade, shippable capability.
Experience
A track record of building transformative AI at leading tech companies.
Machine Wisdom Solutions Inc.
Founder & Principal Consultant
Providing AI advisory and engineering services to organizations across North America and the Middle East. Focus on Trust & Safety, Agentic AI, and scalable ML systems.
Roblox
Principal Machine Learning Engineer
Hired as one of Roblox's first ML engineers. I helped build the ML practice from the ground up—creating hiring standards, bringing in Principal-level talent, and transitioning Trust & Safety from ad-hoc systems to AI-first. I addressed the full spectrum of safety challenges: bot/spam detection, high-volume communication filtering, and ultra-low-prevalence harms like grooming, where I built a sophisticated funnel reducing 100k QPS to hundreds of deeply-analyzed threads.
Senior Research Software Engineer
Built new features for Google products using cutting-edge technology in Conversational Recommender Systems, Search, and Ranking.
More Industry & Academic Experience
For my full professional history including earlier roles and academic background, visit my LinkedIn profile .
Get in Touch
Let's scope the next critical milestone for your AI systems.
Location
Toronto, Ontario, Canada
Serving North America, Middle East & Global