Economics & engineering
Surviving the Inference Trap: Why EdTech Must Move to On-Device SLMs.
The business case for local inference, QLoRA, and right-sized educational AI.
Lab notes
Thinking beyond the benchmark.
Engineering decisions are business decisions. Notes from the intersection of applied AI, product economics, and responsible design.
Forthcoming
Privacy & clinical UX
Designing for Vulnerability: Guardrails and Fail-Safes in High-Stakes Edge AI.
Human oversight, clear boundaries, and safety-conscious interaction design.
Sustainable compute
The Green Edge: How Local SLMs Address Cost and Carbon.
Exploring the trade-offs of smaller models, device-side inference, and hybrid routing.
Good problems deserve good partners.
Let’s build what comes next.
Projects. Fractional leadership. New possibilities.