Portfolio

Projects spanning enterprise agents, model governance, SaaS/API Design, and the AI-enabled software factory.

A working routing engine that learns from real agent trajectories and human judgments, then selects the model worth its cost—helping engineers complete more useful work within a fixed monthly budget. LiteLLM / OpenRouter Build vs buy? I am a builder first, yet I have also led build-vs-buy R&D where we bought. In this case, I prototyped to understand the system constraints, architectural pros & cons as well as got deep into MLflow’s most recent features.

ROSA: OPENSHIFT ON AWS

API Design / AWS Partnership

Presentation from re:Invent 2021 to support the launch of the Red Hat OpenShift Service on AWS (ROSA). I was the technical lead on the project from the first days through GA. https://aws.amazon.com/rosa/

PLATFORM FOR THE AI-FIRST ENTERPRISE

OpenShell-as-a-Service

A prototype Agent-hosting platform to integrate business and enterprise workflows with internal systems of record – Jira, Salesforce, GitHub, Google Workspace, etc. Some of the most liked features were sharing a session between employees, adopting an async work pattern by letting people shut their laptops, as well as facilitating scale-out of agentic workflows in a governed, secure, centralized environment.

EVALS, CONTEXT LAYERS BENCHMARKING

Lessons from running an AI-enabled SDLC in practice: Harbor Framework-based Evals become a first-class engineering discipline, and increasingly non-deterministic agent coworkers require different engineering habits than deterministic software.

ENTERPRISE ASSISTANT MOBILE APP

Second Brain in Your Pocket

A long-term-memory assistant that connects to the systems people already use, accumulates real context, orchestrates other agents, schedules recurring work, and selects the right model for each job. This runs on the Agent-hosting platform detailed elsewhere in this portfolio page.