I build production AI systems and get organizations to actually adopt them.

AI engineering, adoption science, and technical product strategy at NYU, Goldman Sachs, and Avis Budget Group.

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Open to collaborations & new opportunities

6,000+ downloads

AIGIS, open-source AI governance CLI on npm and PyPI

SSRN Recent Top Paper

Published research on AI infrastructure economics

Open Source & Builds

Selected projects, tools, and research systems

Open Source, AI Governance, Developer Tools

AIGIS: Open-Source AI Governance CLI

6,000+ downloads on npm and PyPI, endorsed by a former Washington Post CTO. An open-source command-line tool that compiles a natural-language project description into a deterministic AI governance brief, mapping it against NIST AI RMF, OWASP Top 10 for LLMs, and ISO/IEC 42001 with byte-identical output and overclaim detection. Built on Agent-Computer Interface research: governance content structured for AI coding agents first, humans second.

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AI/ML, Computer Vision, Real-Time Systems

Anticipate: Predictive Urban Safety System (NVIDIA Spark Hack NYC 2026)

~1.1s end-to-end video-to-risk-score latency, fully on-device: no video ever leaves the machine. Predictive anomaly detection built in 24 hours on an NVIDIA DGX Spark (GB10 Grace Blackwell) using Meta's V-JEPA 2 as a frozen encoder with a custom attentive probe head (4.86M params), ingesting live HLS streams from NYC DOT traffic cameras. I owned the ML pipeline and backend engineering: encoder wrapper, probe architecture, training loop, FastAPI + WebSocket orchestration, and stream ingestion. Team repo.

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AI/ML, Fine-Tuning, Agentic Systems

DeepScout: Search-Grounded AI Browser Agent

Frontier-level web reasoning distilled into two locally served 3B models (~6 GB to ~1.7 GB via NVFP4 quantization-aware training). An end-to-end agentic browser agent (one model for query generation, one for evidence reasoning) covering the full LLM lifecycle: teacher distillation, QLoRA fine-tuning, GRPO reinforcement learning with rule-based rewards, and vLLM multi-LoRA GPU serving, wired into a Chrome extension that produces cited answers from live web results.

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Research

Published work on AI infrastructure economics and AI adoption

SSRN Recent Top Paper · ~1,461 reads

Reflexive Demand in the AI Infrastructure Boom (2022–2025)

Is the AI buildout real demand or a reflexive, vendor-financed cycle? A financial analysis of CapEx, backlogs, and credit across Nvidia, Oracle, Microsoft, Amazon, and Google.

SSRN · New York University

The Adoption and Human Systems Layer: AI Agents as Organizational Members

Why AI adoption is a behavioral problem with a technology component: failure modes, governance, and a 90-day roadmap for putting AI agents to work inside real teams.

In Progress · Berkley Center for Entrepreneurship, NYU

A Structured Methodology for AI-Native Entrepreneurship

Original research defining the first ordered, empirically grounded method for building AI-native startups, built from deep case studies of companies like Cursor, Perplexity, and Replit, and turning it into an AI advising tool for founders.

Independent Study · Mechanistic Interpretability

ADHD-Attention LLM: Can Loosening Attention Make Models More Creative?

Tested three attention interventions on Qwen 2.5 to probe whether loosening attention increases LLM creativity. A clean negative result with mechanistic failure analysis, written up as "I Tried to Give an LLM ADHD."

Associated With

Writing

Essays on AI systems, strategy, and quantitative thinking

Blog

DeepScout: Building a Search-Grounded AI Browser Agent with Fine-Tuned 3B Models

DeepScout is a fully optimized small-model research agent that distills frontier-level web reasoning into deployable 3B models using QLoRA, post-training quantization, and vLLM serving — powering a real-time Chrome extension for search-grounded answers.

Blog

Building the Future of AI: A Business Leader’s Guide to Infrastructure, Power, and Strategic Advantage

1. Introduction The rise of generative AI is one of the most extraordinary technological shifts of our time. Every day, new applications emerge that can write, create, design, predict, and even...

Blog

Rewiring for Digital Transformation: The Strategic Foundation (Part 1)

A Consulting Perspective We are in an era where digital and AI technologies are redefining industries, reshaping competitive landscapes, and transforming business operations. Companies worldwide...