Founder, Intuitive Context LLC — AI consulting & applied ML research.
30 years building technology that ships. From architecting Hotels.com and Expedia to leading Generative AI implementations for enterprises today.
Investigating transformer internals to find practical compression and inference optimizations that work on consumer hardware.
- KV Collapse Profiler — Identify attention heads with geometrically collapsed key representations in any HuggingFace model. One forward pass, no GPU, ~4 minutes on Apple Silicon. Read the full writeup.
I design and ship production AI systems — not demos, not POCs. Multi-agent orchestration in regulated, revenue-accountable environments across multiple verticals:
| Domain | What I've Built |
|---|---|
| Legal Tech | AI-powered intake platform — lead qualification, document processing, email triage, real-time chat. Multi-tenant SaaS with mobile app. |
| Insurance | Real-time AI sales companion — live call transcription, product recommendations, compliance guidance. Augments a mature policy management platform. |
| Travel | 30 years deep — founded one of the first online hotel booking platforms (1995), built infrastructure at Hotels.com and Expedia. Now building the next generation: RoomLama (white-label AI travel booking with proactive assistant and multi-supplier search), TripLama (AI-generated magazine-quality travel brochures and trip sharing), and Jetmates (private jet cost-sharing marketplace). |
| Motorsport | Race intelligence platform — live timing data scraping, AI-powered race analysis, team/rider management. Web + mobile. |
| Pharma | Patent arbitrage intelligence — cross-references 6 government data sources (FDA, SEC, USPTO, ClinicalTrials.gov) with AI-generated research reports. |
| Marketing | AI outbound platform — account research, personalized landing page generation, automated sequences. Plus an automated SEO authority engine publishing across 40+ verticals nightly. |
Multi-agent systems are my core technical discipline. What that looks like in practice:
- Multi-LLM routing — Semantic routers across 7 providers (OpenAI, Anthropic, Cerebras, Groq, Cohere, Google, ElevenLabs) with tiered fallback chains
- Production voice AI — Real-time voice pipelines using OpenAI Realtime API, Deepgram, and ElevenLabs for live call scenarios
- Document intelligence — AI-powered classification, extraction, and triage across email, PDFs, and legal documents
- Automated content systems — Self-updating SEO engines, nightly publishing pipelines, AI research report generation
Languages: TypeScript/React, Python, Smalltalk/Pharo, C#/.NET
AI/ML: OpenAI, Anthropic Claude, Cerebras, Groq, Cohere, Gemini, LangGraph
Databases: PostgreSQL (Drizzle, Sequelize, pgvector), ChromaDB
Infra: Railway, Docker, AWS S3, Cloudflare R2, Stripe, Twilio
Mobile: React Native + Expo (iOS/Android)
If you're evaluating AI for your business or need hands-on implementation — strategy through production deployment — let's talk.