LLM + RAG
A self-contained AI lab in one container
Built a single Docker image that turns raw Common Crawl web data into a tokenized training set with Spark, pretrains a GPT with NVIDIA Megatron-LM, and serves a local LLM (Ollama), RAG over documents, and multimodal vision (CLIP, BLIP captioning, OCR, face analysis), fully offline against an enterprise data platform. A complete AI stack that runs with no internet.
Offline demo
Offline VAST Management System demo
A fully offline clone of the VAST Management System UI, built for sales. A web scraper crawls every link in the live console, captures each page, and stitches them back together under the same URLs as the real product, so navigation feels identical. It serves from a simple Python page with no backend, letting sales engineers walk customers through exactly how VMS works anywhere, even air-gapped. Thousands of lines across the capture and post-processing toolchain, spanning hundreds of routes.
Automation
50-state geo-distributed browser automation
Wrote a Playwright orchestrator that runs from all 50 U.S. state capitals via geo-targeting, performs human-like search and navigation, detects and engages a brand's owned properties, and captures per-city proof, concurrent, resilient, and self-documenting.
Founder build
AI systems for my own company, in 30 days
EcoLuxe is my beauty and wellness company. I designed, built, and shipped its entire AI platform to production in 30 days, solo: multiple cooperating serverless services, shared state, retrieval-augmented generation, multimodal vision, and human-in-the-loop review.
RAG
Grounded, multi-model retrieval on the edge
Runs entirely on Cloudflare Workers. Queries are embedded with text-embedding-3-small and matched against multiple Vectorize indexes (1536-dim, cosine) that keep product, advertising, and creator knowledge separate, with KV for shared state. Retrieved context grounds a multi-model step: a large reasoning model makes the decision while a smaller multimodal model screens images and audio, frame by frame. Outputs are structured and on-policy; anything low-confidence escalates to a human.
Enablement
AI keynotes, briefings & SDK workshops
As a Global AI Strategist I lead hands-on SDK workshops and keynote and executive briefings that democratize AI for enterprise customers and partners, meeting teams where they are and moving them forward.