I take research-grade models and turn them into systems that don't fall over at 3 AM.
Currently founding the ML stack at Adroom · Lead ML Engineer · 8 years deep in production ML.
Not "I know Python." Actual things that run in production:
- 🎨 A 25+ model creative engine — SDXL, ControlNet, custom Flux fine-tunes, inpainting, harmonization, upscaling. It makes ad creative that used to need a studio and actors.
- 🎬 UGC video ads from scratch — talking-human avatars + cloned voices + vision-based scene understanding, fully automated.
- 🤖 Two MCP servers, live in prod — real tools wired into Claude Desktop & Cursor (FastMCP, 11+ tools). Ask me how MCP changes the way you build AI products.
- 🔀 One abstraction to route them all — OpenAI, Anthropic, Gemini, FAL, Replicate, Baseten behind a single async, webhook-driven layer.
> ask me about ...... shipping diffusion models without the GPU bill exploding
> argue with me about ... whether agents are overhyped (I have opinions)
> nerd out over ........ MCP, eval frameworks, and self-healing job pipelines
> hire / collab on ..... GenAI, LLM agents, MLOps — I'm listening
Diffusers · Transformers · LangChain · FastMCP · Kubeflow · ARQ · Chroma
"The model is the easy part. Shipping it is the job."




