Sean Roth

AI Developer

I build practical AI applications — tools that ship and solve real problems, not research projects or demos. My path here is non-linear: screenwriting MA, 8,500+ ESL classes taught, now shipping products with computer vision and LLMs.

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Current Projects

Technical Skills

Strong

  • Agent Systems (MCP protocol, tool use, orchestration)
  • LLMs (prompt engineering, RAG patterns, context management)
  • Full-Stack (Python, JavaScript/TypeScript, React, Laravel, Flask, FastAPI)
  • APIs (REST design, OAuth, webhook handling, Stripe)
  • Computer Vision (SAM, image segmentation, video processing)

Growing

  • MLOps (model deployment, monitoring)
  • Cloud Infrastructure (AWS, Azure basics)
  • Local Inference (Ollama, edge deployment)

Honest Gaps

  • Enterprise ML at Scale
  • Team Leadership
  • Mobile Development

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