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title: README
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Joshua — AI/ML engineering × VFX

Los Angeles. I work at the intersection of machine learning systems and visual effects: local LLM inference, diffusion-based image pipelines, and the systems programming that makes both run fast on real hardware.

What I work with

  • ML runtime: PyTorch, CUDA, vLLM, Hugging Face transformers, Whisper, CLIP
  • Diffusion / imaging: Stable Diffusion XL pipelines for VFX and concept work
  • Systems: C++, Rust, Python automation; multi-machine homelab (WireGuard mesh spanning a 9950X hub, i9-14900K compute node, and edge devices) for self-hosted inference and transcription workloads

Currently exploring

  • Serving small instruction-tuned models (Phi-3, SmolLM2) on consumer GPUs
  • Embedding pipelines with sentence-transformers for search and retrieval
  • Automated media workflows: speech-to-text, tagging, and asset processing

Elsewhere