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benkatzir/README.md

Hi, I'm Ben!
Math @ UC Berkeley, Agent Engineer, Inference Engineer

⚡ Inference Engineering:

  • GLM-5.3 Flash on three DGX Sparks
    • Eight concurrent 500k-token sessions with vision across three nodes: a measured scheduler A/B against the upstream recipe, video enablement, a reconstructed build, and sanitized evidence with explicit limits.
  • DeepSeek V4.1 Flash on three DGX Sparks
    • EXL3 routed experts with cooperative expert execution and native vision over a direct QSFP triangle: concurrency results, a paired 192-case quality pilot, pinned source reconstruction, and stated accuracy limits.
  • Qwen3.6 on DGX Spark / GB10
    • Reproducible vLLM serving recipe, full-context concurrency benchmarks, and raw measurement evidence.

👨‍💻 Freelance Projects:

🚀 Skills:

  • Agent graph engineering
  • Inference serving
  • Datacenter maintenance
  • Kubernetes
  • Cloud platforms

🤳 Connect with me:

BenKatzir | Twitter BenKatzir | LinkedIn BenKatzir | Instagram BenKatzir | Email

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