#Benchmark

1 expert article about Benchmark — covering web design, development and UX.

Benchmarking qwen3-coder locally building an Astro 6 site on MacBook Pro M4 Max
Ollama Local LLM qwen3-coder Astro 6 Claude Code AI Engineering Benchmark Apple Silicon

Benchmarking local qwen3-coder on an Astro 6 build on M4 Max — 4 model failures, not Mac failures

Honest benchmark: 64 GB unified memory, 40 GPU cores, qwen3-coder:30b on Ollama, Claude Code as the harness. The model confused Astro with Svelte, ignored an explicit STOP, and stalled 30 min on a single turn. Technical diagnosis + the real fixes.

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