- bench-gpt2 binary: runs 50 prompts, measures TTFT/TBT per prompt, outputs JSON - bench_compare.py: compares xserv vs transformers token-by-token + timing - Baseline results: 50/50 correctness, 400ms TTFT / 407ms TBT (100x slower than PyTorch) - Bottlenecks documented: no KV cache, CPU round-trips, cuBLAS handle churn Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>