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Rankings
LLM Leaderboard
Real measurements of every tested language model on real, named hardware – rated by raw speed (performance in tokens per second, prefill and time to first token) and by practical task quality in complete agent and chat runs (harness). Pick a benchmark type below or filter by model, maker and hardware to see exactly what is tested and how the results are produced.
⚡ Performance (tok/s)🤖 Harness quality👥 Concurrency🖥️ real hardware
| # | Model / Maker | Metrics | Parallel | GPU / CPU / RAM | Runtime | ||
|---|---|---|---|---|---|---|---|
| 1 | Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 326,85 tok/s TG Prefill 125 · TTFT 210.255 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 2 | Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 94,63 tok/s TG Prefill 1.463 · TTFT 15.382 ms | 10× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 3 | Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkPerformancetest Small 1.0 | 27,50 tok/s TG Prefill 299 · TTFT 224 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 4 | Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkPerformancetest Small 1.0 | 27,50 tok/s TG Prefill 109 · TTFT 604 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → |
