{"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "reasoning_v2", "n": 24, "metric": "mean_task_score", "value": 0.868, "baseline_fp8_official": 0.84, "grading": "solver"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "function_call", "n": 54, "metric": "pass_rate", "value": 0.907, "baseline_fp8_official": 0.889, "grading": "deterministic"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "claw_paired", "n": 85, "metric": "mean_task_score", "value": 0.648, "baseline_fp8_official": 0.64, "grading": "judge"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "code_spec_delta", "n": 8, "metric": "mean_task_score", "value": 0.453, "baseline_fp8_official": 0.476, "grading": "execution", "trials": 3} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "coherence", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "suite": "depth_probe", "value": "4/4 clean (4/16/32/60K; 60K thinking-off)", "grading": "detectors+adversarial-judge"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 1, "metric": "output_tok_s", "value": 215.2, "ttft_p50_ms": 63, "tpot_p50_ms": 4.6, "method": "vllm bench serve seeded random"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "chat-1k1k", "concurrency": 8, "metric": "output_tok_s", "value": 1028.2, "ttft_p50_ms": 300, "tpot_p50_ms": 7.5, "method": "vllm bench serve seeded random"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 1, "metric": "output_tok_s", "value": 200.1, "ttft_p50_ms": 313, "tpot_p50_ms": 4.7, "method": "vllm bench serve seeded random"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-NVFP4", "quant": "nvfp4-w4a4-calibrated", "config": "vllm-0.22.1 moe-backend=marlin", "hardware": "RTX PRO 6000 Blackwell sm120", "regime": "context-8k1k", "concurrency": 8, "metric": "output_tok_s", "value": 751.1, "ttft_p50_ms": 1630, "tpot_p50_ms": 9.1, "method": "vllm bench serve seeded random"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "function_call", "metric": "pass_rate", "value": 0.889, "baseline_fp8_official": 0.889, "grading": "per-suite", "note": "identical to FP8"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "reasoning_v2_16k", "metric": "mean_task_score", "value": 0.871, "baseline_fp8_official": 0.84, "grading": "per-suite", "note": "16K thinking budget; verbose-build caveat"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "gate", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "suite": "claw_paired", "metric": "mean_task_score", "value": 0.603, "baseline_fp8_official": 0.634, "grading": "per-suite", "note": "paired-84; zh cluster softer"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX PRO 6000 Blackwell", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 305.0, "note": "mean n=6 prompts (287-336)"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp draft-mtp", "metric": "gen_tok_s", "value": 187.0, "note": "+46% over no-spec 127.7; accept 0.62"} {"model": "InternScience/Agents-A1", "date": "2026-07-04", "harness": "protoLab evals @ claw-eval 49d2b6a", "judge": "protolabs/reasoning", "budget": 8192, "kind": "speed", "artifact": "protoLabsAI/Agents-A1-MTP-GGUF", "quant": "nvfp4-gguf-mixed", "hardware": "RTX A6000 Ampere", "config": "llama.cpp no-spec", "metric": "gen_tok_s", "value": 127.7, "note": ""}