{ "schema_version": 1, "created_utc": "2026-07-28T02:36:27.566499+00:00", "status": "adaptive_release_candidate_qualified", "scope": "single-machine batch-1 Qwen3.6 output-projection offload", "model": { "name": "Qwen3.6-35B-A3B Q5_K_M", "base_model": "Qwen/Qwen3.6-35B-A3B", "gguf_source": "bartowski/Qwen_Qwen3.6-35B-A3B-GGUF", "gguf_sha256": "EC438D1326EB11D8BB94785C54739CD4B60B01AE32BD8532E232A046B19D296D" }, "platform": { "os": "Windows 11 ARM64", "soc_class": "Snapdragon X2 Elite Extreme", "transformer_accelerator": "Adreno X2-90 OpenCL GPU", "output_projection_accelerator": "Hexagon v81 NPU via QNNExecutionProvider", "power": "AC connected; battery status 2; 95-97%; ASUS Performance mode" }, "runtime": { "strategy": "full W8A16 NPU projection with conditional W16A16 shard refinement", "primary_shards": 2, "refinement_shards": 8, "refine_margin": 0.15, "cpu_fallback_allowed_for_npu_graphs": false, "libllama_sha256": "D15D0734E9D1718E6D3D85F02B06DF7E39CA72B0EF8284ED591F9F0611FFBDF9" }, "release_candidate": { "tokens_per_second": 24.257476, "samples_tokens_per_second": [24.1019, 24.2887, 24.3818], "gain_vs_faster_trailing_control_percent": 2.8240472907580028, "gain_vs_two_control_mean_percent": 7.851746040687679, "component_quality": { "samples": 33, "global_top1_matches": 33, "global_top1_match_rate": 1.0, "top5_overlap_mean": 1.0, "top10_overlap_mean": 0.9878787878787879, "cosine": 0.9999566447246216, "nrmse": 0.00933828799354565, "rmse": 0.019982964555496554, "mae": 0.015304419790575721, "max_abs": 0.2505837678909302, "kl_divergence_mean": 0.00019464064398776732, "kl_divergence_max": 0.0005660149465664289 }, "component_latency_ms": { "warmup": 5, "iterations": 100, "median": 6.8199000000000005, "p95": 9.73378, "mean": 7.425287, "minimum": 6.4286, "maximum": 12.72 }, "behavioral_parity": { "status": "exact_text_parity", "exact_text_match": true, "generated_tokens": 192 }, "live_execution": { "refined_decode_calls": 59, "total_decode_calls": 193, "refined_parts_total": 64, "npu_head_median_ms": 4.551 } }, "alternatives": { "static_split_quality": { "tokens_per_second": 23.81049, "global_top1_matches": 33, "samples": 33, "cosine": 0.9999746411320438, "nrmse": 0.007150120560477397, "status": "component_gate_passed" }, "full_w16_maximum_precision": { "live_benchmark_pending": true, "global_top1_matches": 33, "samples": 33, "cosine": 0.9999999659656381, "nrmse": 0.000262637965804305, "kl_divergence_mean": 1.0580494337893319e-7, "status": "component_gate_passed" }, "full_w8_performance_only": { "tokens_per_second": 25.580063, "global_top1_matches": 32, "samples": 33, "status": "rejected", "reason": "one captured near-tie changed top-1 under W8" } }, "controls": { "control_a_tokens_per_second": 21.391753, "control_b_tokens_per_second": 23.591248, "two_control_mean_tokens_per_second": 22.4915005, "warning": "control drift was material; use the faster trailing control for the conservative comparison" }, "limitations": [ "one physical machine", "33 calibration states", "one 192-token deterministic behavioral comparison", "no task-level UMoX benchmark suite yet", "no energy or long-duration thermal measurement in final qualification", "only the output projection is offloaded to NPU" ] }