{"label":"Q3 2026","trends":{"movers":[],"comparedTo":null,"newEntries":0,"droppedEntries":0},"quarter":"q3-2026","keyNumbers":{"topModel":"Qwen3-Coder-30B-A3B-Instruct","topScore":69.05,"rankedModels":31,"hardwareTiers":1,"installations":0},"provenance":{"installations":0,"reportsReceived":34,"reportsVerified":32,"verificationRate":94.1,"hardwareConfigurations":1},"generatedAt":"2026-10-01T05:00:35.609Z","methodology":["Every figure is computed from anonymous performance reports that RunMyAI Desktop installations send automatically (Terms 6.9). A report carries model, quantization and hardware-specification measurements only -- no content, no identity.","Only reports signed with the RunMyAI software-attestation key are ranked; the signature proves a genuine build produced the bytes.","Reports are grouped by hardware tier: processor model, RAM tier and accelerator. A model is ranked on a tier from the measurements of every installation that ran it there.","Speed outliers are rejected per model, quantization and tier with a modified z-score around the median (cut-off 3.5) before averaging.","The 0-100 score weights delivered accuracy, sustained speed, time to first token and user ratings, renormalized over what was measured and capped by how much of it was measured.","Quantization sweet spot: the quantization with the highest average score among the ranked rows of a RAM tier.","Trends compare each ranked row with the same model, quantization and tier in the previous quarterly report."],"topPairsByTier":[],"topModelsByTier":[{"tier":"Apple M4 Max|128GB+|40-core GPU","label":"Apple M4 Max · 128GB+ · 40-core GPU","models":[{"score":69.05,"avgTokS":81.9,"tierRank":1,"modelName":"Qwen3-Coder-30B-A3B-Instruct","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"IQ1_M","totalInstalls":0,"avgGatePassRate":null},{"score":50,"avgTokS":null,"tierRank":2,"modelName":"Gemma 4 12B It","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"FP16","totalInstalls":0,"avgGatePassRate":null},{"score":49.28,"avgTokS":16.4,"tierRank":3,"modelName":"NVIDIA-Nemotron-3.5-Lightning-30B-A3B","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"Q8_K_XL","totalInstalls":0,"avgGatePassRate":null},{"score":47.44,"avgTokS":15.8,"tierRank":4,"modelName":"Qwen-AgentWorld-35B-A3B","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"FP16","totalInstalls":0,"avgGatePassRate":null},{"score":42.8,"avgTokS":9,"tierRank":5,"modelName":"NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16.i1","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"Q4_0","totalInstalls":0,"avgGatePassRate":90},{"score":40.62,"avgTokS":8.8,"tierRank":6,"modelName":"nemotron-3.5-lightning-30b-a3b","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"BF16","totalInstalls":0,"avgGatePassRate":null},{"score":38.98,"avgTokS":8.28,"tierRank":7,"modelName":"Qwen3-Coder-30B-A3B-Instruct","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"Q8_K_XL","totalInstalls":0,"avgGatePassRate":null},{"score":38.22,"avgTokS":21.7,"tierRank":8,"modelName":"NVIDIA-Nemotron-3.5-Lightning-30B-A3B","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"IQ4_NL","totalInstalls":0,"avgGatePassRate":null},{"score":38.01,"avgTokS":35.86,"tierRank":9,"modelName":"NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16.i1","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"Q6_K","totalInstalls":0,"avgGatePassRate":null},{"score":35.23,"avgTokS":12.9,"tierRank":10,"modelName":"Qwen3-Coder-Next","hardwareTier":"Apple M4 Max|128GB+|40-core GPU","quantization":"Q4_K_M","totalInstalls":0,"avgGatePassRate":100}]}],"executiveSummary":["Q3 2026: 31 models ranked across 1 hardware tier, measured by 0 active installations on 1 hardware configuration.","Highest score: Qwen3-Coder-30B-A3B-Instruct (IQ1_M) at 69.1 on Apple M4 Max · 128GB+ · 40-core GPU.","On the most-measured tier, Apple M4 Max · 128GB+ · 40-core GPU, Qwen3-Coder-30B-A3B-Instruct (IQ1_M) leads.","Quantization sweet spots: FP16 on 128GB+.","This is the first quarterly report; trends start with the next one.","32 of 34 reports received this quarter carried a verified software signature (94.1%)."],"quantizationSweetSpots":[{"rows":2,"avgTokS":15.8,"ramTier":"128GB+","avgScore":48.72,"quantization":"FP16"}]}