package intelligence import "time" func buildVisionBenchmark(assets []loadedAsset) VisionBenchmark { bench := VisionBenchmark{ Version: "3.0", GeneratedAt: time.Now().UTC().Format(time.RFC3339), Status: "metadata_only", } seen := map[string]bool{} for _, item := range assets { key := item.Asset.Semantic.Provider + "|" + item.Asset.Semantic.Model if seen[key] { continue } seen[key] = true bench.Providers = append(bench.Providers, VisionProviderBench{ Name: item.Asset.Semantic.Provider, Model: item.Asset.Semantic.Model, Notes: "Provider was observed in existing MaterialAssets. Accuracy, latency, memory, and semantic stability require labeled evaluation data.", }) } if len(bench.Providers) == 0 { bench.Providers = append(bench.Providers, VisionProviderBench{ Name: "none", Model: "none", Notes: "No semantic provider metadata found in assets.", }) } return bench }